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379 postsGPT-5.6 vs Claude Fable 5: Benchmarking Physical AI Simulation
JuliaHub compares GPT-5.6 and Claude Fable 5 in its Dyad agent on five physical modeling problems, revealing cost, speed, and validation trade-offs.
LLM-Assisted Formal Verification Uncovers Two Critical nftables Bugs
Basis used LLM-guided formal verification in Rocq to audit Linux's nftables optimizer, uncovering two critical bugs since 2022.
Why Node.js Can't Be Hardened Against Prototype Pollution
Node.js security reports on prototype pollution gadgets are symptoms, not bugs. The real fix belongs at the application boundary, not in core.
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.comast-grep's Rust Rewrite of Tree-sitter Boosts Parsing 30%, App 22%
ast-grep rewrote Tree-sitter's C parser core in Rust with AI assistance, boosting raw parsing ~30% and full workflow speed ~22%.
64 BFD sessions at 10ms saturate FRR bfdd's core; XDP handles it at 0 flaps
FRR's bfdd saturates one core at 64 BFD sessions while an XDP fast path carries the same load at 751ns/packet with zero flaps; three FRR bugs merged upstream.
SAGA Framework Pinpoints Which AI Model Generated a Video
SAGA is a new framework that attributes AI-generated videos to their source model across five levels, using minimal labeled data and interpretable signatures.
AI, Rockets, and Why Engineering Judgment Still Costs the Same
AI cheapens code generation, not engineering judgment. A rocket-engineering analogy — Apollo vs. the Soviet N1 — reframes how teams should review AI code.
Elpis: A Rust TUI Agent Shell With Per-Turn Context Pruning
Elpis is an open-source Rust TUI agent shell with per-turn context pruning, a visible context ledger, and durable memory for LLM coding agents.
Gigatoken: Rust BPE Tokenizer Hits 24.53 GB/s, Up to 989x Faster
Rust-based Gigatoken hits 24.53 GB/s BPE tokenization using SWAR and dual-cursor techniques, vastly outpacing HuggingFace tokenizers and tiktoken.
Inside Claude Science: How Anthropic's Daemon-Driven Harness Works
A technical breakdown of Claude Science's daemon-mediated host RPC, kernel authority split, and agent-harness architecture.