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355 postsPHP 8.6 Preview: Partial Application, Polling API, and Clamp()
PHP 8.6 preview: partial function application, a new Polling API, built-in clamp(), reflection updates, and stricter session security defaults.
221,000 Live Secrets Found in 7.6PB of Hugging Face Training Data
Researchers scanned 7.6PB of Hugging Face training data and found 221,303 live secrets — GitHub, GCP, database, and AI provider credentials.
Shoehorn: Rust Tool Quantizes LLMs to Fit Your Mac's Exact VRAM
Shoehorn is a Rust CLI that quantizes BF16 GGUF LLMs per-tensor to exactly fit your Mac's available VRAM, maximizing quality under a hard memory budget.
pgColumnar 1.0-alpha2 Ships Read-Only Iceberg and S3 Object Storage
pgColumnar 1.0-alpha2 adds read-only Apache Iceberg support, S3-compatible object storage, a maintenance daemon, and six security fixes.
Unigram: A Rust Codec Turning Bytes Into Single-Token Words for LLMs
Unigram is a Rust crate encoding bytes into words that cost exactly one LLM token each, giving fixed token-budget guarantees over hex or base64.
Operation CameraSwarm: 14,000+ Dahua Cameras Compromised
Hunt.io traced Operation CameraSwarm to an exposed dev directory, revealing three exploit paths behind 14,000+ compromised Dahua cameras.
GeoServer jsonArrayContains SQLi Confirmed Regression of CVE-2023-25158
GeoServer's GHSA-mqjf-5f49-2fjh SQL injection is a confirmed regression of CVE-2023-25158, enabling unauthenticated RCE. Patch and mitigation details inside.
Linux 7.2 Released with Cache-Aware Scheduler and USB4STREAM
Linux 7.2 ships cache-aware task scheduling, a fairer GPU scheduler, USB4STREAM support, and Btrfs performance gains.
GenRec: Netflix Moves Toward LLM-Native Recommendation Systems
Netflix's GenRec reframes recommendation as generative language modeling, signaling a shift from ranking pipelines to LLM-native architectures.
Rsync 3.5.0 Patches 33 Security Flaws in Path and Daemon Handling
Rsync 3.5.0 closes 33 security vulnerabilities, mostly symlink-race path handling bugs in the daemon and client, with CVE IDs and regression tests.