Design: Hybrid RAG over Documents and Tables
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2M docs + 500 live tables: two-stage retrieval funnel, text-to-SQL vs table embeddings vs linearized chunks, operation-first routing, and determinism contracts for numeric answers.
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2M docs + 500 live tables: two-stage retrieval funnel, text-to-SQL vs table embeddings vs linearized chunks, operation-first routing, and determinism contracts for numeric answers.
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50k employees, 6 data sources, per-user access control: connector crawls, ACL sync, early vs late binding, and why the LLM must never decide permissions.
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3-layer subagent pipeline for UI verification across dark mode/RTL/locales: typed handoffs, deterministic verdicts, flakiness control, CI integration.
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500 engineers consuming versioned agents/skills: semver for prompts, dependency resolution, staged rollouts, sandboxing, and the deprecation contract.
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100+ engineers, daily agent changes, <15 min evals: golden task sets, CI gates, LLM-judge calibration, flakiness handling, and blocking vs advisory.
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1M tickets/month, refund tools, escalation policy, PII, multilingual: RAG over policy docs, tool allowlists, HITL thresholds, and red-teaming.
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Migrate 2M LOC ObjCโSwift with 200 engineers landing features in parallel: phased rollout, verification gates, human checkpoints, and progress metrics.