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A researcher team introduces automated failure attribution for LLM multi-agent systems, creating the Who&When dataset and evaluating heuristic and learning-based methods to identify root causes of task failures.
Spark unveils a comprehensive risk framework for its Sky Agent Network, detailing loss absorption tiers, capital movement constraints, and risk bounding mechanisms, all built on Sky Protocol's decade-long security-first principles.
Arkham Intelligence reveals that a single entity controls 90%+ of $LAB tokens, questioning the $4B market cap's validity and highlighting risks of centralization.
THORChain lost $10.7M in a vault compromise. Automated detection stopped further theft. Protocol pauses operations, plans compensation, and offers a $1M bounty.
Tokenized ETFs reach $430M on-chain market cap, led by Ondo Finance's IVVon token surging 150% on Ethereum, signaling growing DeFi-tradfi convergence.
CME Group and ICE lobby CFTC to regulate offshore crypto platform Hyperliquid, citing concerns over market integrity, investor protection, and unfair competitive advantages.
Ratty is a GPU-rendered Rust terminal emulator with a 3D rat cursor, 3D mode, Mobius mode, inline 3D objects, and image support—blending fun with productivity.
Learn about Dirty Frag exploit, killswitch proposal, Fedora AI plans, Debian reproducible builds, and other Linux news in Q&A format.
Learn why CPUs can now run LLMs locally, which models and quantization levels work best, and how to start inferencing on low-end hardware—no GPU needed.
Fedora's AI Developer Desktop Initiative stalled after community backlash over proprietary CUDA support, kernel policy concerns, and identity issues, prompting council vote reversals.
Explore Aerion, a secure, lightweight open-source desktop email client. Learn about its features, setup, security certification, and pros/cons versus webmail.
Facebook revamps Groups Search with hybrid AI to bridge semantic gaps, reduce effort in finding answers, and validate decisions using community expertise.
Meta enhances end-to-end encrypted backups with over-the-air fleet key distribution for Messenger and transparent deployment evidence, ensuring user control and security.
Labyrinth 1.1 improves Messenger's end-to-end encrypted backups with a new sub-protocol that lets senders directly deposit messages into recipients' backups, ensuring reliability even with device loss or long offline periods.
Meta successfully migrated its massive data ingestion system from legacy customer-owned pipelines to a simpler self-managed warehouse service, ensuring reliability at scale through a structured lifecycle with verification and rollback controls.
New research reveals that serotonin, the brain chemical boosted by antidepressants, may worsen tinnitus by overexciting auditory pathways. Discover the surprising link and its implications.
Vitamin B2 helps cancer cells survive by supporting a shield against ferroptosis. A compound called roseoflavin can break that shield and induce cancer cell death, offering a potential new treatment approach.
Stanford experts reveal 5 cannabis risks for adults over 65: heart problems, falls, memory decline, drug interactions, and addiction. Modern potency raises dangers.
Tiny particles from the gut drive aging-related inflammation, but young animal particles can reverse some damage, hinting at new anti-aging therapies.
Study reveals anxiety linked to low choline in prefrontal cortex, first clear chemical pattern, hinting at nutrition-based treatments.