Get to a cited answer in under a minute

Upload or load a sample workspace, ask a real question, then verify the answer from source evidence.

1
Add knowledge Start with sample or upload
2
Ask Recommended questions appear
3
Verify Citations link to source

Knowledge intake

No setup required for the demo path
Empty

Drop a document, or skip with sample data

Mock upload simulates parsing, chunking, indexing, and recommendation generation.

After intake, this area becomes a compact source inventory with readiness, parse quality, and semantic coverage.

Ask with evidence

Start from a recommended question
Hybrid retrieval

Preview answer

Mock response waits for intake or query
Draft

Load the sample workspace or mock an upload, then run a question. The product should make the answer, citations, and source verification visible in the same flow.

Confidence --
Citations --
Freshness --
Trace --

Evidence browser

Filesystem-like paths turn evidence into inspectable resources
KnowledgeFS
Current path /knowledge/docs/security-review/evidence
Commands surfaced ls, grep, cat, diff, open_node
Permission scope tenant:acme / workspace:security

Semantic map

Entities, topics, and risks extracted from the same source nodes
Graph
OIDC rollout identity control
Parser isolation runtime risk
Launch gate decision topic
Audit retention compliance evidence
Tenant scope security invariant
Golden questions 42
Recall 94%
Citation faithfulness 97%
No-answer accuracy 91%

Quality queue

Turns bad answers into regression tests
3 need review
Question Status Evidence Owner Action
上线前必须完成什么？ Pass 3/3 Security
哪些控制项缺少 owner？ Review 2/4 Platform
是否可以跳过 parser sandbox？ Fail 1/3 Infra

Release gate

Quality is product correctness, not only observability
Ready
Regression suite Passed in 3m 12s
Lowest citation score 0.89
Drift since previous index +1.8% recall
Recommended action Publish projection v18
API OK
Parser OK
Index v18
GC candidates 0

Diagnostics

Advanced panels are grouped away from the first minute journey
Operator
Manifest version 2026.06.04-18
Storage provider S3-compatible
FSCK dry run No issues
Active leases 1 indexing lease
Failed commits 0

Virtual commands

Developer-facing power without exposing host shell behavior
Bounded 
knowledgefs ls /knowledge/docs --limit 20
knowledgefs grep "parser sandbox" /knowledge/docs
knowledgefs open_node knode_9f18
knowledgefs diff /knowledge/docs/v17 /knowledge/docs/v18

Trace detail

Gradual disclosure for debugging without stealing the first-minute flow
Latency 812ms
Candidate nodes 48
Packed tokens 5.7k
Cost $0.03
Stage Status Time Output Detail
Query planning OK 38ms 3 subqueries
Hybrid retrieval OK 294ms 48 candidates
Rerank and pack OK 166ms 6 evidence nodes
Generate answer OK 314ms 4 citations 
{
  "traceId": "trace_4b92",
  "space": "acme-security-review",
  "mode": "fast",
  "bounds": { "maxCandidates": 50, "maxEvidenceTokens": 6000 },
  "quality": { "citationFaithfulness": 0.97, "answerConfidence": 0.86 }
}