Cognitive systems skill for reasoning, memory, and agent behavior; use when designing agent workflows or mental-model tooling.
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Domain: agent | Depth: axiom
| Library | Purpose |
|---|---|
| torch | Attention, embeddings |
| numpy | Probability and belief arrays |
| scipy | Statistical reasoning |
| chromadb | Semantic memory backend |
agents/skills/cognitive.py
chain_of_thought(problem, steps) — structured reasoning scaffoldconfidence(logits) — softmax confidence from raw scoresbayesian_update(prior, likelihood, evidence) — posterior beliefattention_score(query, keys) — dot-product attention weightssummarize_context(turns, max_tokens) — compress working memoryretrieve_relevant(concept, memory, n) — semantic memory retrievalまだレビューはありません。使ってみた感想をお寄せください。
概要と使いどころ
Vercel AI SDK expert guidance. Use when building AI-powered features — chat interfaces, text generation, structured output, tool calling, agents, MCP integration, streaming, embeddings, reranking, image generation, or working with any LLM provider.
日本語の概要は準備中です。原文の説明を表示しています。
Algorithm design and analysis skill for DSH; use when working on optimization, data structures, or computational procedures.
日本語の概要は準備中です。原文の説明を表示しています。
Design and implement scalable API gateways, RESTful APIs, GraphQL endpoints, WebSocket handlers, and microservice communication patterns. Use when creating API routes, designing endpoints, implementing middleware, or setting up service mesh architectures.
日本語の概要は準備中です。原文の説明を表示しています。
Implement a task N ways in parallel and pick the best. Spawns multiple subagents in isolated worktrees, evaluates all candidates, and applies the winner. Use when asked to "best of n", "try multiple approaches", "parallel implementations", "/best-of-n", or "/bon".
日本語の概要は準備中です。原文の説明を表示しています。
Check your work with a verification subagent. Spawns a verifier that reviews diffs, runs builds and tests, and evaluates correctness. Use when asked to "check work", "verify changes", "self-verify", "/check", "/verify", "/check-work", or "/self-verify".
日本語の概要は準備中です。原文の説明を表示しています。
CI/CD pipeline design, GitHub Actions workflows, deployment automation, infrastructure as code, and release management. Use when setting up CI/CD, automating deployments, configuring build pipelines, or managing releases.
日本語の概要は準備中です。原文の説明を表示しています。