Build Boldly. Keep Everything.
Ideas on AI workbenches, ownership, and what it means to build systems that get smarter over time.
See What Your AI Sees
66% of developers call 'almost right' output their top AI frustration. See every tool, vault entry, and context your AI has with fai --preview.
AI Doesn't Write Bad Code. It Amplifies Yours.
900 engineers found AI amplifies whatever you give it. Governance alone doesn't fix that. Context is the missing layer.
Your Local AI Has Unlimited Tokens and Zero Memory
Local AI coding tools give you unlimited free tokens. But every session starts from scratch. Context Engineering turns free tokens into compounding intelligence.
The Most Expensive Word in AI Is Yes
Sycophancy isn't a bug you can see. It's a ratchet that atrophies the judgment you'll need when things break. The structural fix is productive underspecification.
Your AI Finally Remembers - But Does It Think?
Incomplete tasks persist in working memory until you commit a plan to a trusted system. Your vault closes the loop.
Stop Renting Your AI
70% of AI tokens are wasted context overhead. Every token should leave a deposit. Build persistent context that compounds, not windows that reset.
Google Antigravity Has a Context Problem. fai Fixes It.
Antigravity's 1M token window doesn't prevent context rot. Context Engineering keeps your AI sharp across sessions, not just inside one window.
You Weren't Tired. You Were Drawn Down.
AI brain fry is real. The bottleneck moved from output velocity to judgment quality. Rest isn't lost productivity. It's where your next decision comes from.
The Guardrails That Let You Share
5.5% of open-source MCP servers have tool poisoning vulnerabilities. Six guardrails: visibility, rate limiting, auth, scope, audit, redaction.
Your Sessions Don't Belong to Claude
Break tool silos. One vault, 14 agents. Your context shouldn't be locked in Claude or Cursor. Configure all your coding tools from one source.
What Stays When the Session Ends
Stop re-explaining projects every session. Context vaults compress knowledge across sessions. Every unit of work makes the next unit easier.
Benchmarks Are for Labs. Evals Are for You.
Benchmarks score models in general. You need to score yours on YOUR task. Your accuracy number determines your entire product architecture.
The Leaderboard Won't Tell You What to Build
Leaderboard winners change quarterly. Models show 13%+ accuracy drops on unseen benchmarks. Build a portable base that any AI amplifies.
From Developer to Steward
AI generates. Humans govern. The shift from execution to judgment makes architectural thinking the most valuable developer skill.
The Play Button for Enterprise
Enterprise AI needs a play button: one click from idea to governed deployment. Not a dashboard. A creation surface with guardrails built in.
I Stopped Hiring Developers
AI writes code now. The job changed: from 'write this function' to 'should this function exist?' Stewardship is the new developer skill.
The Best Frameworks Are Discovered, Not Chosen
The best frameworks aren't designed upfront. They're discovered through usage, extracted from patterns that survived real work.
Infrastructure Survives the Bubble
Three AI bubbles: wrapper companies pop, foundation models consolidate, governance infrastructure survives. Like fiber optic after the dotcom bust.
You Hired Me. You Also Hired My Workbench.
Your AI tools and methods are yours. The code you build is the company's. 75% of knowledge workers use AI. 52% hide it. The new employment contract.
Everyone's Talking About AI Power. They're Getting the Math Wrong.
The equation isn't AI^capabilities. It's YOU^AI. A newcomer and veteran with identical AI see vastly different results. Your base is the multiplier.
FOMU Is the Real AI Fear
FOMU paralyzes enterprises more than competition. The majority of B2B deals die to 'no decision.' Inaction costs more than intelligent risk.
The Governance Layer Nobody's Building
AI governance separates proposal from execution. Build systems with auditability, reversibility, and the pattern: AI proposes, you decide, systems act.
New posts on AI workbenches, developer ownership, and compounding intelligence — when they're ready, not on a schedule.