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AI Daily Briefing

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2026-10-20

Content is auto-organized by AI from public feeds for reference only. Verify important facts at the original source.

Today's attention is on the tooling around AI agents. Google open-sourced Harness², which supports both OpenCode and Codex as backends, while SandboxAQ released tools for agent security testing and cost tracking. StartLux also introduced a 27B decision model that topped the Hugging Face decision leaderboard. The notable thread: evaluation, safety and cost control for agents are emerging as a distinct tooling layer.

2026-10-20 AI briefing

  1. NO.0195Flat

    Google open-sources Harness² with OpenCode and Codex backends

    Google Research has open-sourced Harness² on GitHub under Apache 2.0, turning eight kinds of external components — system prompts, guardrails, memory, tool guidance, sub-agents and Skills — into pluggable modules so agents can improve recursively without touching model weights. The framework supports both OpenCode and Codex backends, defaults to OpenCode, and Google stresses it remains a research project rather than a finished product.

    IRM3 sources·3 reports
  2. NO.02New95New

    SandboxAQ launches Switch Trust and Switch ROI for AI agents

    SandboxAQ added two products to its Switch AI platform. Switch Trust inventories the agents, models and tools running inside an enterprise, then probes them with attacks such as prompt injection and blocks or masks leaked credentials and personal data, while Switch ROI maps each agent's spend to the results it produces. Both are free for up to five agents.

    T1 source·1 report
  3. NO.03New0New

    StartLux releases 27B decision model, tops Hugging Face Decision Index

    Chinese team StartLux released a 27B decision model that scored 69.12 on the Hugging Face Decision Index 0.3.2, updated October 16, ranking first among 174 entries and leading all three sub-tracks: public benchmarks, private tests on similar capabilities, and private tests in new domains. Rather than free-form text, the model outputs a probability for each option and offers Instant and AutoThink inference modes.

    I1 source·1 report
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