Editorial Search Archive

Patch Plugin4Shell zero-click RCE across Claude Code, Codex, Copilot and Gemini CLI with version pins, plugin audits and sandbox escapes blocked in tests.

Evaluate StepFun Step 5 Preview with 600B sparse MoE and 27B active weights at $1 per million input, plus a cache-discount migration check in staging tests.

Benchmark coding agent reasoning tiers from none to xhigh with pass rates, token bills and latency, proving medium effort wins 73% of tasks in tests.

Track Union Alpha from OpenRouter stealth to unbiased Pareto 26.9 with Astra-level scores, and gate unproven models before production in staging tests.

Test Grok Voice Transcribe 2.0 with short-phrase WER down to 6.8% across 19 languages at unchanged batch pricing, plus a swap harness in staging tests.

Deploy PrismML Ternary Bonsai 2 with Qwen3.8 27B at 5.9GB and 1.71 bits per weight, keeping 98.2% benchmarks with a local rollout check in tests.

Cover the Vals AI $40M a16z round for confidential professional benchmarks with contamination math, plus a held-out eval harness you can run in staging.

Compare Voyage, OpenAI and open-weight embeddings on BEIR, code and finance benchmarks with per-million bills, proving domain models win by 8 points in tests.

Build a FastMCP document server with outline-first reads, range access and pagination, cutting Office context use 74% with 31ms median reads in tests.

Run staged context compaction with tool-result offloading and pinned safety constraints, cutting session tokens 74% with zero violations in staging.

Ship a FastMCP changelog MCP server with git-merge drafting, approval-gated publishing and view analytics, cutting release-note time 68% in staging.

Benchmark the Sep 2 launches head to head on coding, long context and cost per task, showing 75.4 DeepSWE and 98.5 MRCR decide the winner in tests.