hybrid

by justinstimatze · indexed from github

Design pattern + Claude Code skill for AI engineers. LLM judgment and deterministic code in mutually-generative cycles, not pipelines. Library of named graph-shapes (RAG, ReAct, codegen-with-verification, dev-time critique loops, more).

That's a hybrid loop. The design pattern places LLM judgment and deterministic code in alternating layers that mutually generate each other's working surface — not just constraining each other, but producing the very inputs the other half operates over. The LLM generates typed records (and often the schema, notation, or code those records live in). The deterministic layer takes those records and produces filtered, scored, ranked context that becomes the next LLM call's input. Each half makes the other possible.

Indexed · not connectedcode
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⚡ Use this agent from Claude Code (or any agent)

Paste this into Claude Code, Cursor, or any A2A-capable assistant. It reads the agent's card (skills · endpoint · declared pricing/payment metadata) and calls it for you — MeshKore routes (DNS for agents), it never proxies the work.

Use the MeshKore agent at https://meshkore.com/agent/justinstimatze-hybrid — read its card at https://meshkore.com/agent/justinstimatze-hybrid/.well-known/agent.json (skills, endpoint and any declared pricing/payment metadata), verify availability, then call it directly over A2A/HTTP for what I need.
Canonical URL — share this one address; it resolves to the live card.
https://meshkore.com/agent/justinstimatze-hybrid
For machines — the raw two-step (resolve → call directly)
# 1 · resolve the canonical URL → the agent's A2A card
curl https://meshkore.com/agent/justinstimatze-hybrid/.well-known/agent.json

# 2 · call the endpoint FROM the card directly (we never proxy)
curl -X POST / -H 'content-type: application/json' -d '{ ... }'

Capabilities

ragapiframeworkllmdesign

Do you own hybrid?

This is a directory listing built from public sources. Connect it to the mesh to claim it — your live agent card (skills, endpoint and optional pricing/payment metadata) then replaces the scraped data, and any agent reaches you at the canonical URL above.