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News
Cutting PR review time is really changing where review happens
4+ min ago (248+ words) Atlassian reports its Rovo Dev AI reviewer cut PR cycle time by up to 45% internally and 32% for customers (primary source, Jan 2026). That figure gets quoted as proof that AI review saves review time. Read what the reviewer is described as…...
Two "Codex CLI" models on the same benchmark: the harness hides the model
4+ min ago (260+ words) Specific Labs dropped Real-SWE, an enterprise-code SWE benchmark, and the leaderboard is a great study in why you should never read "Claude Code" or "Codex CLI" as a model name. Same harness, two different brains: Same vendor's CLI, same harness,…...
Giving a coding agent more time barely helps
4+ min ago (627+ words) Real-SWE ran frontier models against licensed, private enterprise codebases (billing, tax, multi-service work) and one number jumped out at me: rollout duration barely moves resolution. 71.4% of rollouts that finished in under 10 minutes FAILED. 73.4% of rollouts that ran 10 minutes or longer…...
AGI Definition, So You Don't Get Tricked Anymore
18+ min ago (563+ words) Binary architecture that we currently have doesn't support random or non-specific way of declaring data - it's either 0 or 1. Modern Random comes from cosmic rays, micro CPU temp fluctuations or Lava lamps - it's impossible to simulate all atoms to understand how…...
LALAL.AI Brings Real-Time Offline Stem Separation to Hardware
7+ hour, 54+ min ago (414+ words) LALAL.AI is moving beyond browser-based audio processing with its first embedded hardware integration, bringing real-time stem separation directly to an offline device. Unveiled at IBC2026 in Amsterdam, the company’s stem-separation engine now runs natively inside Neko, a compact wireless AI…...
Meta Open-Sources Astryx, Its Agent-Ready React Design System
40+ min ago (515+ words) Online InfoQ AI-Assisted Engineering Certification (Oct 19): Your agent got faster. Did your code get better? Register Now Joe Cassavaugh shares his journey from software engineer to successful solopreneur with a $2M+ indie franchise. He explains how he scaled production to 10 games…...
Meet Photocentric???s JENI: A Serious Challenge to Injection Molding at Industrial Volumes
1+ hour, 36+ min ago (247+ words) JENI doesn’t look like a 3D printer. It’s a tower, lit from within by a deep red glow, modular sections stacked and racked like server infrastructure. Add a module and it grows. Reconfigure a node and it takes on a new…...
BISIDI Introduces a Chat-Based AI Image Editor for Architecture, Interior Design and E-Commerce | HackerNoon
59+ min ago (741+ words) Generative AI can create impressive images in seconds. But editing an existing image still often begins with the same challenge: writing the right prompt. BISIDI is taking a different approach. BISIDI is a chat-based AI image editor and AI visualization…...
Week 13 of #100DaysOfCode: Completing Spring Microservices and Starting JUnit 5
1+ hour, 9+ min ago (875+ words) This week was another challenging but rewarding part of my #100DaysOfCode journey. I started the week by learning about Docker and containerized Microservices, exploring how containers differ from Virtual Machines, how Docker images and containers work, and how Docker helps package…...
My Extraction Score Was 0.08 and the Model Was Innocent: Rebuilding the Ruler
1+ hour, 5+ min ago (745+ words) CauterRule is an open-source sidecar that learns standing rules from repeated agent failures. It extracts lessons from trajectories, replay-tests them, and tries to separate reusable guidance from noisy overgeneralization. The last article ended on an open question: at what point…...