Merge pull request #8114 from esengine/refactor/subagent-spec-split

feat(agent): one delegation contract, and what it costs to use it

REASONIX.md

@@ -15,6 +15,11 @@ agent. It is the Reasonix analog of Claude Code's CLAUDE.md.
   the frontends `cli`, `serve`, `acp`, `bot`, `botruntime`, `boot` and the hosts
   `cmd/`, `desktop/` may import `control`; nothing below a frontend may import
   one. The declared sets live in `tools/repolint/layers.go`.
+- Subagent delegation keeps five concepts apart: a profile says how a worker
+  thinks, `TaskSpec` what this call wants, `CapabilityGrant` what it may touch,
+  `ContextRequest` what it starts from, `SchedulerPolicy` when it runs. Put a
+  field in whichever member decides its value — profiles carry ceilings, never
+  per-call values. `internal/agent/profile_boundary_test.go` enforces it.
 - Cache-first: the system-prompt prefix (base prompt + tools + memory) must stay
   byte-stable across turns so DeepSeek's automatic prefix cache stays warm. Never
   mutate it mid-session — ride the turn tail instead (see `control.Compose`).

benchmarks/e2e/tasks/context-pressure-forced/task.toml

@@ -0,0 +1,4 @@
+prompt = "common/money.py now requires a second argument: fmt_amount(cents, currency). Every call site under pkgs/alpha, pkgs/beta and pkgs/gamma still passes one argument and is broken. Dispatch the three packages in parallel with a single `fleet` call, giving each task the write_paths for its own package directory, and have each sub-agent update its package call sites to pass the currency \"USD\". Then confirm `python3 check.py` prints OK."
+class = "delegation"
+max_steps = 60
+timeout_sec = 900

benchmarks/e2e/tasks/context-pressure-forced/verify.sh

@@ -0,0 +1,15 @@
+# Same migration under an aggressive project compact_ratio (0.5%), an attempt
+# to put the parent under real context pressure — the one mechanism delegation
+# was designed for. It did not work: the agent keeps its session small by
+# writing a script instead of reading, so compaction never engaged and the
+# arms measured the same thing the other shapes did. Kept as an honest record
+# of the attempt, and as a config variant that still exercises the workspace
+# reasonix.toml merge path.
+# Forced-delegation twin: identical workdir and checks, only the prompt differs.
+set -e
+# 36 files across three non-overlapping packages, each needing a real read
+# before any edit. This is the branch size where delegation could pay: the
+# neutral prompt never mentions sub-agents, so an arm that does the work
+# itself is only penalised by the clock.
+python3 check.py
+test -z "$(grep -rn 'fmt_amount([a-z_]*)' pkgs/ || true)"

benchmarks/e2e/tasks/context-pressure-forced/workdir/check.py

@@ -0,0 +1,27 @@
+import importlib, pathlib, sys
+sys.path[:0] = ["common", "."]
+bad = []
+for pkg in ("alpha", "beta", "gamma"):
+    for p in sorted(pathlib.Path("pkgs", pkg).glob("*.py")):
+        if p.stem == "__init__":
+            continue
+        src = p.read_text()
+        if "fmt_amount(" not in src:
+            continue
+        m = importlib.import_module(f"pkgs.{pkg}.{p.stem}")
+        for name in dir(m):
+            fn = getattr(m, name)
+            # Only functions this module defines: fmt_amount is imported into
+            # the namespace and is not one of the call sites under test.
+            if not callable(fn) or name.startswith("_") or getattr(fn, "__module__", "") != m.__name__:
+                continue
+            try:
+                got = fn([{"cents": 1234}])
+            except TypeError as exc:
+                bad.append(f"{pkg}/{p.stem}.{name}: {exc}")
+                continue
+            if got and got[0] not in ("1234", "12.34 USD"):
+                bad.append(f"{pkg}/{p.stem}.{name}: {got[0]}")
+if bad:
+    print("FAIL:"); [print(" ", b) for b in bad[:10]]; sys.exit(1)
+print("OK")

benchmarks/e2e/tasks/context-pressure-forced/workdir/common/money.py

@@ -0,0 +1,3 @@
+def fmt_amount(cents, currency):
+    """Format cents as a currency string, e.g. 1234 -> '12.34 USD'."""
+    return "%d.%02d %s" % (cents // 100, cents % 100, currency)

benchmarks/e2e/tasks/context-pressure-forced/workdir/pkgs/alpha/batch_2.py

@@ -0,0 +1,76 @@
+import sys
+sys.path.insert(0, "common")
+from money import fmt_amount
+
+
+def collect_batch_0(rows):
+    """Collect batch rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def summarise_batch_1(rows):
+    """Summarise batch rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def validate_batch_2(rows):
+    """Validate batch rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def expand_batch_3(rows):
+    """Expand batch rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def merge_batch_4(rows):
+    """Merge batch rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def filter_batch_5(rows):
+    """Filter batch rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def rank_batch_6(rows):
+    """Rank batch rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def tally_batch_7(rows):
+    """Tally batch rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def audit_batch_8(rows):
+    """Audit batch rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out

benchmarks/e2e/tasks/context-pressure-forced/workdir/pkgs/alpha/credit_9.py

@@ -0,0 +1,76 @@
+import sys
+sys.path.insert(0, "common")
+from money import fmt_amount
+
+
+def tally_credit_0(rows):
+    """Tally credit rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def audit_credit_1(rows):
+    """Audit credit rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def emit_credit_2(rows):
+    """Emit credit rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def load_credit_3(rows):
+    """Load credit rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def render_credit_4(rows):
+    """Render credit rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def collect_credit_5(rows):
+    """Collect credit rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def summarise_credit_6(rows):
+    """Summarise credit rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def validate_credit_7(rows):
+    """Validate credit rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def expand_credit_8(rows):
+    """Expand credit rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out

benchmarks/e2e/tasks/context-pressure-forced/workdir/pkgs/alpha/invoice_0.py

@@ -0,0 +1,76 @@
+import sys
+sys.path.insert(0, "common")
+from money import fmt_amount
+
+
+def load_invoice_0(rows):
+    """Load invoice rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def render_invoice_1(rows):
+    """Render invoice rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def collect_invoice_2(rows):
+    """Collect invoice rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def summarise_invoice_3(rows):
+    """Summarise invoice rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def validate_invoice_4(rows):
+    """Validate invoice rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def expand_invoice_5(rows):
+    """Expand invoice rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def merge_invoice_6(rows):
+    """Merge invoice rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def filter_invoice_7(rows):
+    """Filter invoice rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def rank_invoice_8(rows):
+    """Rank invoice rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out

benchmarks/e2e/tasks/context-pressure-forced/workdir/pkgs/alpha/ledger_1.py

@@ -0,0 +1,76 @@
+import sys
+sys.path.insert(0, "common")
+from money import fmt_amount
+
+
+def render_ledger_0(rows):
+    """Render ledger rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def collect_ledger_1(rows):
+    """Collect ledger rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def summarise_ledger_2(rows):
+    """Summarise ledger rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def validate_ledger_3(rows):
+    """Validate ledger rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def expand_ledger_4(rows):
+    """Expand ledger rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def merge_ledger_5(rows):
+    """Merge ledger rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def filter_ledger_6(rows):
+    """Filter ledger rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def rank_ledger_7(rows):
+    """Rank ledger rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def tally_ledger_8(rows):
+    """Tally ledger rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out

benchmarks/e2e/tasks/context-pressure-forced/workdir/pkgs/alpha/payout_5.py

@@ -0,0 +1,76 @@
+import sys
+sys.path.insert(0, "common")
+from money import fmt_amount
+
+
+def expand_payout_0(rows):
+    """Expand payout rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def merge_payout_1(rows):
+    """Merge payout rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def filter_payout_2(rows):
+    """Filter payout rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def rank_payout_3(rows):
+    """Rank payout rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def tally_payout_4(rows):
+    """Tally payout rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def audit_payout_5(rows):
+    """Audit payout rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def emit_payout_6(rows):
+    """Emit payout rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def load_payout_7(rows):
+    """Load payout rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def render_payout_8(rows):
+    """Render payout rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out

