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wellkilo/README.md
He Dong — I build AI agents that stay observable, reviewable, and safe to operate. Live open-source metrics for Everything Claude Code, XERJ Corpus Hub selected contributor, and an MR review cycle cut from 30 to 3 minutes at ByteDance.

Website  ·  Email

ECC: External Core Contributor XERJ Corpus Hub: Selected Contributor ByteDance: two AI engineering and evaluation internships M.S. at Beijing Institute of Technology

He Dong (董赫) — M.S. student at BIT, previously two AI engineering & evaluation internships at ByteDance. I build agent infrastructure, evaluation systems, and code-intelligence tools, and I ship the tests, traces, and rollback paths as part of the feature.

Open source

Everything Claude Code · external core contributor

Merged ECC pull requests Upstream ECC commits ECC contributor rank by commits ECC GitHub stars

Area What shipped PRs
Performance O(1) session-cost snapshots with O(Δ) catch-up: ~3,099× faster steady state on a 40.5 MB fixture #3102 #3064
Hook lifecycle Ownership-aware, idempotent hook install / upgrade / doctor / repair / uninstall, backed by 177 focused tests #2992 #2987
Harness integrity Project Hookify rules enforced in Claude's real hook lifecycle; deterministic Cursor dispatch; Python consumer audits #3055 #3001 #3007
Eval & CI Capability gates before side effects, loss-safe archival, Unicode-safe CI #2954 #2971 #2194

XERJ Corpus Hub · selected contributor — my ECC commit a50ee13, execute bounded local Hookify rules in lifecycle hooks (from #3055 · 19 files · 2,822 lines), was selected for the open reference memory that AI coding agents search before they write code.

Selected work

Project What it does Stack
RepoPilot
demo ↗
Takes an issue or a failed CI run to a verified pull request, recording every decision, approval, and tool call in a tamper-evident chain TypeScript · MCP · PostgreSQL
EmbodiGen
showcase ↗
One task sentence in, photorealistic robot-learning episodes with exact action labels out; a validator rejects renders that drift from the ground-truth geometry Python · zero deps
codemod-pilot Infers AST rewrite rules from before/after examples, previews the diff, and keeps a rollback path before writing Rust · tree-sitter
codex-jev-preflight
demo ↗
Fail-open Codex hook that classifies every task by type, complexity, and risk before work starts Python · Codex hooks
DRL MuJoCo Distributed Actor–Learner PPO on Ray with parallel rollouts, multi-GPU training, and a Rust replay buffer PyTorch · Ray · Rust
conda-helper
PyPI ↗
Safe, cross-platform Conda backup, restore, clone, offline packing, and diagnosis Python · Click

Also: Quorum (low-interruption group agent, AWS Agents for Humans) · SlideCraft (AI slide skill, HTML + PPTX) · CaseAI (PRD → test suites)

Toolkit

Python, TypeScript, Rust, Go, Node.js, PyTorch, FastAPI, React, PostgreSQL, SQLite, Docker, GitHub Actions, Linux

Plus MCP · AgentTeams · evaluation harnesses · Ray · tree-sitter · OpenTelemetry · Fastify


Exploring reliable agent infrastructure, repository-scale code transformation, and scalable RL. Open to collaboration — wellkilo@foxmail.com Profile views

Pinned Loading

  1. affaan-m/ECC affaan-m/ECC Public

    The agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Claude Code, Codex, Opencode, Cursor and beyond.

    JavaScript 285k 42.3k

  2. apache/flink-agents apache/flink-agents Public

    Flink Agents is an Agentic AI framework based on Apache Flink

    Java 474 174

  3. codex-jev-preflight codex-jev-preflight Public

    Fail-open Codex UserPromptSubmit hook that injects TypeSafe Jev pre-task routing metadata.

    Python 2 1

  4. RepoPilot RepoPilot Public

    Auditable repository maintenance AgentTeam with evidence-backed pull requests, automated code review, and human approval gates.

    TypeScript 3

  5. conda-helper conda-helper Public

    An enhanced, cross-platform CLI on top of conda. One-liner backup, restore, clone, offline pack, batch cleanup, and an interactive panel — plus friendly error hints that translate raw conda stack t…

    Python 3 1

  6. codemod-pilot codemod-pilot Public

    🛩️ Transform your codebase by example — an intelligent codemod engine that infers AST-level transformation rules from before/after code snippets, then safely applies them across your entire codebas…

    Rust 4 1