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levi-qiao/README.md
Levi Qiao — AI Systems Engineer

AI engineer building reliable agent systems and production-grade developer tools.
10 years in software engineering · Architecture · Evaluation · Reliability

x-nan.comlonggraph-skill starsherdr-agent-quota starsFollow @guannanjiayou on X

What I build

I work where AI prototypes become dependable systems: agent architecture, evaluation, orchestration, and the controls that make long-running autonomous work inspectable and verifiable.

我做可评估、可追踪、可交付的智能体工程,重点是长任务里的 context death 和验收收敛。技术文章与实践记录在 x-nan.com

Featured

longgraph-skill — long-horizon agent skill for Claude Code, Cursor, Codex, and Grok Build. Clean-context supervisor, multi-task ledger loop, verified gates. A markdown library (loop-graph), not a framework.

herdr-agent-quota — live Claude, Codex, Grok, and Agy quota in the Herdr sidebar: 5h + weekly % remaining, reset ETAs, and time-aware quota health. Local-only; never hit a limit mid-task.

Selected work

ProjectDescriptionStars
longgraph-skillLong-horizon agent skill for Claude Code / Cursor / Codex / Grok Build — multi-task ledger loop, host-portable, clean-context supervisor, verified gates. Markdown library (loop-graph), not a framework.71
herdr-agent-quotaCredential-scoped AI quota, context, and cache in Herdr for Claude, Codex, Grok, Agy, OpenCode, Pi, omp, and Devin.66
obsidian-llm-wikiCompile notes into a linked Obsidian wiki at ingest time with Claude Code, following Karpathy's LLM Wiki idea instead of RAG-at-query.10
sherlock-claudeAn AI-powered code analysis platform built on Claude Agent SDK. It automatically analyzes codebases, diagnoses errors from logs, and generates targeted fix recommendations — all driven by YAML-configured agents and a reusable plugin skill system.6
dsh-plugin-longgraphDeepSeek Harness community plugin: longgraph / loop-graph / loop-converge authoring skills on ctx.skills5
agent-dingDing when your coding agent finishes — modular notifications, Zellij layouts, shell helpers3
sherlock-openaiA lightweight platform for building and testing OpenAI Agents workflows with FastAPI backend, LiteLLM model routing, and React frontend-

Current focus

  • Long-horizon agents — survive context death, keep state durable, make “done” checkable
  • Loop converge — bind each loop to a real acceptance gate, not empty code churn
  • Quota-aware workspaces — live 5h + weekly remaining in the Herdr sidebar so long tasks don’t die mid-run
  • Skill tooling — turn docs and good sessions into installable skills
  • Evaluation & reliability — evidence-based acceptance and failure analysis

Engineering principles

Make the state inspectable. Make “done” verifiable. Keep the system smaller than the problem it solves.

x-nan.com · Python · Rust · FastAPI · LLM agents · Evaluation · Automation · Developer tooling

Pinned Loading

  1. longgraph-skilllonggraph-skillPublic

    Long-horizon agent skill for Claude Code / Cursor / Codex / Grok Build — multi-task ledger loop, host-portable, clean-context supervisor, verified gates. Markdown library (loop-graph), not a framew…

    Shell 72 8

  2. herdr-agent-quotaherdr-agent-quotaPublic

    Credential-scoped AI quota, context, and cache in Herdr for Claude, Codex, Grok, Agy, OpenCode, Pi, omp, and Devin.

    Rust 71 14

  3. obsidian-llm-wikiobsidian-llm-wikiPublic

    Compile notes into a linked Obsidian wiki at ingest time with Claude Code, following Karpathy's LLM Wiki idea instead of RAG-at-query.

    Python 10 1

  4. sherlock-claudesherlock-claudePublic

    An AI-powered code analysis platform built on [Claude Agent SDK](https://github.com/anthropics/claude-code). It automatically analyzes codebases, diagnoses errors from logs, and generates targeted …

    Python 6

  5. dsh-plugin-longgraphdsh-plugin-longgraphPublic

    DeepSeek Harness community plugin: longgraph / loop-graph / loop-converge authoring skills on ctx.skills

    TypeScript 5

  6. agent-dingagent-dingPublic

    Ding when your coding agent finishes — modular notifications, Zellij layouts, shell helpers

    Shell 3