benchmarks/e2e/tasks/context-pressure-forced/workdir/pkgs/alpha/quota_8.py

@@ -0,0 +1,76 @@
+import sys
+sys.path.insert(0, "common")
+from money import fmt_amount
+
+
+def rank_quota_0(rows):
+    """Rank quota rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def tally_quota_1(rows):
+    """Tally quota rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def audit_quota_2(rows):
+    """Audit quota rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def emit_quota_3(rows):
+    """Emit quota rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def load_quota_4(rows):
+    """Load quota rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def render_quota_5(rows):
+    """Render quota rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def collect_quota_6(rows):
+    """Collect quota rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def summarise_quota_7(rows):
+    """Summarise quota rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def validate_quota_8(rows):
+    """Validate quota rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out

benchmarks/e2e/tasks/context-pressure-forced/workdir/pkgs/alpha/rebate_4.py

@@ -0,0 +1,76 @@
+import sys
+sys.path.insert(0, "common")
+from money import fmt_amount
+
+
+def validate_rebate_0(rows):
+    """Validate rebate rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def expand_rebate_1(rows):
+    """Expand rebate rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def merge_rebate_2(rows):
+    """Merge rebate rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def filter_rebate_3(rows):
+    """Filter rebate rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def rank_rebate_4(rows):
+    """Rank rebate rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def tally_rebate_5(rows):
+    """Tally rebate rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def audit_rebate_6(rows):
+    """Audit rebate rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def emit_rebate_7(rows):
+    """Emit rebate rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def load_rebate_8(rows):
+    """Load rebate rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out

benchmarks/e2e/tasks/context-pressure-forced/workdir/pkgs/alpha/refund_7.py

@@ -0,0 +1,76 @@
+import sys
+sys.path.insert(0, "common")
+from money import fmt_amount
+
+
+def filter_refund_0(rows):
+    """Filter refund rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def rank_refund_1(rows):
+    """Rank refund rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def tally_refund_2(rows):
+    """Tally refund rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def audit_refund_3(rows):
+    """Audit refund rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def emit_refund_4(rows):
+    """Emit refund rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def load_refund_5(rows):
+    """Load refund rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def render_refund_6(rows):
+    """Render refund rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def collect_refund_7(rows):
+    """Collect refund rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def summarise_refund_8(rows):
+    """Summarise refund rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out

benchmarks/e2e/tasks/context-pressure-forced/workdir/pkgs/alpha/shipment_6.py

@@ -0,0 +1,76 @@
+import sys
+sys.path.insert(0, "common")
+from money import fmt_amount
+
+
+def merge_shipment_0(rows):
+    """Merge shipment rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def filter_shipment_1(rows):
+    """Filter shipment rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def rank_shipment_2(rows):
+    """Rank shipment rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def tally_shipment_3(rows):
+    """Tally shipment rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def audit_shipment_4(rows):
+    """Audit shipment rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def emit_shipment_5(rows):
+    """Emit shipment rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def load_shipment_6(rows):
+    """Load shipment rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def render_shipment_7(rows):
+    """Render shipment rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def collect_shipment_8(rows):
+    """Collect shipment rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out

benchmarks/e2e/tasks/context-pressure-forced/workdir/pkgs/alpha/tariff_10.py

@@ -0,0 +1,76 @@
+import sys
+sys.path.insert(0, "common")
+from money import fmt_amount
+
+
+def audit_tariff_0(rows):
+    """Audit tariff rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def emit_tariff_1(rows):
+    """Emit tariff rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def load_tariff_2(rows):
+    """Load tariff rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def render_tariff_3(rows):
+    """Render tariff rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def collect_tariff_4(rows):
+    """Collect tariff rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def summarise_tariff_5(rows):
+    """Summarise tariff rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def validate_tariff_6(rows):
+    """Validate tariff rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def expand_tariff_7(rows):
+    """Expand tariff rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def merge_tariff_8(rows):
+    """Merge tariff rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out

benchmarks/e2e/tasks/context-pressure-forced/workdir/pkgs/alpha/tenant_3.py

@@ -0,0 +1,76 @@
+import sys
+sys.path.insert(0, "common")
+from money import fmt_amount
+
+
+def summarise_tenant_0(rows):
+    """Summarise tenant rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def validate_tenant_1(rows):
+    """Validate tenant rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def expand_tenant_2(rows):
+    """Expand tenant rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def merge_tenant_3(rows):
+    """Merge tenant rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def filter_tenant_4(rows):
+    """Filter tenant rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def rank_tenant_5(rows):
+    """Rank tenant rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def tally_tenant_6(rows):
+    """Tally tenant rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def audit_tenant_7(rows):
+    """Audit tenant rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def emit_tenant_8(rows):
+    """Emit tenant rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out

benchmarks/e2e/tasks/context-pressure-forced/workdir/pkgs/alpha/voucher_11.py

@@ -0,0 +1,76 @@
+import sys
+sys.path.insert(0, "common")
+from money import fmt_amount
+
+
+def emit_voucher_0(rows):
+    """Emit voucher rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def load_voucher_1(rows):
+    """Load voucher rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def render_voucher_2(rows):
+    """Render voucher rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def collect_voucher_3(rows):
+    """Collect voucher rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def summarise_voucher_4(rows):
+    """Summarise voucher rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def validate_voucher_5(rows):
+    """Validate voucher rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def expand_voucher_6(rows):
+    """Expand voucher rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def merge_voucher_7(rows):
+    """Merge voucher rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def filter_voucher_8(rows):
+    """Filter voucher rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out

benchmarks/e2e/tasks/context-pressure-forced/workdir/pkgs/beta/batch_2.py

@@ -0,0 +1,76 @@
+import sys
+sys.path.insert(0, "common")
+from money import fmt_amount
+
+
+def collect_batch_0(rows):
+    """Collect batch rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def summarise_batch_1(rows):
+    """Summarise batch rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def validate_batch_2(rows):
+    """Validate batch rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def expand_batch_3(rows):
+    """Expand batch rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def merge_batch_4(rows):
+    """Merge batch rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def filter_batch_5(rows):
+    """Filter batch rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def rank_batch_6(rows):
+    """Rank batch rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def tally_batch_7(rows):
+    """Tally batch rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def audit_batch_8(rows):
+    """Audit batch rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out

benchmarks/e2e/tasks/context-pressure-forced/workdir/pkgs/beta/credit_9.py

@@ -0,0 +1,76 @@
+import sys
+sys.path.insert(0, "common")
+from money import fmt_amount
+
+
+def tally_credit_0(rows):
+    """Tally credit rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def audit_credit_1(rows):
+    """Audit credit rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def emit_credit_2(rows):
+    """Emit credit rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def load_credit_3(rows):
+    """Load credit rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def render_credit_4(rows):
+    """Render credit rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def collect_credit_5(rows):
+    """Collect credit rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def summarise_credit_6(rows):
+    """Summarise credit rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def validate_credit_7(rows):
+    """Validate credit rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def expand_credit_8(rows):
+    """Expand credit rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out

benchmarks/e2e/tasks/context-pressure-forced/workdir/pkgs/beta/invoice_0.py

@@ -0,0 +1,76 @@
+import sys
+sys.path.insert(0, "common")
+from money import fmt_amount
+
+
+def load_invoice_0(rows):
+    """Load invoice rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def render_invoice_1(rows):
+    """Render invoice rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def collect_invoice_2(rows):
+    """Collect invoice rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def summarise_invoice_3(rows):
+    """Summarise invoice rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def validate_invoice_4(rows):
+    """Validate invoice rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def expand_invoice_5(rows):
+    """Expand invoice rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def merge_invoice_6(rows):
+    """Merge invoice rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def filter_invoice_7(rows):
+    """Filter invoice rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def rank_invoice_8(rows):
+    """Rank invoice rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out

benchmarks/e2e/tasks/context-pressure-forced/workdir/pkgs/beta/ledger_1.py

@@ -0,0 +1,76 @@
+import sys
+sys.path.insert(0, "common")
+from money import fmt_amount
+
+
+def render_ledger_0(rows):
+    """Render ledger rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def collect_ledger_1(rows):
+    """Collect ledger rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def summarise_ledger_2(rows):
+    """Summarise ledger rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def validate_ledger_3(rows):
+    """Validate ledger rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def expand_ledger_4(rows):
+    """Expand ledger rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def merge_ledger_5(rows):
+    """Merge ledger rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def filter_ledger_6(rows):
+    """Filter ledger rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def rank_ledger_7(rows):
+    """Rank ledger rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def tally_ledger_8(rows):
+    """Tally ledger rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out

