The AI Didn't Break In. It Knocked on Every Door: What the BOSSAI Mesh Actually Tells Us
For twelve days this summer, researchers at Acronis's Threat Research Unit watched a single person...
Tutorials
My MCP server's confirm: true flag was written by the model. So I moved the approval to the user.
AI note: the code change and this post were written with an AI agent. Every test and output quoted...
The Shadow Backlog: How Agentic Code Generation Overwhelms System Architecture
The Shadow Backlog: How Agentic Code Generation Overwhelms System Architecture TLDR:...
Prime Agent: an open source coding and research agent for long-running work
Prime Agent (Prime Intellect) The agent that writes code should not be the one that judges...
Designing a Backend That Can Be Used by Both Applications and AI Agents
I kept seeing a pattern: a team has a customer account service that works fine. Then an AI agent...
Why Your Coding Agent Agrees With Its Own Bugs: Building cold-jury, a Zero-Dep Cross-CLI Review Gate
Applying Google's Elephant-Goldfish pattern and arXiv:2607.21656 to run sterile, cross-model hostile...
How to Ship a PoC Fast Without Getting Burned Later
Most PoC pain comes from a demo quietly becoming production. Seven rules for moving fast, and how to decide whether to stop, rebuild or harden it.
Automating Support with AI: From a User's Question to a Response
How to assemble context for an LLM, handle its response, and decide when to call another model or a human agent. Part one of a series on automating support with AI.
AI tools should do the boring work first
I spend most of my time building products for people who run online stores. My name is Arel Aslan. I...
Your probe set is a traffic class: how to audit model substitution without tipping off the swap
A few days ago I published two ways to prove which model answered you: client-side probes and...
The AI Productivity Paradox: Build to Learn vs Build to Earn
Why AI speeds up output without improving outcomes, and a simple model to fix it. Here...
Your Agent's Failure Predictor Is Grading the Task, Not the Run
Your Agent's Failure Predictor Is Grading the Task, Not the Run By Igor Eduardo · Austin,...
Take Claude Code Above Average: Let Antigravity Review It
In November 2026, I spent a day building a small tool with Claude Code: a bridge that lets a second...
MY INCIDENT AGENT FORGOT EVERY OUTAGE UNTIL I GAVE IT HINDSIGHT
Every time I restarted my incident agent, it forgot everything it had learned. I'd teach it about an...
I Gave My AI Extra Lessons. It Scored 96%. Now What?
Originally published on my blog. This is the English cross-post; the blog remains the maintained...
On-page GEO explains 2.8% of citation variation. Retrieval explains 32%. My null result was not a fluke
Last week I published a calibration study showing that my tool's GEO score does not predict whether...
The Pause Button: The Most Important Control in Any AI Workforce
The Pause Button: The Most Important Control in Any AI Workforce A delivery driver pulls...
Open-weights models: A case (and first step) for Gemma over Gemini for budget & privacy
TL;DR: Gemini is the premier frontier model (family) from Google DeepMind. In the current...
I Let AI Reverse Engineer a GBA ROM. It Found the Gravity, Not the Jump
I have one of those retro multi-game consoles with thousands of Atari, Master System and SNES games...
Build without limits - SDLC Briefing, #5
Hi! I am Ricardo Sueiras, leading SDLC transformation at Indicium AI. That means I get to work with...
Localization Mapping and SLAM — Ch.21: Digital Twins [EN]
STATERA Library · Series 02 · Volume 04 · Chapter 21 · EN Source:...
Localization Mapping and SLAM — Ch.12: Localization in Dynamic Environment [EN]
STATERA Library · Series 02 · Volume 04 · Chapter 12 · EN Source:...
Prompt injection isn't a prompt problem. It's an authorization problem.
A lot of security reviews of AI features start and end in the same place: the system prompt. Someone...
How a World Model Differs From an LLM, and Why You Want Both
I gave Claude the heater room from the last two posts and expected a plausible story. It fitted the physics and beat my world model, until the world model borrowed Claude's physics...