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    Bash alone reportedly scores higher than typed tools in enterprise-agent tests

    DAIR.AI says a Microsoft paper found Bash alone used 19%–72% fewer tokens than typed tools. According to its summary, the authors recommend Bash when execution can be sandboxed.

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    2 Sources, 15d ago, first seen 15d ago

    TLDR

    According to DAIR.AI’s summary, a Microsoft paper compared five tool interfaces using Opus-4.8 and GPT-5.5. Bash alone scored 21.8–24.5 points higher than typed tools on TheAgentCompany and 4.8–7.4 points higher on APEX-Agents, while using 19%–72% fewer tokens. The summary says adding typed tools or agent-written tools on top of Bash gave no measurable gain. It attributes two recommendations to the authors: use Bash when execution can be sandboxed, and use programmatic tool calling—where the agent writes code against a fixed catalog—when compliance requires a fixed tool list.

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    2 Sources, first seen 15d ago

    Combined views

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    2 Sources, first seen 15d ago

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    21 comments
    91 saves
    23 reposts

    Sentiment

    Positive——Negative

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    2 Sources

    @dair_aiIs Bash All You Need? Interesting paper from Microsoft. If you are deciding which tools to give an enterprise agent, you might want to check this out. (bookmark it) They compared five tool interfaces on TheAgentCompany and APEX-Agents with Opus-4.8 and GPT-5.5. The options range from a catalog of typed tools, to bash alone, to programmatic tool calling where the agent writes code against a fixed catalog. Bash alone scored 21.8 to 24.5 points higher than typed tools on TheAgentCompany and 4.8 to 7.4 points higher on APEX-Agents, while using 19% to 72% fewer tokens. Adding typed tools or agent-written tools on top of bash gave no measurable gain. The authors recommend bash when execution can be sandboxed, and programmatic tool calling when compliance requires a fixed tool list. Paper: https://academy.dair.ai/papers/is-bash-all-you-need-an-empirical-study-of-tool-interfaces-for-enterprise-digita-2609.11999

    2 Sources

    @dair_aiIs Bash All You Need? Interesting paper from Microsoft. If you are deciding which tools to give an enterprise agent, you might want to check this out. (bookmark it) They compared five tool interfaces on TheAgentCompany and APEX-Agents with Opus-4.8 and GPT-5.5. The options range from a catalog of typed tools, to bash alone, to programmatic tool calling where the agent writes code against a fixed catalog. Bash alone scored 21.8 to 24.5 points higher than typed tools on TheAgentCompany and 4.8 to 7.4 points higher on APEX-Agents, while using 19% to 72% fewer tokens. Adding typed tools or agent-written tools on top of bash gave no measurable gain. The authors recommend bash when execution can be sandboxed, and programmatic tool calling when compliance requires a fixed tool list. Paper: https://academy.dair.ai/papers/is-bash-all-you-need-an-empirical-study-of-tool-interfaces-for-enterprise-digita-2609.11999