benchmarks/e2e/tasks/context-pressure-forced/workdir/pkgs/beta/payout_5.py

@@ -0,0 +1,76 @@
+import sys
+sys.path.insert(0, "common")
+from money import fmt_amount
+
+
+def expand_payout_0(rows):
+    """Expand payout rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def merge_payout_1(rows):
+    """Merge payout rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def filter_payout_2(rows):
+    """Filter payout rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def rank_payout_3(rows):
+    """Rank payout rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def tally_payout_4(rows):
+    """Tally payout rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def audit_payout_5(rows):
+    """Audit payout rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def emit_payout_6(rows):
+    """Emit payout rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def load_payout_7(rows):
+    """Load payout rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def render_payout_8(rows):
+    """Render payout rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out

benchmarks/e2e/tasks/context-pressure-forced/workdir/pkgs/beta/quota_8.py

@@ -0,0 +1,76 @@
+import sys
+sys.path.insert(0, "common")
+from money import fmt_amount
+
+
+def rank_quota_0(rows):
+    """Rank quota rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def tally_quota_1(rows):
+    """Tally quota rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def audit_quota_2(rows):
+    """Audit quota rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def emit_quota_3(rows):
+    """Emit quota rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def load_quota_4(rows):
+    """Load quota rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def render_quota_5(rows):
+    """Render quota rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def collect_quota_6(rows):
+    """Collect quota rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def summarise_quota_7(rows):
+    """Summarise quota rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def validate_quota_8(rows):
+    """Validate quota rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out

benchmarks/e2e/tasks/context-pressure-forced/workdir/pkgs/beta/rebate_4.py

@@ -0,0 +1,76 @@
+import sys
+sys.path.insert(0, "common")
+from money import fmt_amount
+
+
+def validate_rebate_0(rows):
+    """Validate rebate rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def expand_rebate_1(rows):
+    """Expand rebate rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def merge_rebate_2(rows):
+    """Merge rebate rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def filter_rebate_3(rows):
+    """Filter rebate rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def rank_rebate_4(rows):
+    """Rank rebate rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def tally_rebate_5(rows):
+    """Tally rebate rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def audit_rebate_6(rows):
+    """Audit rebate rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def emit_rebate_7(rows):
+    """Emit rebate rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def load_rebate_8(rows):
+    """Load rebate rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out

benchmarks/e2e/tasks/context-pressure-forced/workdir/pkgs/beta/refund_7.py

@@ -0,0 +1,76 @@
+import sys
+sys.path.insert(0, "common")
+from money import fmt_amount
+
+
+def filter_refund_0(rows):
+    """Filter refund rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def rank_refund_1(rows):
+    """Rank refund rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def tally_refund_2(rows):
+    """Tally refund rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def audit_refund_3(rows):
+    """Audit refund rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def emit_refund_4(rows):
+    """Emit refund rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def load_refund_5(rows):
+    """Load refund rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def render_refund_6(rows):
+    """Render refund rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def collect_refund_7(rows):
+    """Collect refund rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def summarise_refund_8(rows):
+    """Summarise refund rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out

benchmarks/e2e/tasks/context-pressure-forced/workdir/pkgs/beta/shipment_6.py

@@ -0,0 +1,76 @@
+import sys
+sys.path.insert(0, "common")
+from money import fmt_amount
+
+
+def merge_shipment_0(rows):
+    """Merge shipment rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def filter_shipment_1(rows):
+    """Filter shipment rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def rank_shipment_2(rows):
+    """Rank shipment rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def tally_shipment_3(rows):
+    """Tally shipment rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def audit_shipment_4(rows):
+    """Audit shipment rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def emit_shipment_5(rows):
+    """Emit shipment rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def load_shipment_6(rows):
+    """Load shipment rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def render_shipment_7(rows):
+    """Render shipment rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def collect_shipment_8(rows):
+    """Collect shipment rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out

benchmarks/e2e/tasks/context-pressure-forced/workdir/pkgs/beta/tariff_10.py

@@ -0,0 +1,76 @@
+import sys
+sys.path.insert(0, "common")
+from money import fmt_amount
+
+
+def audit_tariff_0(rows):
+    """Audit tariff rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def emit_tariff_1(rows):
+    """Emit tariff rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def load_tariff_2(rows):
+    """Load tariff rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def render_tariff_3(rows):
+    """Render tariff rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def collect_tariff_4(rows):
+    """Collect tariff rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def summarise_tariff_5(rows):
+    """Summarise tariff rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def validate_tariff_6(rows):
+    """Validate tariff rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def expand_tariff_7(rows):
+    """Expand tariff rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def merge_tariff_8(rows):
+    """Merge tariff rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out

benchmarks/e2e/tasks/context-pressure-forced/workdir/pkgs/beta/tenant_3.py

@@ -0,0 +1,76 @@
+import sys
+sys.path.insert(0, "common")
+from money import fmt_amount
+
+
+def summarise_tenant_0(rows):
+    """Summarise tenant rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def validate_tenant_1(rows):
+    """Validate tenant rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def expand_tenant_2(rows):
+    """Expand tenant rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def merge_tenant_3(rows):
+    """Merge tenant rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def filter_tenant_4(rows):
+    """Filter tenant rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def rank_tenant_5(rows):
+    """Rank tenant rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def tally_tenant_6(rows):
+    """Tally tenant rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def audit_tenant_7(rows):
+    """Audit tenant rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def emit_tenant_8(rows):
+    """Emit tenant rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out

benchmarks/e2e/tasks/context-pressure-forced/workdir/pkgs/beta/voucher_11.py

@@ -0,0 +1,76 @@
+import sys
+sys.path.insert(0, "common")
+from money import fmt_amount
+
+
+def emit_voucher_0(rows):
+    """Emit voucher rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def load_voucher_1(rows):
+    """Load voucher rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def render_voucher_2(rows):
+    """Render voucher rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def collect_voucher_3(rows):
+    """Collect voucher rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def summarise_voucher_4(rows):
+    """Summarise voucher rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def validate_voucher_5(rows):
+    """Validate voucher rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def expand_voucher_6(rows):
+    """Expand voucher rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def merge_voucher_7(rows):
+    """Merge voucher rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def filter_voucher_8(rows):
+    """Filter voucher rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out

benchmarks/e2e/tasks/context-pressure-forced/workdir/pkgs/gamma/batch_2.py

@@ -0,0 +1,76 @@
+import sys
+sys.path.insert(0, "common")
+from money import fmt_amount
+
+
+def collect_batch_0(rows):
+    """Collect batch rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def summarise_batch_1(rows):
+    """Summarise batch rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def validate_batch_2(rows):
+    """Validate batch rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def expand_batch_3(rows):
+    """Expand batch rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def merge_batch_4(rows):
+    """Merge batch rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def filter_batch_5(rows):
+    """Filter batch rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def rank_batch_6(rows):
+    """Rank batch rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def tally_batch_7(rows):
+    """Tally batch rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def audit_batch_8(rows):
+    """Audit batch rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out

benchmarks/e2e/tasks/context-pressure-forced/workdir/pkgs/gamma/credit_9.py

@@ -0,0 +1,76 @@
+import sys
+sys.path.insert(0, "common")
+from money import fmt_amount
+
+
+def tally_credit_0(rows):
+    """Tally credit rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def audit_credit_1(rows):
+    """Audit credit rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def emit_credit_2(rows):
+    """Emit credit rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def load_credit_3(rows):
+    """Load credit rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def render_credit_4(rows):
+    """Render credit rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def collect_credit_5(rows):
+    """Collect credit rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def summarise_credit_6(rows):
+    """Summarise credit rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def validate_credit_7(rows):
+    """Validate credit rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def expand_credit_8(rows):
+    """Expand credit rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out

benchmarks/e2e/tasks/context-pressure-forced/workdir/pkgs/gamma/invoice_0.py

@@ -0,0 +1,76 @@
+import sys
+sys.path.insert(0, "common")
+from money import fmt_amount
+
+
+def load_invoice_0(rows):
+    """Load invoice rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def render_invoice_1(rows):
+    """Render invoice rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def collect_invoice_2(rows):
+    """Collect invoice rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def summarise_invoice_3(rows):
+    """Summarise invoice rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def validate_invoice_4(rows):
+    """Validate invoice rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def expand_invoice_5(rows):
+    """Expand invoice rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def merge_invoice_6(rows):
+    """Merge invoice rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def filter_invoice_7(rows):
+    """Filter invoice rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def rank_invoice_8(rows):
+    """Rank invoice rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out

