AI Agent Skill：根據你主動提供的作息、當下情境與修正，提出可解釋的下一步假設。跨對話分層記憶與提醒都需要相容的宿主工具、欄位揭露及你的確認；沒有工具時只使用目前對話或提供未排程計畫。
An AI that predicts the market is everywhere. This is the opposite: a guard that remembers YOUR past trading mistakes and warns you before you repeat one. Keep a small Markdown pattern journal (FOMO chases, thesis-less averaging down, "bubble" misses); before any trade decision the agent scans it and shows your own words back — how it ended last time, and the rules you set for yourself. Runs 100% locally, no API keys, Korean & English. Self-review tool only — not investment advice.
This agent helps Python teams using the Anthropic or OpenAI SDK safely cut LLM spend without risking regressions. With zero code changes, it maps call sites and runs your test scenarios to rank token waste from missed prompt caching or heavy model tiers. It tests fixes in isolated git worktrees, enforcing a strict "do-no-harm" gate that reverts any patch failing to preserve behavior. It delivers a clear savings audit that converts into verified, behavior-preserving code patches upon opt-in.
LLMエージェントがセッションをまたいで記憶を保持するための永続メモリ層。抽象基底クラス MemoryStore ＋ LocalJSONStore 実装で、保存・取得・検索を再利用可能に。Karpathy の「LLM OS（記憶＝ディスク層）」着想。バックエンド差し替え可・Python標準ライブラリのみ・LLM呼び出しゼロ・ユニットテスト同梱。
Your agent forgets why it decided things once the conversation gets summarised. Session Checkpoint keeps a STATUS.md at your project root — current state, the exact next command, decisions with their reasons, pitfalls already hit — and installs a session hook that reloads it automatically, so every new session opens with a briefing instead of amnesia.
同時開五個 AI 對話之後，你就失去對它們的掌握了——哪個還在跑、哪個十分鐘前就卡住、哪個早就結束但忘記關。 這支開一個本機儀錶板把 Claude Code 和 Codex 的對話並列顯示。在線狀態用實際存活的 process 驗證，不是只讀設定檔；超過十分鐘沒活動的標橘色。 還有一顆服務狀態燈，分辨「我的對話卡住」和「服務整個掛了」。
Turn web research into verified answers, evidence trails, durable memory proposals, long-form notes, and reusable agent playbooks.
Compile how you actually decide into one paste-in a file any AI can run. Proven with your own task, two drafts side by side. File always stays yours.