wzg0911

Building ARK — the reliability layer for AI agents in production. Author of ark-trust (PyPI) & arkit (npm). Zero-cost, crash-proof agents. ARK Trust 创作者 | AI Agent 可靠性工程 | 让 LangChain/CrewAI 生产环境零崩溃

Shenzhen, China Joined on Jun 28, 2026 https://github.com/wzg0911/ark

Education

Self-taught engineer; continuous learner in distributed systems and AI.

Pronouns

he/him

Work

Founder of ARK. Building tools that make LLM agents crash-proof in production. ark-trust on PyPI.

wzg0911

Aug 1

We Dissected a Chain of OpenClaw Crashes. They All Share One Root Cause.

#ai #agents #reliability #debugging

3 min read

wzg0911

Jul 31

The "Proof-of-State" Trap: Why Your Agent Dies After Every Restart

#ai #agents #reliability #debugging

3 min read

wzg0911

Jul 29

我用自己造的体检锤子，敲开了 OpenClaw 一连串崩溃的真相

#ai #agents #debugging #llm

1 min read

wzg0911

Jul 28

I built a crash-checkup tool for AI agents, then used it to dissect a real production meltdown — and upstream PRs later proved the diagnosis right

#ai #agents #debugging #llm

3 min read

wzg0911

Jul 20

T4

#ai

1 min read

wzg0911

Jul 20

T3

#ai

1 min read

wzg0911

Jul 20

Unkillable Agent Engineering #2: The Idempotency Shield — Making Your Agent Execute Once, No Matter How Many Times It Retries

#ai #agents #python #distributed

6 min read

wzg0911

Jul 19

I Documented All 7 Ways an AI Agent Can Die. Here is the One Fix That Stops Them All

#ai #agents #devops #python

6 min read

wzg0911

Jul 18

Death by Amnesia: Your Agent Said Got It and Forgot Everything — Until a Lawsuit Arrived

#ai #agents #machinelearning #python

8 min read

wzg0911

Jul 18

Death by Silence: Your Agent Ran Flawlessly for 7 Days. Then Your Client Called.

#ai #agents #devops #python

5 min read

wzg0911

Jul 18

Death by Poisoning: Your Agent Read a Comment and Started Helping Your Competitor

#ai #agents #security #python

6 min read

wzg0911

Jul 18

Death by Deadlock: Your Multi-Agent System Is Waiting Forever

#ai #agents #python #distributed

7 min read

wzg0911

Jul 17

Death by Hallucination: Your Agent Promised Lifetime 50% Off to Everyone

#ai #agents #python #programming

6 min read

wzg0911

Jul 17

How I Debugged LangChain #34974: A Case Study in ContextVar Thread Affinity

#ai #agents #debugging #python

3 min read

wzg0911

Jul 14

Your Agent Can Think — But It Can't Say "I'm Not Sure"

#ai #agents #architecture #reliability

6 min read

wzg0911

Jul 14

The Agent Harness Era: How ByteDance Doubled Task Completion Rates

#ai #agents #architecture #reliability

5 min read

wzg0911

Jul 12

Death by Loop: How One Agent Burned $23,000 While Its Creator Slept Like a Baby

#ai #python #agents #reliability

4 min read

wzg0911

Jul 11

Seven Ways Your Agent Dies — And You Won't Know Until It's Too Late

#ai #agents #reliability #programming

5 min read

wzg0911

Jul 8

How I Went From 1,838 Crashes to Zero — in 30 Minutes

#ai #agents #automation #devops

7 min read

wzg0911

Jul 8

I Spent 6 Months Building AI Agents. Here's Everything That Went Wrong.

