4K for five credits: the cheapest upgrade in my image stack
The 4K checkbox costs one credit. 1K is 3 credits, 2K is 4, 4K is 5. So the jump from a screen-sized...
Tutorials
Bots aren't returns. They're records.
Everyone posts a bot that turned $69 into $13,370 overnight. Mine is at $75.26 and I can show you every cent: the 10 blocks and 4 rules behind a system you can audit.
What is Weight-Space Programming? Live Demo in a Browser Tab
Weight-Space Programming in a Browser Tab Edit a language model's weights directly, then...
A discovery runbook for shadow AI, using logs you already have
Most advice about shadow AI starts by telling you to survey your staff. Try it and you get a partial...
Surviving the Model Treadmill: Building AI That Outlives the Model It Launched On
The model you built on this quarter will not be the best model next quarter. Plan for that, or plan...
I asked an AI agent where employers are struggling to hire. Here is what 18,000 live job postings say.
Five countries, one afternoon, no spreadsheets. And a lesson about who is really posting those...
How to Write Actionable and Constructive PR Comments
Code reviews are a cornerstone of healthy software engineering teams. They catch bugs, share...
Reserve before you run: a budget guard for LLM inference on Kubernetes
A token budget that only gets checked after the response comes back gets checked too late. By then...
Introducing Codra: The Open-Source AI Code Review Engine
Code review is broken. Between context switching, subjective nitpicks, and the ever-growing backlog...
Beyond the Model: 9 Practical Engineering Hurdles in Real-Robot Imitation Learning (SO-101 + ACT)
Beyond the Model: 9 Practical Engineering Hurdles in Real-Robot Imitation Learning (SO-101 +...
Build a Blast Radius Map With ToolJet MCP
What Is a Blast Radius Console? A shared spreadsheet only one person knows how to work...
Who Checks the Tests When an Agent Rewrites the Code?
When code and tests change together, a green build is not enough. Imagine a coding agent optimizing...
Prompt Pad: What Is Open Source?
Chances are you're already using open-source software without realizing it. In this episode of...
Why Does Your Coding Agent Keep Forgetting Things?
A practical strategy for coding agent context, durable decisions, session handoffs, and recovering work without trusting stale memory.
Your AI Agent Isn't Done Until the Database Says So
A practical way to think about reliable tool-using agents: narrow actions, durable state, external verification, and failure paths that stop safely.
Priced to Lose: Why "Add $20 a Month for AI" Is Not a Business Model
Most teams spend a year perfecting an AI feature and ten minutes deciding what to charge for it. Then...
Building a browser-based vocal splitter: decode locally, queue the job, delete the files
Most tutorials about vocal separation start with "run Demucs on your GPU". That is a fine answer if...
Claude Code's auto-compaction took me 2 minutes, so I moved it to the background
If you run long Claude Code sessions you know the moment. The context hits the auto-compact...
winnow:e4b Was Built for Judgment. It Earned the 8GB VRAM Problem
TL;DR: zerikai_memory is a workspace-isolated memory layer for any IDE that indexes your codebase...
Exploring MCP: From My First Integration to Architectural Decisions
During my vacation, I decided to spend some time learning more about the Model Context Protocol, or...
I built an open-source AI assistant for Windows that asks before it opens an app, writes a file or shuts down your PC
Haris talks, listens and acts on your Windows PC — and never trusts the model. Here's the story and...
Give the agent a component ownership map, not the whole monorepo
I used to dump half the monorepo into the agent context and hope for a clean Button tweak. What I got...
I Built a Judge My AI Couldn't Influence. In 51 Runs, It Never Gave a B.
I built an autonomous scientific discovery engine called RUMI. I let it run for up to 21 hours per...
Five terminals, four cd's, and which one was waiting? Why I built Quarters
If you use a terminal coding agent on more than one project, you probably know my old routine. A...