Let an AI clear out your false positives without letting it hide a real bug
Last time I wrote about wiring up a security gate that blocks merges in CI with Synapse. Someone left...
Tutorials
Logs are claims. Receipts are proofs.
Your AI agent just refunded a customer, deleted a database table, or emailed a spreadsheet to the...
Stop Prompting and Start Engineering: Treating LLMs as Unreliable Functions
Why treating LLMs like magic boxes leads to flaky code, and how to implement a deterministic wrapper around non-deterministic outputs.
Let Claude Code Improve Itself Unattended — An Autopilot That Uses Cost to Stop Runaways
This is the 8th installment in my "Claude Code environment" series. In the article on turning...
How to Build a RAG App in Next.js (2026 Guide) — Claude, Pinecone, Voyage AI
If you've tried to build an AI app that answers questions about your own content — docs, PDFs, a...
How would you test whether an AI understands your codebase?
A question I can't stop chewing on, and I want your answer more than I want your agreement. How...
🇮🇳 ForThePeople.in: One Engineer’s Quest to Put Every Indian District’s Data in Your Pocket
_A free, real-time, open-source civic transparency platform that aggregates scattered government data...
Building EdgeSync-LLM: The Final Architecture for Decentralized, Offline-First Local AI 🚀
Published: true Description: A deep dive into the final version of...
Egregor: Local Multi-AI Consilium for Comprehensive Smart Contract and Code Audits
Author: Vladislav Shter, Solo-founder of the Sovereign Ecosystem Last Updated: July 2026 Finding...
The "4 layers to stop Claude lying" setup is a duct-tape stack. Here's what a single hook does instead.
A viral post made the rounds recently: "How to Make Claude Code Stop Making Stuff Up When It Doesn't...
Every engineering metric gets gamed. One of them structurally can't.
Lines, commits, velocity, DORA, even churn — every metric that measures activity ends up gamed, because activity is cheap to produce. There is one number in a git history you can't...
Beyond the Model: Why Orchestration Is Becoming the Real Differentiator
The AI race has quietly changed. Most people just haven't noticed yet. The AI race has quietly...
The Physics of Bounded Rationality: Why AI Needs a "Cognitive Mechanics" Engine
@kungfufk Since the dawn of computing, we have built Artificial Intelligence on a flawed premise:...
Checkpoint-Skip Gate: Task Success 100%, Checkpoint Never Ran
Checkpoint-skip gate: a multi-agent pipeline can finish with task_success: true while the mandatory...
Extracting Invoices From WhatsApp Photos With AI Vision (Apps Script + Google Sheets)
Every logistics and field-sales team runs the same expensive process: a driver photographs a receipt...
How I Prepare for Fall Burnout Season (as a Dev Who Barely Sees Sunlight)
Every September I go through the same cycle: energy crashes, I get sick right when a sprint deadline...
"The price table most AI cost tools multiply by has one automated test: jq empty
Most tools that tell you what your AI usage costs work the same way: count tokens locally, multiply...
Colibri — รัน GLM-5.2 (744B MoE) บนเครื่อง 25GB RAM ด้วย Pure C ไฟล์เดียว
Colibri — รัน GLM-5.2 (744B MoE) บนเครื่อง 25GB RAM ด้วย Pure C ไฟล์เดียว โดย Nokka...
When an agent can prove it is Claude
A site that wants to let an AI agent act has a problem it rarely says out loud. It cannot tell which...
Claude Code, Beyond the Prompt — Part 5: Why I Stopped Letting Claude grep (Semantic Code Search)
Part 5 of Claude Code, Beyond the Prompt — patterns from running a live automated trading system on...
Can AI Make Carbon Credits More Trustworthy? I Tried Building an Answer with Gemini 🌍
Climate change is one of the biggest challenges of our generation, and carbon credits have become an...
Making an email API agent-native: llms.txt, a /api/me endpoint, and a zero-DNS sandbox sender
Most APIs are "agent-compatible": an agent can call them. Far fewer are agent-native: an agent can...
Part 4: Going Fully Autonomous: EventBridge, DynamoDB, and Automated Publishing
Generating content is interesting. Generating content, creating artwork, and publishing it without...
We Built a Free AI Tool That Tells You Whether to Bid
BidMate scores any tender or RFP on fit, capacity, win probability, and financials — then tells you whether to bid or walk away.