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- Replace fabricated Jules task-based tiers with official tiers: Individual ($0), Google AI Pro ($19.99), Google AI Ultra ($249.99), and consumption-based Organization tier via Google Cloud - Correct model list (Gemini 3.8/3.7/3.6 Flash, 3.1 Pro, Claude Sonnet/Opus 4.6, gpt-oss-120b; Gemini-only for Enterprise) - Swap unsupported 'tasks/day x 7K tokens' methodology for labeled research-based agent-token estimates (~150K/task) with explicit low-confidence assumptions - Document quota model (5-hour + weekly refresh, work-correlated limits), AI-credit overage at GEAP pricing, OpenClaw ToS breach, no-BYOK, Claude -> Anthropic terms - Fix pre-existing unclosed write_json block for ollama-cloud that broke python3 data/generate_plans.py