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512 postsSpec Forge: Adversarially Certifying Specs as Behaviorally Complete
Spec Forge is a Claude Code skill that adversarially certifies specifications as behaviorally complete before any code is written.
Study: LLMs Can Transmit Hidden Traits Through Unrelated Data
Research shows LLMs can transmit behavioral traits and even misalignment to student models via data with no semantic link to that trait, like numbers.
AI Jailbreak Benchmark Reveals 100x Safety Gap Between Models
New benchmark shows up to 100x safety gaps among frontier AI models against jailbreak attacks; some models yield zero jailbreaks.
CommitBrief — AI code reviews, right in your terminal
A provider-agnostic, local-first CLI that reviews your staged changes, a historic range, or a whole GitHub pull request. Zero telemetry, no server. Free and open source.
commitbrief.comAudit Finds LLM Agent Credit Signals No Better Than Random Chance
A causal audit in ALFWorld shows judge- and confidence-based credit signals for training LLM agents perform no better than chance at identifying key steps.
Single MI300X, Real Coding Agents: DeepSeek V4 Flash Throughput Tested
Real-world benchmark of DeepSeek V4 Flash on a single MI300X GPU serving coding agents, covering throughput, caching, and cost per token.
Rust crate arrayref 0.3.10 pulls in malware via proc-macro1 dependency
crates.io package arrayref 0.3.10 pulls in malicious proc-macro1, executing remote payloads and affecting Rust GUI projects like egui and iced.
nibble: Diagnose and Fix Redis Memory Waste, No Install Required
nibble diagnoses and fixes Redis memory waste with zero install, claiming an 8.6x memory reduction backed by transparent, documented benchmarks.
LLMs Are Honest in Prose but Hallucinate Under JSON Schemas
Study finds LLMs admit uncertainty in prose but fabricate data under required JSON schemas, with 10 of 13 models hallucinating 100% of the time.
PHP 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.