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Vincent Koc

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### Hi 👋, I'm Vincent

I'm an engineer and technologist with nearly two decades of experience across top companies in the Asia Pacific and US.
I've contributed to leading repositories from [Airbyte](https://github.com/airbytehq), [Apache Foundation](https://github.com/apache), [Cohere](https://github.com/cohere-ai), [Databricks](https://github.com/databricks), [Facebook](https://github.com/facebook), [Google](https://github.com/google), [Hasura](https://github.com/hasura), [Microsoft](https://github.com/microsoft), and many others!

- 🇺🇳 I'm currently a totally remote work from anywhere guy, but most time in SF. (Previously 🇦🇺🇪🇺🇸🇬🇹🇷🇵🇹🇸🇬🇺🇸🇬🇧)
- 🎓 Teaching applied data science, no-code AI, and generative AI at top universities such as MIT, UT Austin and UNSW.
- ✍️ Writing regularly on Medium, X and few other places.
- ✨ Passionate about cooking, hiking, cycling and travel when im not on a screen.
- 🌱 Obsessing on self-optimizing agents, design patterns, AI in precision health and behavioral psychology.
- 🔭 Giving back by [sponsoring other developers](https://github.com/vincentkoc?tab=sponsoring), and you can also [sponsor me](https://github.com/sponsors/vincentkoc).
- 💬 Ask me about **artificial intelligence, automous agents, startups, biohacking**.
- ☕ Feel free to [buy me a coffee](https://www.buymeacoffee.com/vincentkoc) to show support.
- 🍜 [Ramen and noodles are my kryptonite](https://www.instagram.com/p/Bo3_XWpAzoJ/).

Some of my projects I have published or repositories I have been a maintainer for:

- 🫧 [agentrinse](https://github.com/vincentkoc/agentrinse) - Safe, local-first cleanup planning for agentic development.
- 🧱 [libterminal](https://github.com/openclaw/libterminal) - Shared TypeScript terminal protocol, streaming, browser, Node, and Worker primitives.
- 🌊 [tideglass](https://github.com/vincentkoc/tideglass) - Portable intent and preference profiles for local-first agents.
- 🧭 [clawrouter](https://github.com/openclaw/clawrouter) - ClawRouter API gateway and provider router for OpenClaw services.
- 🩹 [clawpatch](https://github.com/openclaw/clawpatch) - Maintainer tool to review code, patch bugs, and land PRs.
- 📊 [ReleaseBar](https://github.com/steipete/ReleaseBar) - Release freshness dashboard for open source maintainers.
- 🌾 [graincrawl](https://github.com/vincentkoc/graincrawl) - Local-first Granola notes archive with SQLite, Markdown export, snapshots, and TUI browsing.
- 🧭 [crawlbar](https://github.com/openclaw/crawlbar) - Menu bar control plane for local-first crawl apps.
- 🧰 [crawlkit](https://github.com/vincentkoc/crawlkit) - Shared Go archive toolkit powering local-first crawl apps with config, SQLite, snapshots, and TUI surfaces.
- ⏱️ [openclaw-rtt](https://github.com/openclaw/openclaw-rtt) - RTT timing measurements across OpenClaw npm releases.
- 📦 [crabbox](https://github.com/openclaw/crabbox) - Warm a box, sync the diff, and run targeted OpenClaw suites remotely.
- 🧭 [gitcrawl](https://github.com/openclaw/gitcrawl) - Local-first GitHub issue and PR crawler for maintainer triage.
- 🧽 [kitchen-sink](https://github.com/openclaw/kitchen-sink) - Credential-free OpenClaw plugin fixture covering the public plugin API surface.
- 💊 [plugin-inspector](https://github.com/openclaw/plugin-inspector) - Offline compatibility inspector for OpenClaw plugin packages and fixtures.
- 🦀 [crabpot](https://github.com/openclaw/crabpot) - Compatibility testbed for OpenClaw community plugins and plugin seams.
- 🐠 [clownfish](https://github.com/openclaw/clownfish) - OpenClaw maintainer harness for bulk issue and PR cluster cleanup.
- 🧹 [clawsweeper](https://github.com/openclaw/clawsweeper) - Weekly OpenClaw issue and PR scanner that suggests what can close, and why.
- 🗞️ [notcrawl](https://github.com/openclaw/notcrawl) - Local-first Notion crawler into SQLite and normalized Markdown.
- 🧃 [tokenjuice](https://github.com/vincentkoc/tokenjuice) - Lean output compaction for terminal-heavy agent workflows.
- 🧪 [clawbench](https://github.com/openclaw/clawbench) - Agent benchmark that scores the harness, config, and model behavior with trace-based metrics.
- 🌀 [NemoClaw](https://github.com/NVIDIA/NemoClaw) - NVIDIA plugin for secure installation of OpenClaw with OpenShell.
- 💾 [slacrawl](https://github.com/vincentkoc/slacrawl) - Command-line terminal app for Slack with SQLite backend and key-less wiretapping.
- 🛰️ [discrawl](https://github.com/steipete/discrawl) - Mirror Discord into SQLite and search server history locally.
- 🦞 [opik-openclaw](https://github.com/comet-ml/opik-openclaw) - Native Opik observability in OpenClaw to help with agent evaluation.
- 🧩 [acpx](https://github.com/openclaw/acpx) - Headless CLI client for stateful Agent Client Protocol sessions.
- 📁 [.skills](https://github.com/vincentkoc/dotskills) - Curated skills and skill registry, akin to dotfiles, for coding agents and OpenClaw.
- 🦞 [awesome-openclaw](https://github.com/vincentkoc/awesome-openclaw) - Curated awesome list for OpenClaw (formerly Moltbot/Clawdbot).
- 🐦 [finagotchi](https://github.com/vincentkoc/finagotchi) - Tamagotchi‑inspired AI agent that evolves with financial data, using SLMs and local graph.
- 🧠 [openamnesia](https://github.com/vincentkoc/openamnesia) - Backfill `.md` memory files for agents locally from iMessage to Cursor logs with no APIs.
- 🦞 [openclaw](https://github.com/openclaw/openclaw/) - Personal AI assistant, contributing with CVEs and OTel to make lobsters safe.
- 🧬 [GEPA](https://github.com/gepa-ai/gepa) - AI-powered reflective text evolution for optimizing prompts, code, and agent behavior.
- 🧪 [tinyqa](https://github.com/vincentkoc/tiny_qa_benchmark_pp) - Ultra-lightweight LLM evaluation benchmark and synthetic generator for CI smoke tests.
- 🔭 [opik-mcp](https://github.com/comet-ml/opik-mcp) - Developed an Anthropic-endorsed MCP server for Comet Opik.
- 👻 [dexscraper](https://github.com/vincentkoc/dexscraper) - Real-time DexScreener scraper for multi-chain token discovery, filtering, and feed for bots.
- 🧑‍🚀 [airgapped-offline-rag](https://github.com/vincentkoc/airgapped-offfline-rag) - 100% offline dockerized RAG with quantized model inference.
- ✨ [synthetic research](https://github.com/vincentkoc/synthetic-user-research) - Autonomous agents powering research studies and panels with persona prompting.
- 🎙️ [omi](https://github.com/BasedHardware/omi) - omi.me (_YC, prev. Friend AI_) developing AI wearable firmware and live speech analysis.
- 🔭 [opik-optimizer](https://github.com/comet-ml/opik/tree/main/sdks/opik_optimizer) - Lead developer and project maintainer for agent optimization SDK.
- 🔭 [opik](https://github.com/comet-ml/opik) - Debug, evaluate, and monitor your LLM applications. Leading open-source LLM evaluation toolkit.
- ⏰ [no-out-of-hours-merge](https://github.com/vincentkoc/no-out-of-hours-merge) - GitHub Action that blocks PR merges outside business hours, weekends and holidays.
- 🐚 [natilius](https://github.com/vincentkoc/natilius) - One-click macOS developer environment bootstrap using Terraform and dotfiles.
- 📁 [dotfiles](https://github.com/vincentkoc/dotfiles) - A very opinionated and well-maintained personal dotfiles repo.
- 🗄️ [Airbyte](https://github.com/airbytehq/airbyte) - Core contributor to open-source data movement for ELT pipelines and AI agents.
- 🔑 [autosecure](https://github.com/vincentkoc/autosecure) - Public threat-feed and blocklists to automatic IP blocking for Linux and macOS firewalls.
- 📱 [android-market-api-php](https://github.com/vincentkoc/android-market-api-php) - PHP implementation of the Java Android Market API.

