Create a 50-minute communicative ESL lesson plan for Tokyo learners. Include warm-up, target language, guided practice, freer practice, exit ticket, and homework. Provide materials list and board plan.
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Created at: 2026-02-02 13:42:56.025000
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90-Day MVP Plan: Build and Launch a Research Bot
Create a 90-day plan to ship an MVP: milestones, API integrations, extraction, indexing, citation system, and UI. Include risk register, budget, and acceptance criteria for launch.
Design how to expose search/fetch/extract as MCP tools: schemas, permissions, and audit logs. Include example tool definitions and a safety policy for tool use.
Answer Formatting: Analyst vs Executive vs Student Modes
Create three output modes: executive brief (short), analyst memo (deep), and student explainer (teaching). Include structure, tone, and citation density rules for each.
Design hallucination controls: enforce evidence-only summarization, require citations for key claims, and label uncertainty. Include prompts and automated checks (linting).
Design evaluation metrics: search precision/recall, source diversity, citation correctness, and user satisfaction. Include how to create labeled datasets and measure improvements.
Testing Strategy: Unit + Integration + Golden Reports
Create a testing strategy: unit tests for extractors, integration tests for API calls (mocked), and golden report tests to detect synthesis drift. Include CI gating rules.