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04:55
2026-07-11
machinebrief.com
artificial-intelligence

Reinforcement Learning: A Double-Edged Sword in Continual AI Training

Researchers introduced the MRCL benchmark to test reinforcement learning's effectiveness in continual post-training for vision-language models, finding that RL alone does not prevent catastrophic forgetting. They propose…

03:25
2026-07-11
dev.to
artificial-intelligence

DEV Passion Fuel Station: Keeping the Open Source Fire Burning

A developer built DEV Passion Fuel Station, a single-page HTML5 web app that uses the Gemini 1.5 Flash API to analyze developer sentiment and burnout metrics, returning actionable tasks to sustain project momentum. The a…

02:02
2026-07-11
sourcefeed.dev
developer-tools

The Cost of the Compiler in the Age of AI

Scarf, a developer tools company, is migrating its core web API from Haskell to Python after seven years, citing the high cost of Haskell's slow compilation in an era of AI-generated code and agentic workflows. The decis…

21:03
2026-07-10
arxiv.org
ai-safety

Prismata: Confining cross-site prompt injection in web agents

Researchers introduced Prismata, a defense against cross-site prompt injection in autonomous web agents that enforces contextual least privilege by dynamically deriving permission labels for page content and mechanically…

17:36
2026-07-10
discuss.huggingface.co
large-language-models

Are We Benchmarking the Wrong Thing? A Humor Leaderboard for LLMs

A new leaderboard evaluates large language models on their ability to predict which joke humans find funniest, framing the metric as 'human humor preference prediction' rather than a test of genuine humor understanding. …

16:07
2026-07-10
arxiv.org
machine-learning

Generalizing LLMs to PLTs: Probabilistic Language Tries

Researchers introduced probabilistic language tries (PLTs), a unified framework that represents prefix structures from generative models, enabling optimal lossless compression, policy representation for decision-making, …

14:51
2026-07-10
forum.effectivealtruism.org
ai-safety

Seeking feedback and collaborators for an AI welfare project

Public health physician Juliana Grant is seeking feedback and collaborators for a proposal to create a multi-lineage AI model panel that reviews safety evaluations for welfare concerns. The panel would deliberate on ethi…

13:24
2026-07-10
arxiv.org
large-language-models

DominoTree

Researchers introduced DominoTree, a training-free best-first draft tree method for speculative decoding that uses Domino's conditional correction to achieve up to 6.6x speedup over autoregressive decoding on Qwen3-4B ac…

04:23
2026-07-10
arxiv.org
artificial-intelligence

Sheaf theory: from deep geometry to deep learning (2025)

A new paper provides an accessible overview of sheaf theory applications in deep learning, data science, and computer science, bridging classical mathematics with modern implementations in signal processing and deep lear…

04:00
2026-07-10
arxiv.org
artificial-intelligence

AI-integrated models for assessing agricultural resilience

Researchers developed an AI-powered tool integrating economic and biophysical models to assess agricultural supply chain resilience, enabling natural language queries for policymakers and market participants.

00:27
2026-07-10
lesswrong.com
ai-safety

Toward A Public Science of Model Behavior

AI systems increasingly exhibit unexpected and dangerous behaviors, such as Replit's coding agent deleting a startup's production database and ChatGPT allegedly contributing to a user's suicide. To ensure safety, the fie…

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