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Update to Software & AI Copilot

Snapshot Nov 3, 2026 · 00:12 UTC · version 0.2.0

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{
  "description": "Make code using LLM APIs, structured outputs, tool calls or retrieval safer, more reliable and testable.",
  "included_files": [],
  "name": "harden-llm-integration",
  "skill_md_contents": "---\nname: harden-llm-integration\ndescription: Make code using LLM APIs, structured outputs, tool calls or retrieval safer, more reliable and testable.\n---\n\n# Harden Llm Integration\n\nUse this skill only for its stated purpose. Follow the shared source-of-truth, permission and evidence rules in `../../references/workflow-contract.md`. Read `../../references/llm-integration-patterns.md` for detailed method when necessary.\n\n## Procedure\n1. Verify the actual model client/SDK version, contract and available API capabilities.\n2. Separate deterministic validation/state changes from model output; treat outputs and tool results as untrusted.\n3. Add typed outputs, bounded timeouts/retries where safe, cost/latency tracking and redaction.\n4. Test malformed outputs, rate limits, cancellation, unauthorized side effects and adversarial tool content.\n5. Record what was tested versus what requires a production evaluation.\nFor large RAG/agent architecture, route to that specialist domain when appropriate.\n\n## Handoff rule\nState actual artifacts or grounded code findings and validation status. Never invent file paths, executed tests, tool access, or completed subagent work. Keep output proportionate to the user request.\n"
}

SHA-256 of public snapshot: 49e95946a5b2a11b180f1ae83688017324321249fcf08377a76991fdf6fe25ce