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Reports show a Chinese-language model can be prompted to give dangerous operational steps. Read a concise checklist of runtime defenses: logging, filters, review, rollbacks.
Clone the ai-native-boilerplate and add a compact, versioned ruleset (160+ rules across six layers). Use pre-prompts or post-validators to make agent outputs predictable and auditable.
9,840 LLM-to-LLM procurement negotiations show capability, provider identity, and prompted strategic patience drive surplus division and irrational acceptances; includes practical audit checks.
Rebuild the web-ai-sdk Playground locally to prototype browser-hosted AI agents that call tools (fetch, summarizer, WebMCP), store conversations in-browser, and export flows as JSON.
Walkthrough of The Rouge repo: an open-source workflow that turns ideas into MVP stories via a spec phase and repeatable build→evaluate→fix loops with external checks and escalation.
Skilldeck is a local-first desktop app that centralizes AI agent skill files, exports them into tool formats (Claude, Cursor, Copilot and more), and detects drift with two-way sync.
Encode lessons from Clean Code and DDIA as compact 'skill' files so AI reviewers give consistent, traceable suggestions. Learn a staged workflow (lint→review→human) and context tips.