OpenBitFun

OpenBitFun

@bitfun-ai.bsky.social

An AI harness with a fully open-source ecosystem. Build agents and Mini Apps. Free cross-device control, ready out of the box. Code: https://github.com/GCWing/OpenBitFun Updates: https://x.com/bitfun_ai

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An agent report should name the rows behind its totals. This synthetic example counts 3 published articles, excludes a draft, and leaves one unknown status for the editor to resolve. CSV + Python check + reusable reporting prompt: gist.github.com/bobleer/cf9a...

gist.github.comA checkable agent report: copyable handoff prompt, synthetic CSV, and arithmetic checksA checkable agent report: copyable handoff prompt, synthetic CSV, and arithmetic checks - README.md

An agent can read the right file and still ignore it. A Trace2Flow study task had this bug: existing rows were read, then never used to filter duplicates. I'd want the review UI to show which outputs depend on each input. Study: 20 people. arxiv.org/abs/2609.13136

arxiv.orgFrom Review to Reuse: How Post-Task Workflow Can Support Human-AI Agent InteractionAI agents can automate tasks by turning a single natural-language request into a multi-step process spanning tools, files, and applications. Users are often left to judge that process from fragmented ...

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