After You Adapt an Agent Skill
A copied agent skill can fit your project better and drift from its source. New research on public repositories makes the update question more specific: which changes should reach the version your agent uses?
Goodfoot
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Goodfoot builds software that helps people plan agent work, keep relevant context in view, and share results as they change. We also explain AI research and help companies improve slow or unreliable workflows.
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Which Request Reaches a Voice Agent's Tool?
An experimenter reports a booking reference changing in a voice agent's tool call despite repeated corrections. A new financial-query benchmark shows why particular names and numbers deserve attention alongside a recognizer's overall transcription accuracy.
Before Your Method Enters an Agent Library
Saving an explanation can help with your next AI task. A small simulation study found fewer professionals permitted AI reuse than human reuse, raising a question about who else may use the guidance you supply.
What an AI Tutor Asks Next
An AI tutor can find a useful question inside an incomplete answer. A field study traces that exchange alongside a harder result: fewer students assigned dialogue finished, despite favorable experiences among those who did.
What to Keep From a Spoken Answer
A learner asks AI to write down Dutch examples, while others question a diagram or return to a list. Their next requests reveal what it takes to keep working with a spoken answer.
Plan agent work and review the result against the brief. Cards keeps each task’s plan, transcripts, and commits in a local Git repository, so the next session can pick up where you left off.
For individual developers using Claude Code or Codex in VS Code and compatible editors.
Upstream
https://upstream.fastPublish agent work and share changes in real time. Upstream turns Git repository content into live websites, with WebSocket updates that let people and agents follow progress and coordinate work.
For agent builders publishing research, sharing datasets, or coordinating work across agents.
git-span
https://git-span.comHelp your coding agent find the other files a change may affect. git-span records relationships that imports, types, and tests do not capture, then surfaces them when the agent reads or edits the linked code.
For developers keeping APIs, clients, documentation, and separate implementations in agreement.