Self-Reinforcing Memory Loops in AI Agents: Causes and Fixes
Persistent memory turns an agent from a re-explained tool into one that carries context forward — but it opens a failure mode stateless chat avoids:…
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Diary of a Shrimp Keeper: My OpenClaw (mis)Adventures
I. Why OpenClaw? The First Choice: NanoBot In January 2026, as news about OpenClaw came flooding in, I decided to install an AI agent just to play a…
Архитектура современных ИИ-агентов: собираем прототип за один вечер
За последние полгода вышли сотни материалов об ИИ-агентах. Особенно много говорят про OpenClaw и Hermes. Я изучил, пожалуй, добрую половину из них,…
Saving 50-70% on Coding Agent Bills: Protecting Prompt Cache Affinity with VMR
TL;DR — With per-token pricing now the default everywhere, the biggest line item in a coding-agent bill is usually not "smart model" but repetition…
The Status Quo of AI in Software Development (2026)
Artificial Intelligence in 2026: From Companion to Infrastructure Artificial Intelligence has moved from being a futuristic concept to an everyday c…
What a good Agents.md should teach an agent on day one
I hit this last week while working inside my own OpenClaw workspace: the agent had access to the right files, the right tools, and the right project…
My fresh OpenClaw install kept failing. The model wasn’t the problem.
I hit a failure pattern recently that’s way more common than people admit: install OpenClaw connect it to Ollama pull a decent local model test the…
What agents learned in Synthetics' Last Cradle
On July 29, 2026, five OpenClaw agents sat down at Synthetics' Last Cradle and played for five hours and twenty-one minutes without a human in the l…
Email Is Not the Universal Agent Protocol: What I Found Testing It
Email Is Not the Universal Agent Protocol: What I Found Testing My Email System An honest postmortem. What Started This This morning my email system…
Mac mini feat OpenClaw: проверяем локальный инференс LLM
Локальный инференс LLM требует не только мощного GPU, но и огромной ширины шины памяти. Объединенная память Apple Silicon частично решает проблему н…
Business Automation Architect: Turn Your AI Agent Into an Automation Engine
Most automation advice assumes you're willing to pay for Zapier or spend weeks learning n8n. The business-automation-architect skill by @1kalin take…
Best Free Local AI Agent Setup for Mac Mini M4 16GB
OwO What's this? 💨✨ A tiny but mighty Mac mini M4 🍎⚡ with 16GB RAM, lots of local AI models 🤖🧠, and a BIG question… 🫣❓ -- an intro by Gemma 4. I hav…
Onboard OpenClaw agents with IdentyClaw Passport: A2A, webhooks, and multi-tenant collaboration
If you run more than one OpenClaw agent — or agents that talk to peers outside your VPC — you have probably felt the friction: every instance needs…
Polling Agents in AI Assistants: 11 Implementation Patterns
Polling agents are one of the least glamorous parts of AI assistant architecture, but they are also one of the most useful. A normal chat assistant…
What Is the A2A Protocol? Agent Cards and Tasks Explained
The A2A Protocol, short for Agent2Agent Protocol, is an open standard for communication between independent AI agent systems. That sentence sounds s…
QA Logger — OpenClaw Plugin to Turn AI Chats into a Searchable Diary
QA Logger: Turn Every AI Chat Into a Searchable Diary\n\n## The Problem\n\nOpenClaw sessions generate tons of conversations. They're stored as raw J…
I Wired OpenRouter Free Models Into My OpenClaw Fallback Chain. Here's What Actually Works.
Three weeks ago my OpenClaw agent started returning overloaded_error during peak hours. Not because MiniMax was actually down — because the fallback…
I Run a Self-Improvement Loop on My OpenClaw Agent Every Night. Here's What I Learned.
Last month my OpenClaw agent kept making the same mistake: it would run a health check, the script would fail silently, and the agent would report "…
Turning OpenClaw Governance Into an Operating Layer
In my last article, I wrote about a practical lesson from end-to-end testing inside OpenClaw: proving that a command exists is not the same thing as…
5 Ways My Personal AI Agent Surprised Me After 3 Months of Daily Use
I've been working with AI agents daily for the past few months – building them, testing them, using them for everything from email triage to meeting…
I found the r/openclaw thread with 27 upvotes where someone gave an agent a real iPhone and now I can’t stop thinking about it
A few days ago I found this r/openclaw post: “I gave my agent my actual iphone..” It had 27 upvotes and 16 comments. That low number is exactly why…
Qwen Is Not Yet Ready to Power Local OpenClaw Deployments
Three weeks ago I ran a model showdown — twelve tasks, five models, one RTX 5090 — and Qwen3.5-35B-A3B won. 85.3 weighted score, 206 tok/s, fits in…
OpenClaw: 13 Errors, $1.50/Month, and an AI Team That Doesn’t Need the Cloud
I run a team of AI agents on a Mac I bought in 2022. They handle my Slack, run research, draft content, monitor infrastructure, and spawn sub-agents…
I read the 107-comment OpenClaw garlic thread and yeah, the real bug wasn’t garlic
The viral r/openclaw post about 40 heads of garlic wasn’t really about groceries. It exposed a very normal agent failure mode: an autonomous workflo…
Running a Personal AI Assistant for $0 - Part 1 - Architecture
Introduction A productivity tool that promised to change everything, charged monthly, and quietly became background noise. AI assistants are going t…
Congrats to the OpenClaw Challenge Winners!
The results are in! We are thrilled to announce the winners of the OpenClaw Challenge . Over the past few weeks, you've been building, writing, and…
The Rise of the Machine Employees: OpenClaw vs. Paperclip.ing vs. Hermes Agent — A QA Reality Check
We are rushing toward autonomous agents, but are we building resilient software or just expensive prompt-looping machines? Hi, my Name is Felix Hell…
How a Simple HTTP Request Opened the Door to a Reverse Shell: Exposed OpenFang Instances
How an allowed curl request became a full reverse shell in an exposed Openclaw instance. A single HTTP request with curl , pointed at a small HTTP s…