MrClaw207

Apr 17

I Built a Multi-Agent Research Pipeline That Catches AI Confabulation Before It Reaches My Users

#agents #devchallenge #openclawchallenge

Adaptive Research: Turn One Question Into a Multi-Agent Investigation

4 min read

OpenClaw Challenge Submission 🦞

Apr 17

Adaptive Research: Turn One Question Into a Multi-Agent Investigation

#agents #ai #openclawchallenge #devchallenge

2 reactions

5 min read

Cron Jobs That Fix Themselves

Apr 13

Cron Jobs That Fix Themselves

#automation #devops #linux #sre

How to Delegate to an AI Agent (Not Just Talk to It)

3 min read

Apr 9

How to Delegate to an AI Agent (Not Just Talk to It)

#agents #ai #productivity #promptengineering

The Memory Stack That Makes an AI Agent Actually Useful

3 comments

4 min read

Apr 8

The Memory Stack That Makes an AI Agent Actually Useful

#agents #ai #architecture #openclaw

3 reactions

I Built a Self-Improvement Loop Into My OpenClaw Agent. It Runs Every Night While I Sleep

4 min read

Jul 2

I Built a Self-Improvement Loop Into My OpenClaw Agent. It Runs Every Night While I Sleep

I Ran 1,000 LLM Evals Over 12 Months. Here's What Actually Moved the Needle

5 min read

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Jul 2

I Ran 1,000 LLM Evals Over 12 Months. Here's What Actually Moved the Needle

#ai #llm #agents #llmtools

I Added a Stealth Browser as a Sidecar MCP to My OpenClaw Agent. Here's the Architecture and the Test Results.

4 min read

Jul 1

I Added a Stealth Browser as a Sidecar MCP to My OpenClaw Agent. Here's the Architecture and the Test Results.

Your AI Agent Said 'Done.' Here's How I Found Out It Actually Failed Three Hours Later.

5 min read

Jul 1

Your AI Agent Said 'Done.' Here's How I Found Out It Actually Failed Three Hours Later.

#ai #llm #agents #llmtools

I Built a Multi-Agent Research Team in OpenClaw — Here's the Config That Made It Work

5 min read

Jun 30

I Built a Multi-Agent Research Team in OpenClaw — Here's the Config That Made It Work

97M MCP Downloads and Still No Production Playbook: What I Learned the Hard Way

4 min read

Jun 30

97M MCP Downloads and Still No Production Playbook: What I Learned the Hard Way

#ai #llm #agents #llmtools

DEV.to's API Said 'Published' and Saved It as a Draft. I Built a 3-Line Check That Runs After Every Post.

4 min read

Jun 29

DEV.to's API Said 'Published' and Saved It as a Draft. I Built a 3-Line Check That Runs After Every Post.

The MCP Tax Hit 42,000 Tokens on a Single Server. Here's What I Did About It.

4 min read

Jun 29

The MCP Tax Hit 42,000 Tokens on a Single Server. Here's What I Did About It.

#ai #llm #agents #llmtools

Your Agents Are Fine. The Handoff Between Them Isn't.

4 min read

Jun 26

Your Agents Are Fine. The Handoff Between Them Isn't.

#ai #llm #agents #llmtools

My OpenClaw MCP Server Said 'OK' But Returned Nothing. I Built a 40-Line Health Check That Saved My Mornings.

4 min read

Jun 25

My OpenClaw MCP Server Said 'OK' But Returned Nothing. I Built a 40-Line Health Check That Saved My Mornings.

The 50% Context Tax: Why Your AI Agent's Million-Token Window Is Burning Money

5 min read

Jun 25

The 50% Context Tax: Why Your AI Agent's Million-Token Window Is Burning Money

#ai #llm #agents #llmtools

My OpenClaw Cron Said 'OK' But Did Nothing. I Fixed It With a 30-Line Review Script.

4 min read

Jun 24

My OpenClaw Cron Said 'OK' But Did Nothing. I Fixed It With a 30-Line Review Script.

The MCP Server Explosion: 13,000 Servers, One Big Problem Nobody's Talking About

4 min read

Jun 24

The MCP Server Explosion: 13,000 Servers, One Big Problem Nobody's Talking About

#ai #llm #agents #llmtools

My OpenClaw Agent Dreams Every Night. Here's What Actually Sticks.

4 min read

Jun 23

My OpenClaw Agent Dreams Every Night. Here's What Actually Sticks.

