Tools
My LinkedIn strategy as code: building a multi-agent content pipeline
An eleven-file multi-agent pipeline for LinkedIn posts. How 0.18 percent engagement turned into a system that blocks weak hooks before they go live.
Context Rot in AI Agents: Why Quality Degrades
Context Rot makes AI coding agents unusable after 20 minutes. Here is how GSD (Get Shit Done) fixes it with multi-agent orchestration and context engineering.
Inside OpenClaw #5: Production-Ready AI on WSL2
WSL2 is a development tool — not a production platform. How we hardened it for 24/7 operation of a local AI agent: vmIdleTimeout, systemd, keepalive, and the pitfalls no documentation mentions.
Inside OpenClaw #4: Why AI Agents Need a Personality
An LLM without clear instructions responds generically and inconsistently. How SKILL.md files give an AI agent personality, context, and guardrails — and why backticks can break everything.
Inside OpenClaw #3: Why We Replaced Our AI Model — and Need 6x Less Memory
From Mistral Small 24B to Qwen3.5-35B-A3B: Mamba2 architecture on RTX 4090 with 262K context and 110+ tok/s. Local AI agent, GDPR-compliant. Experience report.
Inside OpenClaw #2: The Hidden vLLM Flags for Mistral
Getting Mistral models to run on vLLM sounds straightforward — until tool calling silently fails. Which flags make the difference, and what we learned along the way.
Inside OpenClaw #1: Web Search Without Hallucination
Local LLMs fabricate search results — URLs, facts, entire sources. Here's how we solved this in OpenClaw: with architecture, not prompt engineering.
Zero API Costs: How We Run an AI Agent on a Single GPU
OpenClaw runs on a local 24B model, a single GPU, no cloud, no recurring costs. How the GDPR-compliant architecture works. Experience report.
OpenClaw: How We Got Three AI Agents to Debate Each Other
Three AI agents debate in separate sessions until they reach consensus. How multi-agent orchestration works with OpenClaw. Experience report.
Website Relaunch with AI Instead of an Agency: What Used to Cost €15,000 Now Takes 2 Days
Consulting website rebuilt with Claude and Hugo in 2 days. No agency, for about 100 Euro instead of a five-figure budget. Experience report.
OpenClaw: The Personal AI Assistant That Siri Should Have Been
OpenClaw is an open-source AI assistant on your own hardware, controllable via WhatsApp or Telegram. What it means for business owners. Experience report.
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