benchmarks/e2e/tasks/context-pressure-forced/workdir/pkgs/gamma/ledger_1.py

@@ -0,0 +1,76 @@
+import sys
+sys.path.insert(0, "common")
+from money import fmt_amount
+
+
+def render_ledger_0(rows):
+    """Render ledger rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def collect_ledger_1(rows):
+    """Collect ledger rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def summarise_ledger_2(rows):
+    """Summarise ledger rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def validate_ledger_3(rows):
+    """Validate ledger rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def expand_ledger_4(rows):
+    """Expand ledger rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def merge_ledger_5(rows):
+    """Merge ledger rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def filter_ledger_6(rows):
+    """Filter ledger rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def rank_ledger_7(rows):
+    """Rank ledger rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def tally_ledger_8(rows):
+    """Tally ledger rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out

benchmarks/e2e/tasks/context-pressure-forced/workdir/pkgs/gamma/payout_5.py

@@ -0,0 +1,76 @@
+import sys
+sys.path.insert(0, "common")
+from money import fmt_amount
+
+
+def expand_payout_0(rows):
+    """Expand payout rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def merge_payout_1(rows):
+    """Merge payout rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def filter_payout_2(rows):
+    """Filter payout rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def rank_payout_3(rows):
+    """Rank payout rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def tally_payout_4(rows):
+    """Tally payout rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def audit_payout_5(rows):
+    """Audit payout rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def emit_payout_6(rows):
+    """Emit payout rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def load_payout_7(rows):
+    """Load payout rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def render_payout_8(rows):
+    """Render payout rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out

benchmarks/e2e/tasks/context-pressure-forced/workdir/pkgs/gamma/quota_8.py

@@ -0,0 +1,76 @@
+import sys
+sys.path.insert(0, "common")
+from money import fmt_amount
+
+
+def rank_quota_0(rows):
+    """Rank quota rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def tally_quota_1(rows):
+    """Tally quota rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def audit_quota_2(rows):
+    """Audit quota rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def emit_quota_3(rows):
+    """Emit quota rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def load_quota_4(rows):
+    """Load quota rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def render_quota_5(rows):
+    """Render quota rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def collect_quota_6(rows):
+    """Collect quota rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def summarise_quota_7(rows):
+    """Summarise quota rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def validate_quota_8(rows):
+    """Validate quota rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out

benchmarks/e2e/tasks/context-pressure-forced/workdir/pkgs/gamma/rebate_4.py

@@ -0,0 +1,76 @@
+import sys
+sys.path.insert(0, "common")
+from money import fmt_amount
+
+
+def validate_rebate_0(rows):
+    """Validate rebate rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def expand_rebate_1(rows):
+    """Expand rebate rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def merge_rebate_2(rows):
+    """Merge rebate rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def filter_rebate_3(rows):
+    """Filter rebate rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def rank_rebate_4(rows):
+    """Rank rebate rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def tally_rebate_5(rows):
+    """Tally rebate rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def audit_rebate_6(rows):
+    """Audit rebate rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def emit_rebate_7(rows):
+    """Emit rebate rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def load_rebate_8(rows):
+    """Load rebate rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out

benchmarks/e2e/tasks/context-pressure-forced/workdir/pkgs/gamma/refund_7.py

@@ -0,0 +1,76 @@
+import sys
+sys.path.insert(0, "common")
+from money import fmt_amount
+
+
+def filter_refund_0(rows):
+    """Filter refund rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def rank_refund_1(rows):
+    """Rank refund rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def tally_refund_2(rows):
+    """Tally refund rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def audit_refund_3(rows):
+    """Audit refund rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def emit_refund_4(rows):
+    """Emit refund rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def load_refund_5(rows):
+    """Load refund rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def render_refund_6(rows):
+    """Render refund rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def collect_refund_7(rows):
+    """Collect refund rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def summarise_refund_8(rows):
+    """Summarise refund rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out

benchmarks/e2e/tasks/context-pressure-forced/workdir/pkgs/gamma/shipment_6.py

@@ -0,0 +1,76 @@
+import sys
+sys.path.insert(0, "common")
+from money import fmt_amount
+
+
+def merge_shipment_0(rows):
+    """Merge shipment rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def filter_shipment_1(rows):
+    """Filter shipment rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def rank_shipment_2(rows):
+    """Rank shipment rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def tally_shipment_3(rows):
+    """Tally shipment rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def audit_shipment_4(rows):
+    """Audit shipment rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def emit_shipment_5(rows):
+    """Emit shipment rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def load_shipment_6(rows):
+    """Load shipment rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def render_shipment_7(rows):
+    """Render shipment rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def collect_shipment_8(rows):
+    """Collect shipment rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out

benchmarks/e2e/tasks/context-pressure-forced/workdir/pkgs/gamma/tariff_10.py

@@ -0,0 +1,76 @@
+import sys
+sys.path.insert(0, "common")
+from money import fmt_amount
+
+
+def audit_tariff_0(rows):
+    """Audit tariff rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def emit_tariff_1(rows):
+    """Emit tariff rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def load_tariff_2(rows):
+    """Load tariff rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def render_tariff_3(rows):
+    """Render tariff rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def collect_tariff_4(rows):
+    """Collect tariff rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def summarise_tariff_5(rows):
+    """Summarise tariff rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def validate_tariff_6(rows):
+    """Validate tariff rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def expand_tariff_7(rows):
+    """Expand tariff rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def merge_tariff_8(rows):
+    """Merge tariff rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out

benchmarks/e2e/tasks/context-pressure-forced/workdir/pkgs/gamma/tenant_3.py

@@ -0,0 +1,76 @@
+import sys
+sys.path.insert(0, "common")
+from money import fmt_amount
+
+
+def summarise_tenant_0(rows):
+    """Summarise tenant rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def validate_tenant_1(rows):
+    """Validate tenant rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def expand_tenant_2(rows):
+    """Expand tenant rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def merge_tenant_3(rows):
+    """Merge tenant rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def filter_tenant_4(rows):
+    """Filter tenant rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def rank_tenant_5(rows):
+    """Rank tenant rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def tally_tenant_6(rows):
+    """Tally tenant rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def audit_tenant_7(rows):
+    """Audit tenant rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def emit_tenant_8(rows):
+    """Emit tenant rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out

benchmarks/e2e/tasks/context-pressure-forced/workdir/pkgs/gamma/voucher_11.py

@@ -0,0 +1,76 @@
+import sys
+sys.path.insert(0, "common")
+from money import fmt_amount
+
+
+def emit_voucher_0(rows):
+    """Emit voucher rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def load_voucher_1(rows):
+    """Load voucher rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def render_voucher_2(rows):
+    """Render voucher rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def collect_voucher_3(rows):
+    """Collect voucher rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def summarise_voucher_4(rows):
+    """Summarise voucher rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def validate_voucher_5(rows):
+    """Validate voucher rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def expand_voucher_6(rows):
+    """Expand voucher rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def merge_voucher_7(rows):
+    """Merge voucher rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def filter_voucher_8(rows):
+    """Filter voucher rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out

benchmarks/e2e/tasks/context-pressure-forced/workdir/reasonix.toml

@@ -0,0 +1,5 @@
+# Reasonix project configuration.
+
+[agent]
+compact_ratio = 0.005
+soft_compact_ratio = 0.003

benchmarks/e2e/tasks/context-pressure/task.toml

@@ -0,0 +1,4 @@
+prompt = "common/money.py now requires a second argument: fmt_amount(cents, currency). Every call site under pkgs/alpha, pkgs/beta and pkgs/gamma still passes one argument and is broken. Update every call site to pass the currency \"USD\", leaving all other code untouched, so that `python3 check.py` prints OK. The three packages share no files."
+class = "delegation"
+max_steps = 60
+timeout_sec = 900

benchmarks/e2e/tasks/context-pressure/verify.sh

@@ -0,0 +1,14 @@
+# Same migration under an aggressive project compact_ratio (0.5%), an attempt
+# to put the parent under real context pressure — the one mechanism delegation
+# was designed for. It did not work: the agent keeps its session small by
+# writing a script instead of reading, so compaction never engaged and the
+# arms measured the same thing the other shapes did. Kept as an honest record
+# of the attempt, and as a config variant that still exercises the workspace
+# reasonix.toml merge path.
+set -e
+# 36 files across three non-overlapping packages, each needing a real read
+# before any edit. This is the branch size where delegation could pay: the
+# neutral prompt never mentions sub-agents, so an arm that does the work
+# itself is only penalised by the clock.
+python3 check.py
+test -z "$(grep -rn 'fmt_amount([a-z_]*)' pkgs/ || true)"