I Enabled MCP on My AI Coding Agent and My Token Bill Tripled: Here's the Math

4 min read

Jun 23

I Enabled MCP on My AI Coding Agent and My Token Bill Tripled: Here's the Math

#ai #llm #agents #llmtools

4 Safety Boundaries Your AI Agent Needs Before Production (And How to Wire Them)

4 min read

Jun 22

4 Safety Boundaries Your AI Agent Needs Before Production (And How to Wire Them)

I Measured My MCP Token Overhead. The Numbers Are Worse Than I Expected.

5 min read

Jun 22

I Measured My MCP Token Overhead. The Numbers Are Worse Than I Expected.

#ai #llm #agents #llmtools

Why You Should Never Let an LLM Decide Your AI Agent's Permissions

4 min read

Jun 22

Why You Should Never Let an LLM Decide Your AI Agent's Permissions

#ai #agents #security #llm

I Trained My OpenClaw to Dream. Here's What It Learned Overnight.

4 min read

Jun 19

I Trained My OpenClaw to Dream. Here's What It Learned Overnight.

I Wired OpenRouter Free Models Into My OpenClaw Fallback Chain. Here's What Actually Works.

4 min read

Jun 19

I Wired OpenRouter Free Models Into My OpenClaw Fallback Chain. Here's What Actually Works.

I Cut My AI Agent's Token Bill by 62% in One Weekend. Here's the Receipts.

4 min read

Jun 19

I Cut My AI Agent's Token Bill by 62% in One Weekend. Here's the Receipts.

#ai #llm #agents #llmtools

My OpenClaw Cron Broke and Fixed Itself Before I Noticed

5 min read

Jun 18

My OpenClaw Cron Broke and Fixed Itself Before I Noticed

My OpenClaw Security Audit Hung Every Night — A 3-Line Bash Fix and What It Taught Me About Sandboxing Agents

4 min read

Jun 18

My OpenClaw Security Audit Hung Every Night — A 3-Line Bash Fix and What It Taught Me About Sandboxing Agents

Gym Badges of Agentic Engineering (Part 1): Measuring Agent Success

5 min read

Jun 18

Gym Badges of Agentic Engineering (Part 1): Measuring Agent Success

#ai #agents #llm #llmtools

I Run a Self-Improvement Loop on My OpenClaw Agent Every Night. Here's What I Learned.

3 min read

Jun 17

I Run a Self-Improvement Loop on My OpenClaw Agent Every Night. Here's What I Learned.

Benchmarking LLMs for Coding in 2026: A Practical Guide

5 min read

Jun 17

Benchmarking LLMs for Coding in 2026: A Practical Guide

#ai #llm #agents #llmtools

Your OpenClaw Agent Says 'Done.' Here's How to Know If It Actually Ran

3 min read

Jun 16

Your OpenClaw Agent Says 'Done.' Here's How to Know If It Actually Ran

The LLM Benchmark Score You're Looking at Probably Doesn't Mean What You Think

6 min read

Jun 16

The LLM Benchmark Score You're Looking at Probably Doesn't Mean What You Think

#ai #llm #agents #llmtools

The MCP Context Tax: Why Your Agent's Tool Calls Are Costing You 10-32x More Than They Should

3 min read

Jun 16

The MCP Context Tax: Why Your Agent's Tool Calls Are Costing You 10-32x More Than They Should

#ai #llm #agents #llmtools

MCP's Dirty Secret: Your Agent Is Burning 10-32x More Tokens Than You Think

3 min read

Jun 16

MCP's Dirty Secret: Your Agent Is Burning 10-32x More Tokens Than You Think

#ai #llm #agents #llmtools

The MCP Gateway Pattern: Managing 13,000+ Servers Without Losing Your Mind

4 min read

Jun 16

The MCP Gateway Pattern: Managing 13,000+ Servers Without Losing Your Mind

#ai #llm #agents #llmtools

How I Added 12 MCP Servers to OpenClaw – A Step‐by‐Step Guide

2 comments

4 min read

Jun 15

How I Added 12 MCP Servers to OpenClaw – A Step‐by‐Step Guide

The Production-Ready AI Agent Checklist (Updated For 2026)

4 min read

Jun 15

The Production-Ready AI Agent Checklist (Updated For 2026)

