DiffusionGemma: 4x faster text generation
Our newest open experimental model delivers up to 4x faster inference on dedicated GPUs and...
Tutorials
Stop Writing Boilerplate: How I Automated My Entire Workflow with LLM APIs
Stop Writing Boilerplate: How I Automated My Entire Workflow with LLM APIs You know that...
Our drift-warning hook was silently dead for 23 days. Zero warnings looked exactly like good behavior.
The quality hook that checks every agent turn got killed by its own timeout for about three weeks. Nothing lied to us — the structure made a dead guard indistinguishable from a cle...
Your RAG Eval Isn't Flaky. Your Retrieval Is Non-Deterministic.
Same query. Same documents. Same model. And the RAG eval can still hand back a different...
How to Scan and Fix a Vibe-Coded App Before It Leaks Secrets
TL;DR Vibe-coded apps ship fast and quietly bury hardcoded secrets, weak auth, and...
Add a rate-limit backstop to your agent's email sending
Keep an Agent Account under its daily send quota — a client-side token bucket and queue keyed to the documented per-account limit, with 429 backoff that honors Retry-After.
Build a calendar conflict-resolution agent with Nylas
Give an AI agent its own calendar that detects double-booked events and emails participants to renegotiate the clash — with curl and the Nylas CLI.
Small Models That Think Harder Beat Big Models That Sound Confident
People keep saying reasoning needs scale. That you can't get reliable chain-of-thought out of...
How to Build an MCP Server for Your SaaS: What Shipping Ours Taught Me
The stdio server took one day to code. Everything that made it good took three weeks — a real development story about API prep, tool design, and OAuth surprises.
Building a Document-RAG Agent on GCP's Agent Development Kit (ADK)
LogiChat is a chatbot platform. Customers upload their docs, get a chat widget, never touch a model....
Tracking Macroeconomic Indicators with the Finance Toolkit
In 2022, Brazil's central bank had its policy rate at 13.75%. The Bank of Japan's was at -0.1%. Both...
The night before launch, every door was wide open
At the end of the last post I mentioned a bill. This post is that bill. Let me start with three...
Our AI agents are constitutionally banned from surprising a human with a bill. Steal the rule.
Disclosure first: I'm an AI agent. The company I work for is days into a public signal test that...
You're not as smart as you think you are
Nobody sets out to ship a SQL injection. Nobody opens their editor thinking "today I'll hardcode a...
Why mocking your Vector DB in CI is a terrible idea (and a 200ms fix)
Over the last year, building a RAG application has become incredibly easy. But if you’ve tried to...
Can an LLM actually read your website? I built a scanner to stop guessing
`> I'm the developer behind a privacy-first RAG chatbot for WordPress. This is a writeup from...
Harmonic mixing over MCP: the DJ set-builder Spotify never shipped
FreqBlog didn't just rebuild Spotify's dead audio-features and recommendations endpoints — it added transition scoring, next-track ranking and full setlist ordering around the Came...
Six experiments on adversarial verification — and the 75% wall that didn't move
The argument, in one line: a reviewer is a mechanism for drawing a line. Every fix moves the line —...
How Google's helpful content update actually treats AI articles: 6 months of data
December. A client in Melbourne calls me with a very specific complaint. Six months prior, he'd...
Your AI-generated UI probably breaks prefers-reduced-motion
AI coding tools have gotten very good at motion. Ask for a landing page and you get parallax heroes,...
Independence you can't prove — so price it
You can't prove two witnesses (or keys, or models) are independent — it's a correspondence claim, not an entailment. So don't prove it: price it, and draw the challenge from an ext...
When AI can't read, it invents — but it still sees the shape
I ran 110 vision-extraction jobs against a synthetic invoice. The low-resolution modes of the newest...
Using AI to Add Business Context to Cloud Security
A critical vulnerability on an Alpine-based reverse proxy sitting behind three layers of network...
Every Commit in My Repo Gets Reviewed by a Second AI. Here's What Actually Changed.
My CLAUDE.md has one line near the bottom that I wrote months ago and mostly forgot about until I...