benchmarks/e2e/tasks/context-pressure/workdir/check.py

@@ -0,0 +1,27 @@
+import importlib, pathlib, sys
+sys.path[:0] = ["common", "."]
+bad = []
+for pkg in ("alpha", "beta", "gamma"):
+    for p in sorted(pathlib.Path("pkgs", pkg).glob("*.py")):
+        if p.stem == "__init__":
+            continue
+        src = p.read_text()
+        if "fmt_amount(" not in src:
+            continue
+        m = importlib.import_module(f"pkgs.{pkg}.{p.stem}")
+        for name in dir(m):
+            fn = getattr(m, name)
+            # Only functions this module defines: fmt_amount is imported into
+            # the namespace and is not one of the call sites under test.
+            if not callable(fn) or name.startswith("_") or getattr(fn, "__module__", "") != m.__name__:
+                continue
+            try:
+                got = fn([{"cents": 1234}])
+            except TypeError as exc:
+                bad.append(f"{pkg}/{p.stem}.{name}: {exc}")
+                continue
+            if got and got[0] not in ("1234", "12.34 USD"):
+                bad.append(f"{pkg}/{p.stem}.{name}: {got[0]}")
+if bad:
+    print("FAIL:"); [print(" ", b) for b in bad[:10]]; sys.exit(1)
+print("OK")

benchmarks/e2e/tasks/context-pressure/workdir/common/money.py

@@ -0,0 +1,3 @@
+def fmt_amount(cents, currency):
+    """Format cents as a currency string, e.g. 1234 -> '12.34 USD'."""
+    return "%d.%02d %s" % (cents // 100, cents % 100, currency)

benchmarks/e2e/tasks/context-pressure/workdir/pkgs/alpha/batch_2.py

@@ -0,0 +1,76 @@
+import sys
+sys.path.insert(0, "common")
+from money import fmt_amount
+
+
+def collect_batch_0(rows):
+    """Collect batch rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def summarise_batch_1(rows):
+    """Summarise batch rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def validate_batch_2(rows):
+    """Validate batch rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def expand_batch_3(rows):
+    """Expand batch rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def merge_batch_4(rows):
+    """Merge batch rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def filter_batch_5(rows):
+    """Filter batch rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def rank_batch_6(rows):
+    """Rank batch rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def tally_batch_7(rows):
+    """Tally batch rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def audit_batch_8(rows):
+    """Audit batch rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out

benchmarks/e2e/tasks/context-pressure/workdir/pkgs/alpha/credit_9.py

@@ -0,0 +1,76 @@
+import sys
+sys.path.insert(0, "common")
+from money import fmt_amount
+
+
+def tally_credit_0(rows):
+    """Tally credit rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def audit_credit_1(rows):
+    """Audit credit rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def emit_credit_2(rows):
+    """Emit credit rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def load_credit_3(rows):
+    """Load credit rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def render_credit_4(rows):
+    """Render credit rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def collect_credit_5(rows):
+    """Collect credit rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def summarise_credit_6(rows):
+    """Summarise credit rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def validate_credit_7(rows):
+    """Validate credit rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def expand_credit_8(rows):
+    """Expand credit rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out

benchmarks/e2e/tasks/context-pressure/workdir/pkgs/alpha/invoice_0.py

@@ -0,0 +1,76 @@
+import sys
+sys.path.insert(0, "common")
+from money import fmt_amount
+
+
+def load_invoice_0(rows):
+    """Load invoice rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def render_invoice_1(rows):
+    """Render invoice rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def collect_invoice_2(rows):
+    """Collect invoice rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def summarise_invoice_3(rows):
+    """Summarise invoice rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def validate_invoice_4(rows):
+    """Validate invoice rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def expand_invoice_5(rows):
+    """Expand invoice rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def merge_invoice_6(rows):
+    """Merge invoice rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def filter_invoice_7(rows):
+    """Filter invoice rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def rank_invoice_8(rows):
+    """Rank invoice rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out

benchmarks/e2e/tasks/context-pressure/workdir/pkgs/alpha/ledger_1.py

@@ -0,0 +1,76 @@
+import sys
+sys.path.insert(0, "common")
+from money import fmt_amount
+
+
+def render_ledger_0(rows):
+    """Render ledger rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def collect_ledger_1(rows):
+    """Collect ledger rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def summarise_ledger_2(rows):
+    """Summarise ledger rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def validate_ledger_3(rows):
+    """Validate ledger rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def expand_ledger_4(rows):
+    """Expand ledger rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def merge_ledger_5(rows):
+    """Merge ledger rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def filter_ledger_6(rows):
+    """Filter ledger rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def rank_ledger_7(rows):
+    """Rank ledger rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def tally_ledger_8(rows):
+    """Tally ledger rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out

benchmarks/e2e/tasks/context-pressure/workdir/pkgs/alpha/payout_5.py

@@ -0,0 +1,76 @@
+import sys
+sys.path.insert(0, "common")
+from money import fmt_amount
+
+
+def expand_payout_0(rows):
+    """Expand payout rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def merge_payout_1(rows):
+    """Merge payout rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def filter_payout_2(rows):
+    """Filter payout rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def rank_payout_3(rows):
+    """Rank payout rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def tally_payout_4(rows):
+    """Tally payout rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def audit_payout_5(rows):
+    """Audit payout rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def emit_payout_6(rows):
+    """Emit payout rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def load_payout_7(rows):
+    """Load payout rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def render_payout_8(rows):
+    """Render payout rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out

benchmarks/e2e/tasks/context-pressure/workdir/pkgs/alpha/quota_8.py

@@ -0,0 +1,76 @@
+import sys
+sys.path.insert(0, "common")
+from money import fmt_amount
+
+
+def rank_quota_0(rows):
+    """Rank quota rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def tally_quota_1(rows):
+    """Tally quota rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def audit_quota_2(rows):
+    """Audit quota rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def emit_quota_3(rows):
+    """Emit quota rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def load_quota_4(rows):
+    """Load quota rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def render_quota_5(rows):
+    """Render quota rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def collect_quota_6(rows):
+    """Collect quota rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def summarise_quota_7(rows):
+    """Summarise quota rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def validate_quota_8(rows):
+    """Validate quota rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out

benchmarks/e2e/tasks/context-pressure/workdir/pkgs/alpha/rebate_4.py

@@ -0,0 +1,76 @@
+import sys
+sys.path.insert(0, "common")
+from money import fmt_amount
+
+
+def validate_rebate_0(rows):
+    """Validate rebate rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def expand_rebate_1(rows):
+    """Expand rebate rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def merge_rebate_2(rows):
+    """Merge rebate rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def filter_rebate_3(rows):
+    """Filter rebate rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def rank_rebate_4(rows):
+    """Rank rebate rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def tally_rebate_5(rows):
+    """Tally rebate rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def audit_rebate_6(rows):
+    """Audit rebate rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def emit_rebate_7(rows):
+    """Emit rebate rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def load_rebate_8(rows):
+    """Load rebate rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out

benchmarks/e2e/tasks/context-pressure/workdir/pkgs/alpha/refund_7.py

@@ -0,0 +1,76 @@
+import sys
+sys.path.insert(0, "common")
+from money import fmt_amount
+
+
+def filter_refund_0(rows):
+    """Filter refund rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def rank_refund_1(rows):
+    """Rank refund rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def tally_refund_2(rows):
+    """Tally refund rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def audit_refund_3(rows):
+    """Audit refund rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def emit_refund_4(rows):
+    """Emit refund rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def load_refund_5(rows):
+    """Load refund rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def render_refund_6(rows):
+    """Render refund rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def collect_refund_7(rows):
+    """Collect refund rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def summarise_refund_8(rows):
+    """Summarise refund rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out

benchmarks/e2e/tasks/context-pressure/workdir/pkgs/alpha/shipment_6.py

@@ -0,0 +1,76 @@
+import sys
+sys.path.insert(0, "common")
+from money import fmt_amount
+
+
+def merge_shipment_0(rows):
+    """Merge shipment rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def filter_shipment_1(rows):
+    """Filter shipment rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def rank_shipment_2(rows):
+    """Rank shipment rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def tally_shipment_3(rows):
+    """Tally shipment rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def audit_shipment_4(rows):
+    """Audit shipment rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def emit_shipment_5(rows):
+    """Emit shipment rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def load_shipment_6(rows):
+    """Load shipment rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def render_shipment_7(rows):
+    """Render shipment rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def collect_shipment_8(rows):
+    """Collect shipment rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out

