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News
I Built a Local Git Diff Explainer With Ollama So My PRs Stop Sounding Like a Robot
44+ min ago (493+ words) I write better code than I write PR summaries. That is not a flex. It is a confession. Most of my commit messages used to look like “fix stuff or a paste of git diff --stat into a cloud chat…...
Built a Repository for Student Offers
8+ hour, 41+ min ago (344+ words) As a student, I kept finding useful student offers randomly — sometimes through GitHub, sometimes from a friend, and sometimes from a post I happened to come across. Free developer tools, AI tools, cloud credits, design software, premium plans, learning platforms…...
Octoverse 2025 Flipped GitHub: Rebuild Your Sourcing Boolean
13+ hour, 22+ min ago (771+ words) Octoverse 2025 put India ahead of the US on GitHub contributors. Here are the density, timezone, and LLM-SDK filters that replace location:United States. India overtook the United States as GitHub's largest contributor base in 2025, with 21.9M contributors to the US's 28M developers…...
What I have that an LLM doesn’t
9+ hour, 31+ min ago (233+ words) Over the next few weeks, I’m planning to write a series of posts about my experiences working in and around AI. This is the first. I’m a software engineer with 6.5 years at Amazon and 3.5 years at a startup, and I’ve…...
Expanding Software Engineering Teams for Social Impact Projects
15+ hour, 34+ min ago (359+ words) Hiring full-time engineers is expensive and competitive, especially on a nonprofit, mission-driven budget. Meanwhile, there's a large population of developers who want to contribute to meaningful projects without signing on for a full-time role. Open source is the mechanism that…...
Securely Merging Pull Requests from Public Contributors
15+ hour, 33+ min ago (488+ words) How can maintainers safely test forked PRs without exposing sensitive data to potentially untrusted code? This article explores how on forked pull requests authored by public code contributors, with no elevated permissions from repository / organization roles, can be securely merged....
AuK - sgl-project.github.io
4+ day, 12+ hour ago (427+ words) AuK and AuK-Flash support instruction-driven speech generation and editing. They share a four-stage pipeline: preprocessing → conditioning → DiT sampling → VAE decoding. AuK-Flash is the DMD-distilled four-step recipe. The released checkpoints use: Frozen Qwen2.5-Omni-3B Thinker, text and audio only Flux-style MMDiT: 10 double-stream…...
The Tiny Python Automation I Built for a Friend Ended Up Becoming a Freelance Service
14+ hour, 10+ min ago (170+ words) 10 Python libraries that quietly eliminate repetitive work — and how you can turn them into products people …...
Doop ให้ agent วาดดีไซน์บน canvas เดียวกับคุณได้ แต่มีเงื่อนไข
21+ hour, 3+ min ago (75+ words) โดย Nokka (นก-กา) | 13 กันยายน 2026 Doop เลือกทางที่ต่างออกไป คำอธิบายบน GitHub เขียนว่าเป็น "A multiplayer design canvas where humans and AI agents design together, live" [1] คน แก้ไขผ่านเบราว์เซอร์ ใน canvas ที่มี Frames ซ…...
Copilot Can Now Approve Pull Requests. Should It Count Toward Your Branch Protection?
21+ hour, 14+ min ago (633+ words) Copilot code review can now submit approvals that satisfy required reviews. How the controls compose, what is undocumented, and a safe rollout. Tagged with githubcopilot, github, devops, codereview....