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News
Cutting PR review time is really changing where review happens
55+ 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…...
🔁 Pendant un hackathon data... je trouve une opportunité de CDO dans ma propre entreprise 😹
1+ hour, 3+ min ago (22+ words) ❔Contexte Le #HackAVP - le premier hackathon dédié aux AVPs de l'OPT-NC - a été lancé... Tagged with career, hackavp, hackathon, ai....
Two "Codex CLI" models on the same benchmark: the harness hides the model
55+ 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
55+ 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
1+ hour, 9+ 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…...
Why the New LLM Reasoning Leak Paper Matters for Your Team’s AI Workflow
1+ hour, 9+ min ago (271+ words) The technique works in just two API calls and can recover reasoning that was meant to stay hidden behind the provider’s safety layers. The authors demonstrate this with several examples, including a case they call Kimi‑K3 where the recovered reasoning…...
My Scanner Passed Until I Built a Harness That Lied to It on Purpose
1+ hour, 9+ min ago (271+ words) Every security tool has a dirty secret: nobody tests whether the detector detects. The tests pass, the CI is green, and everyone moves on. Today I pointed my own scanner, mcpscan, at a set of synthetic attack files I wrote…...
Agent-Cache: Multi-Tier LLM Caching for Valkey and Redis
58+ min ago (666+ words) Agent loops burn tokens and clock cycles on repeated work. The same LLM prompt fires twice, the same tool call fetches identical data, and session state gets reconstructed from scratch on every request. Agent-cache solves this with a three-tier caching…...
No Server, No Backend, Just Blazor WebAssembly Doing Semantic Search
1+ hour, 15+ min ago (1050+ words) 🚀 Semantic search on GitHub Pages with zero backend I recently added semantic search to... Tagged with blazor, webdev, embedding, dotnet....
From Projects to Products in the AI Age: Why Ownership Matters More When Prototypes Are Free
1+ hour, 18+ min ago (1466+ words) TLDR: AI has made prototypes, POCs and MVPs cheap — a plausible demo in days. What has not gotten cheaper is everything after: reliability, adoption, governance, cost-to-serve. Teams that fund projects now get more demos. Teams that fund products — with stable…...