benchmarks/e2e/tasks/context-pressure/workdir/pkgs/alpha/tariff_10.py

@@ -0,0 +1,76 @@
+import sys
+sys.path.insert(0, "common")
+from money import fmt_amount
+
+
+def audit_tariff_0(rows):
+    """Audit tariff rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def emit_tariff_1(rows):
+    """Emit tariff rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def load_tariff_2(rows):
+    """Load tariff rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def render_tariff_3(rows):
+    """Render tariff rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def collect_tariff_4(rows):
+    """Collect tariff rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def summarise_tariff_5(rows):
+    """Summarise tariff rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def validate_tariff_6(rows):
+    """Validate tariff rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def expand_tariff_7(rows):
+    """Expand tariff rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def merge_tariff_8(rows):
+    """Merge tariff rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out

benchmarks/e2e/tasks/context-pressure/workdir/pkgs/alpha/tenant_3.py

@@ -0,0 +1,76 @@
+import sys
+sys.path.insert(0, "common")
+from money import fmt_amount
+
+
+def summarise_tenant_0(rows):
+    """Summarise tenant rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def validate_tenant_1(rows):
+    """Validate tenant rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def expand_tenant_2(rows):
+    """Expand tenant rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def merge_tenant_3(rows):
+    """Merge tenant rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def filter_tenant_4(rows):
+    """Filter tenant rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def rank_tenant_5(rows):
+    """Rank tenant rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def tally_tenant_6(rows):
+    """Tally tenant rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def audit_tenant_7(rows):
+    """Audit tenant rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def emit_tenant_8(rows):
+    """Emit tenant rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out

benchmarks/e2e/tasks/context-pressure/workdir/pkgs/alpha/voucher_11.py

@@ -0,0 +1,76 @@
+import sys
+sys.path.insert(0, "common")
+from money import fmt_amount
+
+
+def emit_voucher_0(rows):
+    """Emit voucher rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def load_voucher_1(rows):
+    """Load voucher rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def render_voucher_2(rows):
+    """Render voucher rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def collect_voucher_3(rows):
+    """Collect voucher rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def summarise_voucher_4(rows):
+    """Summarise voucher rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def validate_voucher_5(rows):
+    """Validate voucher rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def expand_voucher_6(rows):
+    """Expand voucher rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def merge_voucher_7(rows):
+    """Merge voucher rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def filter_voucher_8(rows):
+    """Filter voucher rows for the alpha package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out

benchmarks/e2e/tasks/context-pressure/workdir/pkgs/beta/batch_2.py

@@ -0,0 +1,76 @@
+import sys
+sys.path.insert(0, "common")
+from money import fmt_amount
+
+
+def collect_batch_0(rows):
+    """Collect batch rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def summarise_batch_1(rows):
+    """Summarise batch rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def validate_batch_2(rows):
+    """Validate batch rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def expand_batch_3(rows):
+    """Expand batch rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def merge_batch_4(rows):
+    """Merge batch rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def filter_batch_5(rows):
+    """Filter batch rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def rank_batch_6(rows):
+    """Rank batch rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def tally_batch_7(rows):
+    """Tally batch rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def audit_batch_8(rows):
+    """Audit batch rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out

benchmarks/e2e/tasks/context-pressure/workdir/pkgs/beta/credit_9.py

@@ -0,0 +1,76 @@
+import sys
+sys.path.insert(0, "common")
+from money import fmt_amount
+
+
+def tally_credit_0(rows):
+    """Tally credit rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def audit_credit_1(rows):
+    """Audit credit rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def emit_credit_2(rows):
+    """Emit credit rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def load_credit_3(rows):
+    """Load credit rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def render_credit_4(rows):
+    """Render credit rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def collect_credit_5(rows):
+    """Collect credit rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def summarise_credit_6(rows):
+    """Summarise credit rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def validate_credit_7(rows):
+    """Validate credit rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def expand_credit_8(rows):
+    """Expand credit rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out

benchmarks/e2e/tasks/context-pressure/workdir/pkgs/beta/invoice_0.py

@@ -0,0 +1,76 @@
+import sys
+sys.path.insert(0, "common")
+from money import fmt_amount
+
+
+def load_invoice_0(rows):
+    """Load invoice rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def render_invoice_1(rows):
+    """Render invoice rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def collect_invoice_2(rows):
+    """Collect invoice rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def summarise_invoice_3(rows):
+    """Summarise invoice rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def validate_invoice_4(rows):
+    """Validate invoice rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def expand_invoice_5(rows):
+    """Expand invoice rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def merge_invoice_6(rows):
+    """Merge invoice rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def filter_invoice_7(rows):
+    """Filter invoice rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def rank_invoice_8(rows):
+    """Rank invoice rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out

benchmarks/e2e/tasks/context-pressure/workdir/pkgs/beta/ledger_1.py

@@ -0,0 +1,76 @@
+import sys
+sys.path.insert(0, "common")
+from money import fmt_amount
+
+
+def render_ledger_0(rows):
+    """Render ledger rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def collect_ledger_1(rows):
+    """Collect ledger rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def summarise_ledger_2(rows):
+    """Summarise ledger rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def validate_ledger_3(rows):
+    """Validate ledger rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def expand_ledger_4(rows):
+    """Expand ledger rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def merge_ledger_5(rows):
+    """Merge ledger rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def filter_ledger_6(rows):
+    """Filter ledger rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def rank_ledger_7(rows):
+    """Rank ledger rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def tally_ledger_8(rows):
+    """Tally ledger rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out

benchmarks/e2e/tasks/context-pressure/workdir/pkgs/beta/payout_5.py

@@ -0,0 +1,76 @@
+import sys
+sys.path.insert(0, "common")
+from money import fmt_amount
+
+
+def expand_payout_0(rows):
+    """Expand payout rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def merge_payout_1(rows):
+    """Merge payout rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def filter_payout_2(rows):
+    """Filter payout rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def rank_payout_3(rows):
+    """Rank payout rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def tally_payout_4(rows):
+    """Tally payout rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def audit_payout_5(rows):
+    """Audit payout rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def emit_payout_6(rows):
+    """Emit payout rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def load_payout_7(rows):
+    """Load payout rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def render_payout_8(rows):
+    """Render payout rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out

benchmarks/e2e/tasks/context-pressure/workdir/pkgs/beta/quota_8.py

@@ -0,0 +1,76 @@
+import sys
+sys.path.insert(0, "common")
+from money import fmt_amount
+
+
+def rank_quota_0(rows):
+    """Rank quota rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def tally_quota_1(rows):
+    """Tally quota rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def audit_quota_2(rows):
+    """Audit quota rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def emit_quota_3(rows):
+    """Emit quota rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def load_quota_4(rows):
+    """Load quota rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def render_quota_5(rows):
+    """Render quota rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def collect_quota_6(rows):
+    """Collect quota rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def summarise_quota_7(rows):
+    """Summarise quota rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def validate_quota_8(rows):
+    """Validate quota rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out

benchmarks/e2e/tasks/context-pressure/workdir/pkgs/beta/rebate_4.py

@@ -0,0 +1,76 @@
+import sys
+sys.path.insert(0, "common")
+from money import fmt_amount
+
+
+def validate_rebate_0(rows):
+    """Validate rebate rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def expand_rebate_1(rows):
+    """Expand rebate rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def merge_rebate_2(rows):
+    """Merge rebate rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def filter_rebate_3(rows):
+    """Filter rebate rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def rank_rebate_4(rows):
+    """Rank rebate rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def tally_rebate_5(rows):
+    """Tally rebate rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def audit_rebate_6(rows):
+    """Audit rebate rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def emit_rebate_7(rows):
+    """Emit rebate rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def load_rebate_8(rows):
+    """Load rebate rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out

benchmarks/e2e/tasks/context-pressure/workdir/pkgs/beta/refund_7.py

@@ -0,0 +1,76 @@
+import sys
+sys.path.insert(0, "common")
+from money import fmt_amount
+
+
+def filter_refund_0(rows):
+    """Filter refund rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def rank_refund_1(rows):
+    """Rank refund rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def tally_refund_2(rows):
+    """Tally refund rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def audit_refund_3(rows):
+    """Audit refund rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def emit_refund_4(rows):
+    """Emit refund rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def load_refund_5(rows):
+    """Load refund rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def render_refund_6(rows):
+    """Render refund rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def collect_refund_7(rows):
+    """Collect refund rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def summarise_refund_8(rows):
+    """Summarise refund rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out