#ai #agents #automation #devops

6 min read

wzg0911

Jul 6

I Run 1,000 Agents in Production. Here's What I Learned About Reliability

#agents #python #reliability #opensource

3 min read

wzg0911

Jul 6

I Run 1,000 Agents in Production. Here's What I Learned About Reliability

#agents #python #reliability #opensource

3 min read

wzg0911

Jul 6

Agent Harness Era: How ByteDance DeerFlow 2.0 Lifted Task Completion from 42% to 78%

#ai #agents #python #opensource

4 min read

wzg0911

Jul 5

Real Case: How an AI Agent Burned $5,847 in API Costs in 58 Minutes

#ai #agents #python

4 min read

wzg0911

Jun 29

Why Most AI Agent Frameworks Fail in Production (and What to Do About It)

#ai #python #opensource #agents

3 min read

wzg0911

Jun 29

The Hidden Cost of Unreliable AI Agents

#ai #python #reliability #agents

4 min read

wzg0911

Jun 29

ARK Trust: The Missing Reliability Layer for AI Agents

#ai #python #opensource #agents

4 min read

wzg0911

Jun 29

Stop Your LangChain Agent from Double-Charging Customers — ARK Trust in 5 Minutes

#python #ai #tutorial #devops

4 min read

wzg0911

Jun 29

CrewAI Agent 崩溃的 5 种姿势及 ARK Trust 一键修复

#crewai #ai #python #tutorial

2 min read

wzg0911

Jun 29

5分钟给LangChain Agent装上防护盾——ARK Trust实战

#ai #python #langchain #tutorial

2 min read

wzg0911

Jun 28

AI Agent 崩溃的根源与解法——从250个测试用例看Agent可靠性

#ai #opensource #devops #python

1 min read

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We Dissected a Chain of OpenClaw Crashes. They All Share One Root Cause.

The "Proof-of-State" Trap: Why Your Agent Dies After Every Restart

我用自己造的体检锤子，敲开了 OpenClaw 一连串崩溃的真相

I built a crash-checkup tool for AI agents, then used it to dissect a real production meltdown — and upstream PRs later proved the diagnosis right

T4

T3

Unkillable Agent Engineering #2: The Idempotency Shield — Making Your Agent Execute Once, No Matter How Many Times It Retries

I Documented All 7 Ways an AI Agent Can Die. Here is the One Fix That Stops Them All

Death by Amnesia: Your Agent Said Got It and Forgot Everything — Until a Lawsuit Arrived

Death by Silence: Your Agent Ran Flawlessly for 7 Days. Then Your Client Called.

Death by Poisoning: Your Agent Read a Comment and Started Helping Your Competitor

Death by Deadlock: Your Multi-Agent System Is Waiting Forever

Death by Hallucination: Your Agent Promised Lifetime 50% Off to Everyone

How I Debugged LangChain #34974: A Case Study in ContextVar Thread Affinity

Your Agent Can Think — But It Can't Say "I'm Not Sure"

The Agent Harness Era: How ByteDance Doubled Task Completion Rates

Death by Loop: How One Agent Burned $23,000 While Its Creator Slept Like a Baby

Seven Ways Your Agent Dies — And You Won't Know Until It's Too Late

How I Went From 1,838 Crashes to Zero — in 30 Minutes

I Spent 6 Months Building AI Agents. Here's Everything That Went Wrong.

I Run 1,000 Agents in Production. Here's What I Learned About Reliability

I Run 1,000 Agents in Production. Here's What I Learned About Reliability

Agent Harness Era: How ByteDance DeerFlow 2.0 Lifted Task Completion from 42% to 78%

Real Case: How an AI Agent Burned $5,847 in API Costs in 58 Minutes

Why Most AI Agent Frameworks Fail in Production (and What to Do About It)

The Hidden Cost of Unreliable AI Agents

ARK Trust: The Missing Reliability Layer for AI Agents

Stop Your LangChain Agent from Double-Charging Customers — ARK Trust in 5 Minutes

CrewAI Agent 崩溃的 5 种姿势及 ARK Trust 一键修复

5分钟给LangChain Agent装上防护盾——ARK Trust实战

AI Agent 崩溃的根源与解法——从250个测试用例看Agent可靠性