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sohaibtariq
searching PlanetScale…
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by
sohaibtariq
18d ago
> Have you vetted your skills for accuracy and conciseness? Accuracy, yes. Conciseness could be better. > Regarding harness-level skill usage, that should be relatively easy... Users can analyse their own sessions, but I'm wonder
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sohaibtariq
18d ago
Thanks for sharing! In your case, since the skill terminates in an MCP/API call, you have a closed feedback loop. I was wondering about skills that don't have that feedback loop, where the output the agent produced doesn't t
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Ask HN: Has anyone measured how often agents use the skills you ship?
1 points
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sohaibtariq
19d ago
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0 comments
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Show HN: A Context Registry for AI coding agents
(context.apimatic.io)
9 points
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sohaibtariq
1mo ago
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1 comments
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sohaibtariq
6mo ago
The key insight for us was that the context needs to be language-specific and structured around actual SDK methods, not just an API Reference or OpenAPI Spec. Both of those provide context on the shape of the API but leave it to AI agents t
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Show HN: AI agents are bad at API integrations – we fixed it
(apimatic.io)
6 points
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sohaibtariq
6mo ago
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3 comments
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sohaibtariq
6mo ago
Very cool. If we want AI assistants to contribute to a codebase like a productive member of the team, they need the same kind of context you’d give a new hire. Coding standards, infra conventions, testing patterns, and the shape of the syst
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sohaibtariq
6mo ago
Good question. In our case, Context Plugins are not maintained as a separate context layer that can drift from the rest of the API surface. APIMatic offers an entire Developer Experience Platform where everything is generated from the same
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sohaibtariq
6mo ago
From our benchmarks and internal tests, we’ve noticed a few trust signals developers look for. The first is simply what the model appears to be grounding on. If it’s pulling up SDK method names and library docs, developers feel much better
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Show HN: Context Plugins – API context for AI coding assistants
(apimatic.io)
8 points
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sohaibtariq
6mo ago
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6 comments
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sohaibtariq
4y ago
Try out https://www.apimatic.io/transformer/ for converting Swagger Specs to OpenAPI