← All IntelClip / AI AgentsSKILL.md sets style; references disclose progressively; a CLI wraps the API
From Skill issue: Lessons from skilling up coding agents to use Langfuse - Marc Klingen, Clickhouse · ≈7:37
The skill encodes behavior (ask follow-up questions before deciding) while per-module references and an API-backed CLI let the agent do the UI clicking teams spent hours on each week.
What’s in it
- The skill encodes behavior (ask follow-up questions before deciding) while per-module references and an API-backed CLI let the agent do the UI clicking teams spent hours on each week.
Clip transcript
way to go." And this is like very conceptual how our skill works where like user comes in, ask coding engine to do something, and then the skill kind of has like a reference of like the skill MD is more like well, what kind of style do we want in order to implement LangFuse? So, for example, ask follow-up questions before making decision because there's so much you can be doing, and then references for the different product modules to kind of like progressively disclose additional hints that the agent might need to have. And then it can call the documentation, and interesting enough, as we start open source and like saw ourselves as like an opinionated infrastructure, we always had like APIs for everything because teams built their own, I don't know, on labeling UIs on top of it, on evaluation execution logic on top of our our back end. And we had APIs for everything. Now we wrapped it in a CLI, and now an agent can just do everything humans needed to do in the UI in the past. Which is very cool because like so many teams spent so many hours every week in clicking around in our UI to evaluate and improve the application. And in the end, how will this look like end of year? It'll probably just be like like connect repository to LangFuse, and then agent just does the whole thing like auto-regressively. I mean, that's what we're building towards. Everyone's building towards. I think that's a cool step in the right direction. So,
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