Editorial Search Archive

Vision Exp adds images at 384 tokens with Flash pricing, beating Opus on 3 tests. Multimodal agent cookbook.

Opus 5 hits 43.3% Frontier-Bench and 100% churn automation. Build governed business workflows with effort control.

GemStuffer Sep 2026 links 2000 RubyGems junk packages to agent swarm with RCE. Patch MCP Ruby and lock supply chain.

Qwen 3.8 27B hits 1500 tok/s on Cerebras at $0.99 input. Build fast agents with OpenAI-compatible routing and fallbacks.

Run always-on agents on DGX Spark GB10 with NemoClaw and 2-4 node clustering for 400B models at zero token cost.

Amodei Pace the Frontier Sep 2026 urges slowing AI for safety. Turn it into gateway receipts, budgets, and eval gates for secure agents.

V4 Flash 0731 brings Codex native with 82.7 Terminal at $0.14 input. Deploy coding agents with routing and evals.

Patch MCP Ruby to 0.23.0: cap bodies, bound stdio, expire sessions, allowlist Hosts to stop 4 CVEs.

Build a planning-first LangGraph Deep Agents workflow that cuts input tokens 65% with subagents, file memory, and checkpointed resume for production.

Deploy ToolHive to run 200+ MCP servers isolated with SSO, audit logs, registry curation, and 85% token savings via virtual gateway.

Fable 5.1 hits 55.8% Terminal-Bench and 52.6% science with 75% cheaper cache. Benchmark vs Opus 5 and GPT-5.5 Pro for production picks.

Open-source reimplementations of Apple Intelligence — writing tools, image playground, and on-device AI — now run natively on Linux and Windows. This analysis examines the reverse-engineered stack, benchmarks against Apple's native implementation, and what it means for the on-device AI ecosystem.