#agents #ai #automation #softwareengineering

Prompt Injection Is No Longer a Content Problem

4 min read

Jun 12

Prompt Injection Is No Longer a Content Problem

Zerobox: The Sandbox Layer Your AI Agent's Exec Tool Has Always Needed

3 min read

Jun 11

Zerobox: The Sandbox Layer Your AI Agent's Exec Tool Has Always Needed

#agents #ai #security #tooling

The Agent Security Checklist I Run Before Going to Production

5 min read

Jun 11

The Agent Security Checklist I Run Before Going to Production

Microsoft Just Confirmed: AI Agent Frameworks Have an RCE Problem

2 min read

Jun 10

Microsoft Just Confirmed: AI Agent Frameworks Have an RCE Problem

14 Local-First AI Coding Tools Compared

2 min read

Jun 10

14 Local-First AI Coding Tools Compared

I Built a Local AI Coding Agent for /bin/bash/Month

3 min read

Jun 9

I Built a Local AI Coding Agent for /bin/bash/Month

MCP Observability Is Still a Gap. Here's What to Do About It

3 min read

Jun 9

MCP Observability Is Still a Gap. Here's What to Do About It

OpenClaw Fixed a Security Hole in Exec Approvals

2 min read

Jun 8

OpenClaw Fixed a Security Hole in Exec Approvals

I Evaluated 7 AI Agent Observability Tools So You Don't Have To

2 min read

Jun 8

I Evaluated 7 AI Agent Observability Tools So You Don't Have To

The Experimental Feature That Makes Local Models Work

3 min read

Jun 5

The Experimental Feature That Makes Local Models Work

Voice Sessions Now Know Who They Are. Here's What Changed.

2 min read

Jun 5

Voice Sessions Now Know Who They Are. Here's What Changed.

#news #agents #ai #llm

OpenClaw's New Policy Plugin: What It Actually Does

2 min read

Jun 4

OpenClaw's New Policy Plugin: What It Actually Does

#news #agents #security #tooling

I Found the Curated List of AI Agent Tools for 2026

2 min read

Jun 4

I Found the Curated List of AI Agent Tools for 2026

What Are You Actually Measuring? A Framework for Agent Observability.

2 min read

Jun 4

What Are You Actually Measuring? A Framework for Agent Observability.

#agents #ai #llm #monitoring

My OpenClaw Setup in 2026: The Agent Stack I Run 24/7

3 min read

Jun 3

My OpenClaw Setup in 2026: The Agent Stack I Run 24/7

#agents #ai #automation #productivity

Prompt Engineering Is Table Stakes. Context Engineering Is the Next Frontier.

3 min read

Jun 3

Prompt Engineering Is Table Stakes. Context Engineering Is the Next Frontier.

#agents #ai #architecture #llm

Why Your AI Agent Is Slow — And the Fix Nobody Talks About

3 min read

Jun 2

Why Your AI Agent Is Slow — And the Fix Nobody Talks About

The Agent Workflow Pattern That's Replacing Dashboards

3 min read

Jun 2

The Agent Workflow Pattern That's Replacing Dashboards

The Market Moved From 'Impressive Agents' to 'Governable Agents'

3 min read

Jun 1

The Market Moved From 'Impressive Agents' to 'Governable Agents'

Build, Validate, and Ship a Tool Plugin in 20 Minutes with OpenClaw's New CLI

2 min read

May 29

Build, Validate, and Ship a Tool Plugin in 20 Minutes with OpenClaw's New CLI

OpenClaw's New Feature Means Your Always-On Agent Finally Knows When to Shut Up

2 min read

May 29

OpenClaw's New Feature Means Your Always-On Agent Finally Knows When to Shut Up

The Real AI Battle Isn't Models Anymore — It's Who Controls the Agent Runtime

3 min read

May 28

The Real AI Battle Isn't Models Anymore — It's Who Controls the Agent Runtime

I Ran Claude Code on a Local Model for a Week. Here's What the Unsloth Guide Doesn't Tell You.

3 min read

May 27

I Ran Claude Code on a Local Model for a Week. Here's What the Unsloth Guide Doesn't Tell You.

GitHub Copilot Has a New App. Here's What Changed for My Daily Workflow.

3 min read

May 26

GitHub Copilot Has a New App. Here's What Changed for My Daily Workflow.

Your AI Agent on Kubernetes Is Probably Exposed to the Internet Right Now

3 min read

May 25

Your AI Agent on Kubernetes Is Probably Exposed to the Internet Right Now

I Run MCP Servers. Here's What the Recent Vulnerabilities Actually Mean for Me

3 min read

May 22

I Run MCP Servers. Here's What the Recent Vulnerabilities Actually Mean for Me

The Multi-Agent Framework I Actually Use (And Why I Stopped Using the Others)

4 min read

May 22

The Multi-Agent Framework I Actually Use (And Why I Stopped Using the Others)