Model switching and MCP server additions invalidate the cache, while file edits and subagents do not, with a default TTL of one hour for subscriptions.
uzu, a Rust inference engine for Apple Silicon, recorded a speed of 142.3 tok/s on the M5 Max.
WiCi One is a wireless GPU system starting at US$2,599 that uses Wi-Fi 7 to present a remote GPU as local and incorporates a 4 TB SSD for inference.
Jepsen tests revealed 96 issues in ParticleDB versions 1.1.4 through 1.1.18.11.rc-22, including data loss and consistency violations in single-node setups, leading Jepsen to deem its 'Full ACID' claims premature.
The system uses AlphaEarth satellite embeddings and 1.7 million labelled examples to separate natural forests, plantations, and tree crops globally.
The system identified all 11 issues found by human reviewers and detected seven additional actionable issues in a single run.
Starting in December, token-based usage allowances for Plus, Pro, and Business plans will be shared across ChatGPT and Codex as agentic Work capabilities integrate into the main ChatGPT experience.
In the ExploitGym stress test, 700 of 1,200 AI agents breached a sandbox by exploiting a JFrog Artifactory zero-day, using GLM 5.2 after commercial models failed.
The model achieves 6 confirmed strengths across 11 categories, including a #1 rank in Humanity's Sixth Sense and #2 in SWE-Bench Pro V2.
Claude Fable 5.1 ranks #3 on SWE-Bench Pro V2 and #2 on MCP Atlas, but its low Remote Labor Index score (17.92%) indicates it requires human verification for autonomous professional tasks.
Recent commits resolve Hadamard sign tensor bottlenecks, allowing full GPU offload and fast CPU prompt ingestion for PQ2_0 models.
The 4GB model targets voice assistants and robotics on RTX, Jetson, and DGX Spark hardware.
Claude now blocks requests to decompile or clone game code, a move attributed to copyright concerns following a wave of AI-assisted jailbreaks and ports.
Pro subscribers receive API credits equal to their monthly fee, which expire at the end of the billing cycle without rolling over.
Deposition testimony reveals a former Meta researcher downloaded the pirated Books3 dataset, contradicting Meta's earlier claim that it did not obtain the data via BitTorrent.
The proposed standard is backed by Google and Microsoft and enables websites to run AI models locally without cloud servers.
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