Inside the NVIDIA GB200 NVL72 liquid cooling crisis: how a 130 kW envelope, 148 L/min PG25 flow rate, and 5,184 copper cables hit a hard physics wall.
AI Coding & Agents
85 Articles in this Category
Hands-on analysis, benchmarks, and workflows for AI coding agents, IDEs, harnesses, and multi-agent development.
Is Claude Opus 6.0 real? We trace Anthropic’s stealth routing anomalies, viral 3D Three.js demos, and the ground truth behind the Claude 6 rumor mill.
Liquid AI claims 184 tok/s on Apple M5 Max with 2.45B active compute, but LFM2.5-24B requires 15GB RAM, crushing 16GB laptops and lagging on SWE-bench.
OpenCode 2.0 delivers 86.8% MCP token compression via Code Mode, but daemon configuration flaws and .well-known stagers expose enterprise RCE risks.
Anthropic replaced Git with Scion for 30,401 daily agent merges, dropping status to 19ms and saving 25% fleet CPU amid Meta Mononoke prior art debates.
REA connects coding agents to reverse-engineering tools. Learn what file hashes, runtime captures and behavior checks prove before rebuilding a feature.
Timescale pg_vectorsearch and PRISM replace HNSW graphs with RaBitQ-quantized partitions, serving 100M vectors at 21ms on 128GB RAM with 51x faster builds.
Claude Sonnet 5.5 beats Muse Wonder on SWE-bench (57.2% vs 48.2%) while halving token costs ($2/$10 vs $4/$20) and avoiding Active Focus retry loops.
Cursor’s X Subscription bundles Grok for $30/mo but pushes Claude to API rates, causing an 800% monthly TCO spike for developers running coding agents.
Anthropic launched its Cyber Mission and free OSS Scanner, beaming unreviewed zero-day PoCs directly to maintainers with a 90% precision target across code.