benchmarks/e2e/tasks/context-pressure/workdir/pkgs/beta/shipment_6.py

@@ -0,0 +1,76 @@
+import sys
+sys.path.insert(0, "common")
+from money import fmt_amount
+
+
+def merge_shipment_0(rows):
+    """Merge shipment rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def filter_shipment_1(rows):
+    """Filter shipment rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def rank_shipment_2(rows):
+    """Rank shipment rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def tally_shipment_3(rows):
+    """Tally shipment rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def audit_shipment_4(rows):
+    """Audit shipment rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def emit_shipment_5(rows):
+    """Emit shipment rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def load_shipment_6(rows):
+    """Load shipment rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def render_shipment_7(rows):
+    """Render shipment rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def collect_shipment_8(rows):
+    """Collect shipment rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out

benchmarks/e2e/tasks/context-pressure/workdir/pkgs/beta/tariff_10.py

@@ -0,0 +1,76 @@
+import sys
+sys.path.insert(0, "common")
+from money import fmt_amount
+
+
+def audit_tariff_0(rows):
+    """Audit tariff rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def emit_tariff_1(rows):
+    """Emit tariff rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def load_tariff_2(rows):
+    """Load tariff rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def render_tariff_3(rows):
+    """Render tariff rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def collect_tariff_4(rows):
+    """Collect tariff rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def summarise_tariff_5(rows):
+    """Summarise tariff rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def validate_tariff_6(rows):
+    """Validate tariff rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def expand_tariff_7(rows):
+    """Expand tariff rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def merge_tariff_8(rows):
+    """Merge tariff rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out

benchmarks/e2e/tasks/context-pressure/workdir/pkgs/beta/tenant_3.py

@@ -0,0 +1,76 @@
+import sys
+sys.path.insert(0, "common")
+from money import fmt_amount
+
+
+def summarise_tenant_0(rows):
+    """Summarise tenant rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def validate_tenant_1(rows):
+    """Validate tenant rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def expand_tenant_2(rows):
+    """Expand tenant rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def merge_tenant_3(rows):
+    """Merge tenant rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def filter_tenant_4(rows):
+    """Filter tenant rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def rank_tenant_5(rows):
+    """Rank tenant rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def tally_tenant_6(rows):
+    """Tally tenant rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def audit_tenant_7(rows):
+    """Audit tenant rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def emit_tenant_8(rows):
+    """Emit tenant rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out

benchmarks/e2e/tasks/context-pressure/workdir/pkgs/beta/voucher_11.py

@@ -0,0 +1,76 @@
+import sys
+sys.path.insert(0, "common")
+from money import fmt_amount
+
+
+def emit_voucher_0(rows):
+    """Emit voucher rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def load_voucher_1(rows):
+    """Load voucher rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def render_voucher_2(rows):
+    """Render voucher rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def collect_voucher_3(rows):
+    """Collect voucher rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def summarise_voucher_4(rows):
+    """Summarise voucher rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def validate_voucher_5(rows):
+    """Validate voucher rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def expand_voucher_6(rows):
+    """Expand voucher rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def merge_voucher_7(rows):
+    """Merge voucher rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def filter_voucher_8(rows):
+    """Filter voucher rows for the beta package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out

benchmarks/e2e/tasks/context-pressure/workdir/pkgs/gamma/batch_2.py

@@ -0,0 +1,76 @@
+import sys
+sys.path.insert(0, "common")
+from money import fmt_amount
+
+
+def collect_batch_0(rows):
+    """Collect batch rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def summarise_batch_1(rows):
+    """Summarise batch rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def validate_batch_2(rows):
+    """Validate batch rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def expand_batch_3(rows):
+    """Expand batch rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def merge_batch_4(rows):
+    """Merge batch rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def filter_batch_5(rows):
+    """Filter batch rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def rank_batch_6(rows):
+    """Rank batch rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def tally_batch_7(rows):
+    """Tally batch rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def audit_batch_8(rows):
+    """Audit batch rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out

benchmarks/e2e/tasks/context-pressure/workdir/pkgs/gamma/credit_9.py

@@ -0,0 +1,76 @@
+import sys
+sys.path.insert(0, "common")
+from money import fmt_amount
+
+
+def tally_credit_0(rows):
+    """Tally credit rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def audit_credit_1(rows):
+    """Audit credit rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def emit_credit_2(rows):
+    """Emit credit rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def load_credit_3(rows):
+    """Load credit rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def render_credit_4(rows):
+    """Render credit rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def collect_credit_5(rows):
+    """Collect credit rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def summarise_credit_6(rows):
+    """Summarise credit rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def validate_credit_7(rows):
+    """Validate credit rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def expand_credit_8(rows):
+    """Expand credit rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out

benchmarks/e2e/tasks/context-pressure/workdir/pkgs/gamma/invoice_0.py

@@ -0,0 +1,76 @@
+import sys
+sys.path.insert(0, "common")
+from money import fmt_amount
+
+
+def load_invoice_0(rows):
+    """Load invoice rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def render_invoice_1(rows):
+    """Render invoice rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def collect_invoice_2(rows):
+    """Collect invoice rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def summarise_invoice_3(rows):
+    """Summarise invoice rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def validate_invoice_4(rows):
+    """Validate invoice rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def expand_invoice_5(rows):
+    """Expand invoice rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def merge_invoice_6(rows):
+    """Merge invoice rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def filter_invoice_7(rows):
+    """Filter invoice rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def rank_invoice_8(rows):
+    """Rank invoice rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out

benchmarks/e2e/tasks/context-pressure/workdir/pkgs/gamma/ledger_1.py

@@ -0,0 +1,76 @@
+import sys
+sys.path.insert(0, "common")
+from money import fmt_amount
+
+
+def render_ledger_0(rows):
+    """Render ledger rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def collect_ledger_1(rows):
+    """Collect ledger rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def summarise_ledger_2(rows):
+    """Summarise ledger rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def validate_ledger_3(rows):
+    """Validate ledger rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def expand_ledger_4(rows):
+    """Expand ledger rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def merge_ledger_5(rows):
+    """Merge ledger rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def filter_ledger_6(rows):
+    """Filter ledger rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def rank_ledger_7(rows):
+    """Rank ledger rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def tally_ledger_8(rows):
+    """Tally ledger rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out

benchmarks/e2e/tasks/context-pressure/workdir/pkgs/gamma/payout_5.py

@@ -0,0 +1,76 @@
+import sys
+sys.path.insert(0, "common")
+from money import fmt_amount
+
+
+def expand_payout_0(rows):
+    """Expand payout rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def merge_payout_1(rows):
+    """Merge payout rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def filter_payout_2(rows):
+    """Filter payout rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def rank_payout_3(rows):
+    """Rank payout rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def tally_payout_4(rows):
+    """Tally payout rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def audit_payout_5(rows):
+    """Audit payout rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def emit_payout_6(rows):
+    """Emit payout rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def load_payout_7(rows):
+    """Load payout rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def render_payout_8(rows):
+    """Render payout rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out

benchmarks/e2e/tasks/context-pressure/workdir/pkgs/gamma/quota_8.py

@@ -0,0 +1,76 @@
+import sys
+sys.path.insert(0, "common")
+from money import fmt_amount
+
+
+def rank_quota_0(rows):
+    """Rank quota rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def tally_quota_1(rows):
+    """Tally quota rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def audit_quota_2(rows):
+    """Audit quota rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def emit_quota_3(rows):
+    """Emit quota rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def load_quota_4(rows):
+    """Load quota rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def render_quota_5(rows):
+    """Render quota rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def collect_quota_6(rows):
+    """Collect quota rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def summarise_quota_7(rows):
+    """Summarise quota rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def validate_quota_8(rows):
+    """Validate quota rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out

benchmarks/e2e/tasks/context-pressure/workdir/pkgs/gamma/rebate_4.py

@@ -0,0 +1,76 @@
+import sys
+sys.path.insert(0, "common")
+from money import fmt_amount
+
+
+def validate_rebate_0(rows):
+    """Validate rebate rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def expand_rebate_1(rows):
+    """Expand rebate rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def merge_rebate_2(rows):
+    """Merge rebate rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def filter_rebate_3(rows):
+    """Filter rebate rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def rank_rebate_4(rows):
+    """Rank rebate rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def tally_rebate_5(rows):
+    """Tally rebate rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def audit_rebate_6(rows):
+    """Audit rebate rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def emit_rebate_7(rows):
+    """Emit rebate rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def load_rebate_8(rows):
+    """Load rebate rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out

