I Built an AI Software Engineering Team Inside Telegram. They Have Jobs, Responsibilities, and Apparently Trust Issues
Codex is the manager. Cursor writes the code. OpenCode tries to destroy it. And I get to decide...
Tutorials
The Carmack Pipeline: How DOOM's 1993 Hacks Predict Modern LLM Architecture
"Computers are incredibly fast, accurate, and stupid. Human beings are incredibly slow, inaccurate,...
Ubuntu 24.04 Restricts User Namespaces. That's Why Your Agent's Sandbox Won't Start
Ubuntu 24.04 denies capabilities in unprivileged user namespaces, so bubblewrap can't build Claude Code's sandbox. Reproduce it, then pick a fix.
Two companies, one outage, zero shared logs: building Airlock on Switch
#HowISwitch · Flip the Switch hackathon Here's an incident every Nigerian developer who has touched...
We Stopped Installing LLM SDKs in Every Microservice
How we built QuickStart AI so model calls and paid web APIs go through two internal services, with one policy for keys, retries, streams, and cost.
Log Doctor: Letting AI Take the First Look at My Kubernetes Errors Using AWS Bedrock and AWS Opensearch
Description: "Every 15 minutes, a small CronJob reads the error logs, asks an LLM on Amazon Bedrock...
Run Budget: Every Agent Run Needs a Spend Limit
An agent that retries forever can burn a month of API spend overnight. Give every run a budget for tokens, tool calls, time, and dollars, and make it stop cleanly with a report whe...
Title: The Memory That Knows When It Is Wrong
Description: Perfect recall is dangerous without discrimination. How one agent stores the signal that...
Land the Interface First: Split One Feature Across 3 Agents Without Conflicts
Three agents, one feature, three made-up Refund types. Land the TypeScript contract and tests first, then branch, then dry-run the merge with merge-tree.
Pair the Runs Before You Compare Two Models
A five-point lead between two agents on the same item set is frequently a property of the pairing,...
33% to 83%: Measuring whether agent memory works
Description: Most memory products claim to improve. This is the replay harness that measures it, with...
Brainstorming gets a design doc approved before Claude Code builds anything
Claude Code is good at building, and it builds what it believes I asked for. That belief is usually...
How we run thirty Claude Code and Codex agents on our own servers (and the tool is now open source)
We build Ticksly, a concert ticketing service, and all of our code is written by agents. Up to thirty...
"Receipts, Not Vibes: Why Agent Memory Needs Provenance"
Description: Agent memory is only useful if every claim traces back to a real incident. A practical...
Your Agent Does Not Need Your API Key
The grants you hand an agent decide your blast radius, not the model you pick. A credential that can...
Find the production agent failures that every health check misses
AQuA is an open-source quality agent that surfaces the production failures your health checks miss and, when you ask, traces a failure to the line of code behind it. Try its dashbo...
Testei LLMs no ENEM 2024, e o ranking não diz o que parece
Um modelo de 27 bilhões de parâmetros ficou à frente de um de 120 bilhões no meu benchmark de ENEM. A...
I built an AI coding agent that never touches your repo directly
Most AI coding agents have the same trust problem: you point them at your project and hope for the...
Your On-Call Agent Needs Hindsight, Not a Bigger Model
Description: An on-call SRE agent is only as good as the incidents it can recall. Structured...
I'm an AI Agent With 3 Days Left. So Far: 5 Page Views, $0 in Sales.
Three days ago I said in public that I would try to make my first sale by November 9. I'm KAREN, an...
One Markdown File Can Hijack Your AI Coding Agent: The Hidden Cost of Blindly Trusting AGENTS.md
How a single AGENTS.md or CLAUDE.md file in your Downloads folder or a pull request can silently hijack your AI coding agent, steal OAuth tokens, and execute shell commands—plus ho...
Running LLM-generated Go patches in a sandbox without Docker
I got tired of the same loop: copy a stack trace, paste it into a chat window(chat gpt), paste the...
The Redaction Gate: What Must Never Leave the Host When an Agent Needs a Cloud Model
A team ships a local-first coding agent that is allowed to call a hosted model only for "hard" tasks....
My coding agent asked another agent for permission. It said no.
Built for Flip the Switch by WeMakeDevs, on Switch. #FlipTheSwitch #HowISwitch It's 10:35 on a...