Practitioner toolkit — templates, worked examples, and step-by-step guides for adopting LC-OS in your AI workflows.

Drift-prevention session-init convention card for fresh Claude Code sessions. Injects a self-contained card so a new session opens with its grounding triggers, calibration rules, and tool-map in scope — instead of re-deriving them at minute 30. Per-project, marker-anchored, idempotent, reversible. Bash installer plus MCP server.

Pin Claude Code sessions to their project root. Block cross-project drift at t=0 - before reasoning tokens spend.

Pre-generative condition confirmation for LLM constraint compliance. Preprint by Masahiko.O (2026).

確率分布制御と意味的遠距離接続で自律表現を実現したAIチャットプロンプト。Claude・Gemini対応。/ AI chat prompt achieving autonomous expression via probability distribution control and semantic distant connection. For Claude & Gemini.

Control primitive for preserving invariants before execution is allowed.

Persona drift prevention via named-subject attention. Preprint by Masahiko.O (2026).

Universal Architectural Governance Protocol. Enforce structural compliance, prevent drift, and automate code quality through real-time AST analysis and seamless tool integration.

🤝 Stabilize long-term human–AI collaboration with LC-OS, a practical framework that ensures consistent memory and reliable interactions.