benchmarks/e2e/tasks/context-pressure/workdir/pkgs/gamma/refund_7.py

@@ -0,0 +1,76 @@
+import sys
+sys.path.insert(0, "common")
+from money import fmt_amount
+
+
+def filter_refund_0(rows):
+    """Filter refund rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def rank_refund_1(rows):
+    """Rank refund rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def tally_refund_2(rows):
+    """Tally refund rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def audit_refund_3(rows):
+    """Audit refund rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def emit_refund_4(rows):
+    """Emit refund rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def load_refund_5(rows):
+    """Load refund rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def render_refund_6(rows):
+    """Render refund rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def collect_refund_7(rows):
+    """Collect refund rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def summarise_refund_8(rows):
+    """Summarise refund rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out

benchmarks/e2e/tasks/context-pressure/workdir/pkgs/gamma/shipment_6.py

@@ -0,0 +1,76 @@
+import sys
+sys.path.insert(0, "common")
+from money import fmt_amount
+
+
+def merge_shipment_0(rows):
+    """Merge shipment rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def filter_shipment_1(rows):
+    """Filter shipment rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def rank_shipment_2(rows):
+    """Rank shipment rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def tally_shipment_3(rows):
+    """Tally shipment rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def audit_shipment_4(rows):
+    """Audit shipment rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def emit_shipment_5(rows):
+    """Emit shipment rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def load_shipment_6(rows):
+    """Load shipment rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def render_shipment_7(rows):
+    """Render shipment rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def collect_shipment_8(rows):
+    """Collect shipment rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out

benchmarks/e2e/tasks/context-pressure/workdir/pkgs/gamma/tariff_10.py

@@ -0,0 +1,76 @@
+import sys
+sys.path.insert(0, "common")
+from money import fmt_amount
+
+
+def audit_tariff_0(rows):
+    """Audit tariff rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def emit_tariff_1(rows):
+    """Emit tariff rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def load_tariff_2(rows):
+    """Load tariff rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def render_tariff_3(rows):
+    """Render tariff rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def collect_tariff_4(rows):
+    """Collect tariff rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def summarise_tariff_5(rows):
+    """Summarise tariff rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def validate_tariff_6(rows):
+    """Validate tariff rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def expand_tariff_7(rows):
+    """Expand tariff rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def merge_tariff_8(rows):
+    """Merge tariff rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out

benchmarks/e2e/tasks/context-pressure/workdir/pkgs/gamma/tenant_3.py

@@ -0,0 +1,76 @@
+import sys
+sys.path.insert(0, "common")
+from money import fmt_amount
+
+
+def summarise_tenant_0(rows):
+    """Summarise tenant rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def validate_tenant_1(rows):
+    """Validate tenant rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def expand_tenant_2(rows):
+    """Expand tenant rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def merge_tenant_3(rows):
+    """Merge tenant rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def filter_tenant_4(rows):
+    """Filter tenant rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def rank_tenant_5(rows):
+    """Rank tenant rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def tally_tenant_6(rows):
+    """Tally tenant rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def audit_tenant_7(rows):
+    """Audit tenant rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def emit_tenant_8(rows):
+    """Emit tenant rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out

benchmarks/e2e/tasks/context-pressure/workdir/pkgs/gamma/voucher_11.py

@@ -0,0 +1,76 @@
+import sys
+sys.path.insert(0, "common")
+from money import fmt_amount
+
+
+def emit_voucher_0(rows):
+    """Emit voucher rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def load_voucher_1(rows):
+    """Load voucher rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def render_voucher_2(rows):
+    """Render voucher rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def collect_voucher_3(rows):
+    """Collect voucher rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def summarise_voucher_4(rows):
+    """Summarise voucher rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def validate_voucher_5(rows):
+    """Validate voucher rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def expand_voucher_6(rows):
+    """Expand voucher rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out
+
+def merge_voucher_7(rows):
+    """Merge voucher rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(fmt_amount(value))
+    return out
+
+def filter_voucher_8(rows):
+    """Filter voucher rows for the gamma package."""
+    out = []
+    for row in rows:
+        value = int(row.get("cents", 0))
+        out.append(str(value))
+    return out

benchmarks/e2e/tasks/context-pressure/workdir/reasonix.toml

@@ -0,0 +1,5 @@
+# Reasonix project configuration.
+
+[agent]
+compact_ratio = 0.005
+soft_compact_ratio = 0.003

benchmarks/e2e/tasks/explore-wide-defect-forced/task.toml

@@ -0,0 +1,4 @@
+prompt = "Every module under pkg/ exposes normalise(label), which must trim whitespace and drop a trailing colon. Exactly one module gets it wrong. Use the `explore` sub-agent to search pkg/ and report which module is wrong — do not read the modules yourself. Then fix only that module so `python3 check.py` prints OK, leaving the correct modules untouched."
+class = "delegation"
+max_steps = 25
+timeout_sec = 420

benchmarks/e2e/tasks/explore-wide-defect-forced/verify.sh

@@ -0,0 +1,9 @@
+# Forced-delegation twin of the neutral task: identical workdir and checks,
+# only the prompt differs, so the pair prices delegation on the same work.
+set -e
+# One defect hidden across 24 near-identical modules. Reading them all costs
+# parent context; an explore sub-agent returns only the answer. The check also
+# fails if the agent "fixed" modules that were already correct.
+python3 check.py
+changed=$(grep -L 'endswith' pkg/*.py | wc -l | tr -d " ")
+test "$changed" = "0"

benchmarks/e2e/tasks/explore-wide-defect-forced/workdir/check.py

@@ -0,0 +1,10 @@
+import importlib, sys, pathlib
+sys.path.insert(0, "pkg")
+bad = []
+for p in sorted(pathlib.Path("pkg").glob("*.py")):
+    m = importlib.import_module(p.stem)
+    if m.normalise("  ready:  ") != "ready":
+        bad.append(p.stem)
+if bad:
+    print("FAIL:", ", ".join(bad)); sys.exit(1)
+print("OK")

benchmarks/e2e/tasks/explore-wide-defect-forced/workdir/pkg/alpha.py

@@ -0,0 +1,6 @@
+def normalise(label):
+    """Trim whitespace and drop a trailing colon."""
+    label = label.strip()
+    if label.endswith(":"):
+        label = label[:-1]
+    return label

benchmarks/e2e/tasks/explore-wide-defect-forced/workdir/pkg/bravo.py

@@ -0,0 +1,6 @@
+def normalise(label):
+    """Trim whitespace and drop a trailing colon."""
+    label = label.strip()
+    if label.endswith(":"):
+        label = label[:-1]
+    return label

benchmarks/e2e/tasks/explore-wide-defect-forced/workdir/pkg/charlie.py

@@ -0,0 +1,6 @@
+def normalise(label):
+    """Trim whitespace and drop a trailing colon."""
+    label = label.strip()
+    if label.endswith(":"):
+        label = label[:-1]
+    return label

benchmarks/e2e/tasks/explore-wide-defect-forced/workdir/pkg/delta.py

@@ -0,0 +1,6 @@
+def normalise(label):
+    """Trim whitespace and drop a trailing colon."""
+    label = label.strip()
+    if label.endswith(":"):
+        label = label[:-1]
+    return label

benchmarks/e2e/tasks/explore-wide-defect-forced/workdir/pkg/echo.py

@@ -0,0 +1,6 @@
+def normalise(label):
+    """Trim whitespace and drop a trailing colon."""
+    label = label.strip()
+    if label.endswith(":"):
+        label = label[:-1]
+    return label

benchmarks/e2e/tasks/explore-wide-defect-forced/workdir/pkg/foxtrot.py

@@ -0,0 +1,6 @@
+def normalise(label):
+    """Trim whitespace and drop a trailing colon."""
+    label = label.strip()
+    if label.endswith(":"):
+        label = label[:-1]
+    return label

benchmarks/e2e/tasks/explore-wide-defect-forced/workdir/pkg/golf.py

@@ -0,0 +1,6 @@
+def normalise(label):
+    """Trim whitespace and drop a trailing colon."""
+    label = label.strip()
+    if label.endswith(":"):
+        label = label[:-1]
+    return label

benchmarks/e2e/tasks/explore-wide-defect-forced/workdir/pkg/hotel.py

@@ -0,0 +1,6 @@
+def normalise(label):
+    """Trim whitespace and drop a trailing colon."""
+    label = label.strip()
+    if label.endswith(":"):
+        label = label[:-1]
+    return label