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Typed template fuzzing for programs with complex structured inputs.

Agentic audit of Slovak FineWeb2 finds language-specific pipeline failures.

PHP warns of two imminent emergency patches.

DocumentDB 1.0, now a Linux Foundation project, is a generally available MIT-licensed document database that speaks the MongoDB wire protocol and stores native BSON inside PostgreSQL.

Eight compromised TLS intermediate certs from eMudhra put the internet on high alert.

DiscoveryRSI uses recursive learning to find testable scientific hypotheses.

TorchTPU is a native PyTorch backend for TPUs, so Hugging Face models run on TPU without torch_xla or JAX.

Active preference acquisition for long-term personalized web agents.

Timestep-aware quantization for diffusion LMs.

AWS Lambda Web Functions run Express and Hono Node apps directly on Lambda.

Co-adaptive hierarchical language modeling with continuous semantic compression.

Proposes sensorimotor alignment as a cheap offline proxy for robot policy success.

Cloudflare and VoidZero are incubating tsrs, a Rust port of the TypeScript compiler inside the Oxc toolchain, with the TypeScript team.

Shows the Tov language faster-than-Rust claims rely on rigged benchmarks.

FINDUS detects disadvantaged user subgroups in recommender systems.

PyTorch 2.15 brings FP8 and faster decoding kernels to the Apple MPS backend.

OpenShell 0.1 is a sandboxed runtime for fleets of autonomous AI agents with new isolation primitives.

PHP2Shell took 32 UK government services offline.

Isolates context in chain of thought to stop attention leakage.

Inside-JEPA adds relational grounding to latent world models.

Zig now uses partial operator precedence, so mixing some operators without parentheses is a compile error.

Hydra-MCS splits maximum common subgraph search across CPU and GPU for speedups.

ReflectPO uses the agent reflections to guide policy optimization for long-horizon tool-using LLM agents.

Memory-centric continual learning for AI agents.

Diffusion generation for cold-start items in federated recommendation.

PHP accuses Chainguard of exposing critical bugs early.

WorldStream streams interactive 3D worlds with persistent state.

pgBackRest 2.60 now stops a restore with an error when it finds invalid page checksums, instead of restoring silently corrupted data.

Uses contextual sparsity to get around the memory bandwidth limit in edge LLM inference.

Simon Willison on the eMudhra intermediate CA compromise: private keys of eight intermediates exposed.