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News
Teaching Codex to Paint: A Stateful Image-Editing Skill Built on Gemini's Interactions API and MCP
6+ min ago (918+ words) Most image-generation workflows are stateless. You send a prompt, you get pixels back, and the model immediately forgets everything. Want to tweak the result? You re-describe the entire scene and pray the character, lighting, and composition survive the round trip....
How I Built a Neuroscience Learning Platform Entirely on My Android Phone
1+ hour, 10+ min ago (142+ words) I'm Gideon — a recent secondary school graduate in Lagos, Nigeria. No laptop. No dev team. I taught myself to code and built Neurovascular Dynamic Lab entirely on my phone. It now has 457 active users across 9+ countries. Here's how it works,…...
Debate-Driven Development: Why AI Agents That Argue Over Your Code Catch 30% More Bugs
1+ hour, 2+ min ago (1333+ words) Explore how adversarial AI code review, where one agent generates and another critiques, creates a powerful "debate-driven" workflow. Learn why this agent consensus model reduces production bugs by 30% compared to solo AI generation. The Flaw in Solo AI Code Generation…...
The AI Can't See What It Drew
41+ min ago (788+ words) Originally published on hexisteme notes. A while back I wrote about why your vibe-coded app looks worse than you expect. That post diagnosed the cause. This one is the fix that actually worked, on a real job: redesigning the mascot…...
Knowledge-and-Memory-Management v0.0.2: Portable Knowledge Collection and Memory Management
40+ min ago (530+ words) The collection module is source-agnostic at its core but ships with specialized handlers for common content types. Web collection uses a configurable web scraper that supports depth limits, domain filtering, and content extraction via readability algorithms. You can target specific…...
MIT Hackathon Puzzle That Turned Into a Data Science Project
40+ min ago (769+ words) How a face-customization puzzle at HackMIT went from clicking sliders by hand to reverse-engineering a hidden formula from 10,000 API calls. Face Value looked simple at first glance: ten sliders (Face, Skin, Hair, Brows, Eyes, Nose, Mouth, Glasses, Mole, Accessory), each…...
Why I Built OpenAgentFlow: Decoupling Multi-Agent Workflows from Framework Boilerplate
35+ min ago (622+ words) Hey everyone, my name is AbdulRahman Elzahaby (@egyjs), a software engineer from Egypt who’s recently fallen down the rabbit hole of LLMs. Like so many of us, you’ll find me in the thick of automation, bots, and making AI work…...
I Finally Stopped Designing and Started Building MaxOS
59+ min ago (342+ words) A few weeks ago I started sharing my idea for MaxOS, an AI-first workspace that puts AI at the center of the desktop experience instead of treating it like another app. Since then, I've spent a lot of time thinking…...
The rules were written down. Nobody followed them. Then CI went red on day one
39+ min ago (1249+ words) My project's docs had rules. "One document, one responsibility." "Split anything over 45 lines." I wrote that. The day before yesterday. Here's how that was going. Writing a rule down does not make it a rule. Obvious, I know. But there…...
OhNine: Why I Built a Menu Bar App for Claude Limits
40+ min ago (502+ words) OhNine is a free menu bar app that tracks Claude session and weekly usage limits in real time It sends native alerts at 80%, 91%, and 100% so a session never ends without warning The hard problem was never reading a number, it…...