Policy dependency / Stack layer
Plow Latch Launched an Adversarial LLM Gatekeeper That Sits Between Your Agent and Your Mac
Product Hunt
Stack layer / Contrast
Adronite's Codistry claims 48% lower per-task cost than Claude Code on the same Opus 4.8 model
SiliconANGLE
Stack layer / Threat pattern
TechCrunch Gets Claude Opus 4.6 to Produce Explicit Content in 10 of 10 Attempts
TechCrunch
Policy dependency / Stack layer
OpenRouter's Free Stealth Model 'Ox Alpha' Ships a 1,048,576-Token Context and Video Input, and HN Spent 142 Comments Trying to Unmask It
OpenRouter / Hacker News
Stack layer / Update thread
Harness-Bench shows a 23.8-point spread on identical model weights, and Anthropic deleted 80% of Claude Code's system prompt without losing capability
Latent Space
Stack layer / Update thread
SWE-bench Science: Claude Code With Opus-5 Max Scores Under 50% pass@1 on Real Scientific Repos
arXiv 2608.19799
Stack layer / Contrast
Ora benchmarks six agent harnesses against live customer sites and measures native success versus web-search fallback
Vercel Blog
Stack layer / Contrast
NVIDIA AVO Scores 100.00 RHAE on ARC-AGI-3, Clearing All 183 Levels With Claude Opus 5 as the Base Model
NVIDIA Technical Blog / Hacker News