Copilot Chat Goes GA in PRs — But Multi-Repo Visibility Is Still Missing
Nijat |
GitHub moved Copilot Chat's richer pull request experience to general availability this week — side-by-side chat with diffs, inline editing, and context-aware answers without leaving the review view. Previously in public preview, it is now live for all Copilot license holders.
It is a real improve... read more
Your Agent Returns 200 and Lies. Verify Before You Trust
Alexey Spinov |
A success gate verifies an AI agent's claimed success before your system accepts it. SuccessGate runs three read-only checks — schema/contract, claim-vs-evidence against the actual tool-call trace, and an optional post-condition probe — and turns a silent 200 into an explicit REJECTED with reasons.... read more
Stop sharing .env files in Discord. I built a zero-setup, E2E encrypted CLI instead.
Arjuna Nayak |
Sharing environment variables during a quick project hand-off shouldn't require setting up a heavy enterprise vault like Doppler or Infisical. But it also shouldn't mean copy-pasting plaintext API keys into Slack or Discord.
I wanted a frictionless, terminal-native bridge. So I built share-env: an... read more
Mixture of Experts (MoE) Explained Simply: How Modern AI Models Get Bigger Without Getting Slower
Shrijith Venkatramana |
Hello, I'm Shrijith Venkatramana. I'm building git-lrc, an AI code reviewer that runs on every commit. Star Us to help devs discover the project. Do give it a try and share your feedback for improving the product.
Large language models keep getting larger.
Hundreds of billions of parameters. T... read more
Jetpack Compose Navigation(Interview Prep)
Aalaa Fahiem |
About this article: This is based on hands-on review of a real project. The goal is understanding over memorization — because interviewers can always tell the difference.
Screen.Details.route vs Screen.Details.createRoute(name) — What's the Difference?
This trips up a lot of people because both l... read more
How to Debug AI-Generated Code as a Beginner
Srdan Borović |
You generated a feature in thirty seconds using Claude. It compiled. You deployed it. Then something broke in production.
Now you're staring at an error traceback, and you realize something terrifying: you have no idea what the code actually does.
This is called "vibe coding," and it's the defini... read more
I shipped Quit All: an iPhone app with an SOS button for cravings
Apoorv Darshan |
Most habit apps are great at telling you what already happened. A streak counter, a calendar, a chart you look at the morning after you slipped. The
problem is that none of that helps during the 90 seconds when you actually want to relapse.
So I built Quit All around the opposite idea: give peop... read more
I Contributed to Chroma's Open-Source Docs — Here's What I Changed and What I Learned
Alex Bogle |
Chroma is one of the most widely used open-source vector databases in the AI ecosystem. It's the backbone of countless RAG pipelines, semantic search systems, and AI agent memory layers — including projects I've built myself. So when I found issue #3111 on their GitHub — a request to update their H... read more
TradeMemory An AI-Powered Persistence Layer for Disciplined Trading
Kavita Kumari |
Project Documentation: TradeMemory
Exploring Memory-Augmented AI for Trading Journaling
Tech Stack: MERN + Groq (Qwen-3) + Hindsight Cloud Vector SDK
Overview
While working on AI systems and full-stack development, we explored how Large Language Models (LLMs) ca... read more
2,000 Buffers of Nothing
Nick Del Vecchio |
Originally published at thunderkitty.app/learn
What I learned about macOS audio capture that I couldn't find written down anywhere — Core Audio taps, silent TCC denials, and an Info.plist key Xcode ignores.
Two days after launching Thunder Kitty, I tested a scenario I should have tested earlier: ... read more