dspy-rag-pipeline
Build and optimize RAG pipelines with ColBERTv2 retrieval in DSPy
Browse reusable Agent Skills, each with a clear purpose and practical guidance.
Build and optimize RAG pipelines with ColBERTv2 retrieval in DSPy
PCE (Process-Context Engine) のアクティブコンテキスト構築スキル。タスクに最適化されたコンテキストをコンパイルし、プロセス駆動の投入物を生成する。 トリガー条件: - 新しいタスクを開始する時(「この機能を実装して」) - AIにコード生成を依頼する時 - 複雑な問題解決に着手する時 - 「コンテキストを整理して」 - 「必要な情報をまとめて」
PCE (Process-Context Engine) のスコープ管理スキル。入れ子プロセス間のコンテキスト継承を設計し、親子間のハンドオフを最適化する。 トリガー条件: - タスクを子タスクに分解する時 - サブエージェントに作業を委譲する時(Task tool使用時) - 並列タスクを起動する時 - 「このタスクを分割して」 - 「サブタスクのコンテキストを設計して」
Manage ElevenLabs Conversational AI agent configuration including prompts, voice settings, MCP servers, and conversation settings. Use when updating agent behavior, voice, or integrations.
Generate project-specific skills from Claude Code session history. Use when: (1) starting work on a new-to-you codebase, (2) onboarding to a project, (3) capturing learned patterns for future sessions.
Episodic Memory Archiver. Stores full conversation transcripts with embeddings and analysis into ArangoDB. Tracks UNRESOLVED sessions for reflection.
Guide to deciding whether to escalate from a lower model (haiku/sonnet) to a higher model (sonnet/opus). Triggers: model escalation, haiku to sonnet, sonnet to opus, reasoning depth, task complexity, model selection, capability trade-off Use when: evaluating whether to escalate models, facing genuine complexity requiring deeper reasoning, novel patterns with no existing solutions, high-stakes decisions requiring capability investment DO NOT use when: thrashing without investigation - investigate root cause first. DO NOT use when: time pressure alone - urgency doesn't change task complexity. DO NOT use when: "just to be safe" - assess actual complexity instead. NEVER escalate without investigation first. This is the Iron Law.
Audit an existing evaluation workflow and produce severity-ranked findings with concrete next actions. Use when inheriting an eval setup, diagnosing quality regressions, or checking LLM evaluation process maturity.
View Self-Evolving Loop session status, history, and memory metrics