I'm always open to building, contributing, collaborating, and chatting. Feel free to [📫 reach out](https://linktr.ee/vincentkoc).

### Recent Articles, Journal Papers and Blog Posts

- [ClawHub Security Signals: When VirusTotal, Static Analysis, and SkillSpector Disagree](http://arxiv.org/abs/2606.01494v1)
- [Native Observability &amp; Alerts for Your OpenClaw with Opik](https://live-comet-marketing-site.pantheonsite.io/blog/openclaw-observability/)
- [The Dawn of Self-Optimizing AI Agents](https://www.forbes.com/councils/forbestechcouncil/2026/01/22/the-dawn-of-self-optimizing-ai-agents/)
- [From Observability to Optimization: Announcing the Opik Agent Optimizer Public Beta](https://live-comet-marketing-site.pantheonsite.io/blog/automated-prompt-engineering/)
- [Tiny QA Benchmark++: Ultra-Lightweight, Synthetic Multilingual Dataset Generation &amp; Smoke-Tests for Continuous LLM Evaluation](http://arxiv.org/abs/2505.12058v1)
- [Mind the Metrics: Patterns for Telemetry-Aware In-IDE AI Application Development using the Model Context Protocol &lpar;MCP&rpar;](http://arxiv.org/abs/2506.11019v1)
- [LLM Evaluation Complexities for Non-Latin Languages](https://live-comet-marketing-site.pantheonsite.io/blog/complexities-for-non-latin-languages-llm-evaluations/)
- [Generative AI and Large Language Models in Language Preservation: Opportunities and Challenges](http://arxiv.org/abs/2501.11496v2)
- [The GenAI Compass: a UX framework to design generative AI experiences](https://uxdesign.cc/the-genai-compass-a-ux-framework-to-design-generative-ai-experiences-49a7d797c114?source=rss-79191c4a8149------2)
- [Creating Synthetic User Research: Using Persona Prompting and Autonomous Agents](https://medium.com/data-science/creating-synthetic-user-research-using-persona-prompting-and-autonomous-agents-b521e0a80ab6?source=rss-79191c4a8149------2)

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