Ming FangAI Agent Architect
Sydney · Get in touch
Lessons from shipping AI products.
Senior engineer at Iress. Outside work, I'm building ForgeLingo and BuildMate at Light Tune, and I take on a few privacy-sensitive AI projects. The writing here is drawn from my records of AI-assisted sessions.
3,450 AI-assisted sessions · May–Oct 2026
Each dot is one dated session, building or research, logged as it happened. Brighter dots have a full retrospective; most are raw logs or stubs. How the records are kept
Writing
Featured deep dive
I Researched LLM Eval Tools So You Don't Have To
I compared Langfuse, Braintrust, and Datadog for LLM eval. Here's what I chose, and a 3-stage guide to build your own eval pipeline in one week.
17 May 2026
Multi-agent systems
Parallel agents, coordination overhead, and what it costs.
AI in professional services
Accounting and audit work, from the side that builds the systems.
Agent tooling
Skills, MCP servers, and the agent setup I run myself.
- How I Organized 100+ OpenClaw Skills Across 5 Directories (And What Finally Worked)07 Mar 2026
- MCP's Successor Isn't A2A—It's Skills27 Feb 2026
- Context7 MCP + Cursor Rules: Smarter AI Coding Guide25 May 2025
- Playwright MCP: AI‑Powered Browser Automation Guide10 May 2025
- Build MCP Servers Fast: 5 Steps with FastMCP in Python01 May 2025
Latest in English
My OpenClaw Multi‑Agent Workflow: From One AI to a Full TeamHow I use OpenClaw to run parallel AI agents, 90+ skills, 6 real workflows, and copy-paste prompts you can use today.19 Mar 2026The Complete Guide to Agent Configuration: How I Built a Self‑Optimizing Workspace for My AI AgentMost people treat AI agents like chatbots because their workspace files are broken. Here's how to fix that — with real before/after examples from a day of restructuring my own agent's configuration.17 Mar 2026How I Made My Vercel Site 3‑8x Faster in China for $6/MonthA practical guide to speeding up Vercel sites for Chinese users using a Hong Kong VPS, Nginx reverse proxy, and Route 53 geolocation routing. No ICP filing required.16 Mar 2026Building AI With AI: A Real‑World Multi‑Agent Workflow in One DayWhat happens when you run three parallel research threads through a personal AI agent for 8 hours? Four practical insights on non-blocking conversations, smart routing, trust protocols, and context switching — from a real working session.15 Mar 2026How I Organized 100+ OpenClaw Skills Across 5 Directories (And What Finally Worked)A real-world guide to managing AI agent skills at scale. Learn the warehouse-and-shelf pattern with symlinks, avoid the extraDirs trap, and keep your OpenClaw skills organized with a simple registry system.07 Mar 2026Base44 Deep Dive: Feasibility Analysis for Accounting FirmsA systematic evaluation of Base44 for accounting practice scenarios. Detailed analysis of product capabilities, limitations, pricing structure, compliance considerations, and applicability across business scenarios. Based on 36 verified AU/NZ industry sources.05 Mar 2026Shipped work
product · Beta
ForgeLingoInterpreting practice with AI semantic and pronunciation scoring.
EdTech · Founder · Light Tune
product · In development
BuildMateAustralian building-code assistant for NCC, NSW SEPP and LEP questions.
Construction tech · Founder · Light Tune
[ Case study · Client ]
Multilingual Audio PlatformDiarization → transcription → LLM validation pipeline.
Speech AI · Architect & builder
[ Case study · Client ]
Privacy-Compliant ChatbotAWS Bedrock chatbot architecture under AU/NZ privacy law.
Enterprise AI · Architect
product · Former
TranscriptionAll-in-one speech API for PTE and CCL speaking practice: transcription, pronunciation scoring, text-to-speech.
Speech AI · Founder · Light Tune
venture · Former
Tendor.aiReads 200–500 page tenders and auto-fills the response.
GovTech · Former co-founder
→ reads on this site · ↗ opens externally
Agent skills
01Skills I use every day
crew-contract
Main agent keeps judgment; subagents execute; reviewer gates.
- ai-agents
- multi-agent
- orchestration
research-pro
Finds what's missing, investigates, reports what holds and what stays uncertain.
1 starJavaScript
- research
- web-search
paged-report
Self-contained HTML client reports from structured data, with A4 print styles.
Python
- html
- report-generation
hermes-time-awareness
Tells Hermes Agent the current time and how long you were away.
2 starsPython
- hooks
- llm
- time
02More skills
- perplexity-toolkitDrive Perplexity search via browser: search, extract, batch, verify.
1 starPython
- perplexity-web-bridgeDrive the Perplexity web UI with your session, no API key.
Python
- openclaw-skillsOpenClaw agent skills I wrote or substantially rewrote.
4 starsJavaScript
03Tools
Small utilities I wrote. Not agent skills.
- check-ai-creditsOne CLI to check remaining credit across AI providers.
TypeScript
- lg-controllerVolume keys control an LG webOS TV when it's the sound output.
Swift
- screen-offBased on zy0816/ScreenOffTurn any macOS display on or off from the command line.
Python
04Forks
Upstream projects I keep forks of. Credit goes to their authors.
- reaFork of morluto/reaReverse engineer apps and binaries with agents.
TypeScript
- phone-harnessFork of ShawnPana/phone-harnessLet an agent see and control a real phone.
Python
Contact
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