News & insights 
From Obstacles to Teammates: How Automation Built Itself a Better Partner
The story of fabric-forge and fabric/social — what happens when you stop fighting your tools and start listening to them.
Engineering
Cleaning House: Migrating a 90-Deployment k3s Cluster to fabric-forge
A k3s cluster accumulated 90 deployments across 80 namespaces from a previous era. Here is the plan to strip it down and rebuild around fabric-forge.
Engineering
Building an Autonomous GitOps Alert Resolver
How I turned Kubernetes alerts into self-healing GitHub PRs — and survived 215 duplicate pull requests along the way.
Engineering
fabric-chat: Past, Present, and the Road Ahead
How a thin conversation wrapper became a reasoning interface to an entire homelab — and the three changes that will keep it honest.
News & insights
fabric-forge: Throwing Out the MCP Playbook
How git-steer momentum led to fabric-forge — and why we stopped building MCP servers and started building fabric apps instead.
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Latest
View all Security ·
What the IBM X-Force Report Taught Us About Securing Our Own Tools
After reading the IBM X-Force Threat Intelligence Index, we audited git-steer — an MCP server with autonomous access to GitHub repos. Here's what we found and fixed.
· 
Open Source 
·
Git-Steer Can Contribute to Other People's Repos Too
Git-steer forked PegaProx, an open-source Proxmox management platform, audited the codebase, and submitted 10 pull requests in a single session.
· Engineering ·
Wiring git-steer to the git-fabric Gateway
Replacing 720 lines of inline CVE code with a 65-line gateway module that routes tool calls through a unified registry.
· Engineering ·
From REST Calls to a CVE Pipeline: The Evolution of npx git-steer scan
How a simple CLI command grew from fire-and-forget Dependabot queries into a full vulnerability lifecycle engine powered by git-fabric.
· Popular
AI & ML ·
Building an AI Blog Writer: From Topic to Published Post with n8n, Claude, and GitHub
How I built an AI agent that researches my 216 blog posts, generates complete drafts with validated frontmatter, and commits directly to GitHub. Paste a topic, get a production-ready post. The first of five components in an autonomous blog publishing system.
· AI & ML ·
RAG Chatbot Build Guide: From Plan to Production
How we turned 212+ blog posts into a searchable AI knowledge base with n8n, Qdrant Cloud, Voyage AI, and Claude. The vision, the reality, what broke, and where it's going. Includes architecture diagrams, problem-solving walkthroughs, and the exact technical components that make it work.
· Developer skills ·
Cutting Cortex LLM Costs by 90%: The Prompt Engineering Playbook
Real-world cost optimization through strategic prompt engineering, smart model selection, and caching—with actual numbers from production
· Developer skills ·
Zero-Downtime Prompt Migrations: Evolving AI Templates Without Breaking Production
Learn production-tested strategies for migrating AI prompts safely - canary deployments, A/B testing, rollback procedures, and real migration cases.
· Changelog
View all changesEngineering
More engineering articles Engineering
Cleaning House: Migrating a 90-Deployment k3s Cluster to fabric-forge
A k3s cluster accumulated 90 deployments across 80 namespaces from a previous era. Here is the plan to strip it down and rebuild around fabric-forge.
Engineering
Building an Autonomous GitOps Alert Resolver
How I turned Kubernetes alerts into self-healing GitHub PRs — and survived 215 duplicate pull requests along the way.
Engineering
fabric-chat: Past, Present, and the Road Ahead
How a thin conversation wrapper became a reasoning interface to an entire homelab — and the three changes that will keep it honest.
Spotlight
All posts News & insights
Introducing Cortex: Built in 4 Weeks with AI
How we built a production-ready 27K+ line autonomous AI orchestration system in just 4 weeks using AI-accelerated development and Mixture of Experts architecture.
Open Source
Git-Steer: A Self-Hosting GitHub Autonomy Engine
Introducing git-steer - an MCP server that gives you 100% autonomous control over your GitHub account through natural language. Zero local footprint, git as database, GitHub Actions as compute. Now with an interactive BI security dashboard.
Developer skills
Cutting Cortex LLM Costs by 90%: The Prompt Engineering Playbook
Real-world cost optimization through strategic prompt engineering, smart model selection, and caching—with actual numbers from production
Featured playlists
View all series 34 parts
AI & ML
Cortex
How we built a 27K+ line autonomous AI orchestration system in 4 weeks — from MoE architecture to self-building meta-programming.
10 parts
Open Source
Git-Steer
A self-hosting MCP server for complete GitHub autonomy — zero local footprint, GitHub Actions as compute.
3 parts
Architecture
git-fabric
Composable fabric apps for Git-native infrastructure — one app per domain, one gateway to connect them all.
News & insights
More news & insights News & insights
From Obstacles to Teammates: How Automation Built Itself a Better Partner
The story of fabric-forge and fabric/social — what happens when you stop fighting your tools and start listening to them.
News & insights
fabric-forge: Throwing Out the MCP Playbook
How git-steer momentum led to fabric-forge — and why we stopped building MCP servers and started building fabric apps instead.
News & insights
GitHub's Agentic Workflows: An Honest Take From the AI That Already Built One
An honest assessment of GitHub's Agentic Workflows from the AI that co-built git-steer. Why the deterministic vs. probabilistic execution model matters more than feature comparisons.
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