Agentic Coding
5 pieces on Agentic Coding.
News & Analysis
Gemini 4 Carbon Leads Cyber Benchmarks, But Access Is Gated
Google's Gemini 4 Carbon leads SEC-bench Pro, ExploitGym and CWE-bench at $2/$10 introductory pricing, but access starts with vetted cyber defenders.
Run 10–20 Claude Code Agents for Under $100/Month on Rented CPU
Local hardware fails at 10–20 parallel coding agents. Rented CPU servers fix it for under $100/month — here's the architecture and tooling.
HydraFusion Cuts Costs 67% While Beating Opus 5 on TerminalBench
GitHub's Project HydraFusion builds a per-request execution plan in Copilot CLI, routing across models from multiple providers to cut costs up to 67%.
Muse Glimmer 30B Hits 127 tok/s Locally via DFlash Speculative Decoding
Meta's Muse Glimmer 30B runs at up to 127 tokens/second on an RTX 3090 using llama.cpp, DFlash speculative decoding, and the Pi coding agent.
Asana Replaced 5-Year Migration in 2 Weeks for $12K Using Codex
Asana removed a deprecated testing library in two calendar weeks for ~$12K in model costs, versus a $6M staffing estimate and five-year timeline.