Open-Source AI
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GitHub Ships CodeQL 2.26.4 With Go 1.27 and Actions Fixes
CodeQL 2.26.4 adds Go 1.27 support, improves Rust alert locations, and strengthens GitHub Actions security detections across C#, Java/Kotlin, and Actions workflows.
MSTest 4.4 Lets .NET Tests Run as Native AOT Executables
MSTest 4.4 adds source generation so test projects can publish as Native AOT executables, matching the deployment model of the apps they…
Go 1.27 adds generic methods and faster allocation
Go 1.27 lands generic methods, a 30% cut in small-object allocation cost, post-quantum ML-DSA signing, and a native UUID package in the…
AutoMem finds task-specific memory that beats hand design
Researchers built AutoMem to search for the best agent memory per task. It outperformed human-designed baselines by 2.8 points and cut token…
Public EEG models can be turned against private AI
Researchers showed that open EEG foundation encoders let attackers build adversarial samples from public models that fool private brain-signal AI.
DeAR lets AI agents collaborate without a central controller
DeAR drops the central dispatcher in multi-agent AI, letting agents consult peers directly and beat baselines on 9 reasoning tests.
New redaction model explains every cut it makes
A new arXiv paper shows a redaction model that follows plain-language rules and explains each removal, making AI sanitization auditable for legal…
Memory trained on one AI model can run on another
Engram-style memory frozen on one language model can be reused on another once a small reader is tuned to the target, nearly…
Aegis puts a trusted gate between AI agents and your tools
Researchers built Aegis, a runtime layer that approves or blocks each AI agent tool action and logged zero risky side effects across…
GitHub adds org-wide code quality trend tracking
GitHub's Code Quality dashboard now plots open findings over 7, 14, or 30 days and ranks repositories by improvement, so teams catch…