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A practical operating manual for building, evaluating, securing, and shipping modern LLM agent systems. Modern agents are not "a prompt + a tool."
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@oxbshwA practical operating manual for building, evaluating, securing, and shipping modern LLM agent systems. Modern agents are not "a prompt + a tool."
@oxbshwGive AI agents eyes, ears, and verifiable results. Watch Skill turns video, audio and screen activity into searchable, timestamped evidence, and answers did that actually work? with a deterministic contract rather than a model's opinion.
@oxbshwUse when capturing an architecture decision so it survives turnover — produces an ADR-NNNN.md from context, options considered,…
@oxbshwUse after a session to promote useful episodic notes from logs/episodic/ into distilled, dated entries in MEMORY.md and…
@oxbshwUse when reviewing a proposed REST or GraphQL API change before merge — checks contract clarity, backwards compatibility, errors,…
@oxbshwThe user asks a question about a video that was already watched or indexed — "what did they say about X", "what error code…
@oxbshwThe user wants to connect an LLM or vision provider, already has an API key, asks "can I use OpenAI/Anthropic/Gemini/OpenRouter",…
@oxbshwUse when first encountering a new dataset — produces a structured profile (schema, missingness, distributions, outliers, gotchas)…
@oxbshwOne-shot setup for Watch Skill — installs the engine, bootstraps ffmpeg/yt-dlp, registers the MCP server in every detected AI…
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