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WenyuChiou

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A trilingual (繁中 / English / 简中) learning roadmap for agentic AI: from LLM basics to multi-agent systems, with 240+ curated resources and hands-on examples. 中文 AI agent 學習地圖。

9 indexed · 1 Featured · 6,858 stars · avg score 83
Prolific

Categories

Indexed Skills (9)

AI & Automation Featured

tool-calling-tutor

Use when a tool-calling agent does not call a tool, sends wrong arguments, loops without stopping, or needs a function schema. Guides a four-branch diagnosis and five-step schema repair. Do not use for framework-specific, MCP-server, or production-observability questions.

6,769 Updated today
WenyuChiou
AI & Automation Solid

codex-delegate

Delegates implementation-heavy or repetitive coding work (batch edits, boilerplate, multi-file refactors with clear patterns, test scaffolding) from Claude to OpenAI Codex CLI. Use when token cost outweighs judgment cost. Trigger phrases include "delegate to codex", "let codex do this", "batch refactor across files", "scaffold tests for". Avoid for architecture, security review, or root-cause debugging.

63 Updated 1 months ago
WenyuChiou
AI & Automation Solid

agent-acceptance-gate

Use when reconciled multi-agent output needs an evidence-based PASS, CONDITIONAL PASS, or FAIL record before authorized delivery.

26 Updated 6 days ago
WenyuChiou
AI & Automation Solid

agent-context-budget

Use when an agent task needs bounded context packets, checkpoint-aware compaction, a fresh-session primer, or policy-controlled child results without loading raw logs into the primary session.

26 Updated 6 days ago
WenyuChiou
AI & Automation Solid

agent-debate

Use when a consequential decision has genuinely competing positions that need bounded adversarial review before a human decision.

26 Updated 6 days ago
WenyuChiou
AI & Automation Solid

agent-output-reconciler

Use when multiple agent results must be checked for missing evidence, scope drift, contradictions, and merge conflicts before an acceptance decision.

26 Updated 6 days ago
WenyuChiou
AI & Automation Solid

agent-plan-act-reflect

Use when one agent must iteratively plan, act, evaluate evidence, and revise under a readable policy until acceptance, checkpoint, stop, or human escalation.

26 Updated 6 days ago
WenyuChiou
AI & Automation Solid

agent-shared-memory

Use when a user asks to inspect coordination memory, propose a durable decision or resolution, review pending memory proposals, or apply an explicitly approved proposal as a new append-only event.

26 Updated 6 days ago
WenyuChiou
AI & Automation Solid

agent-task-splitter

Use when a goal needs multiple bounded agent roles, parallel or dependent task packets, explicit scope partitions, and a provider-neutral DAG. Not for research-domain routing that owns .research, .paper, Zotero, Obsidian, or NotebookLM workflows; use research-hub-multi-ai for those.

26 Updated 6 days ago
WenyuChiou

Bio shown is the top-scored skill's repo description as a fallback — real GitHub bios land in a future update.