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Agents And Delegation

10 articles

agents-and-delegation

The six specialist agent roles: research, reasoning, design, document, patent, manufacturing

HIIE has exactly six specialist sub-agent roles Camelia delegates to: research, reasoning, design, document, patent, and manufacturing. Camelia is the director, not one of the roles.

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What each agent role produces and how its output is structured

Each of the six roles returns markdown shaped by its fixed system prompt — briefs, structured analysis, design notes, finished documents, patent claims, or sourcing/BOM plans.

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Which agents use live web search and which rely on model knowledge

Only the research and reasoning agents use live web search (bounded, max 3 results, with a no-web fallback). Design, document, patent, and manufacturing rely on model knowledge.

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How Camelia delegates work with spawn_subagent

Camelia hands off to specialists by calling spawn_subagent(role, task), which runs one role-specialized model call and returns its markdown — optionally saving it as a project document.

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Saving a sub-agent's output as a document in a project folder

A sub-agent's markdown result can be saved as a document into a chosen project folder, stored encrypted in D1 and labeled by role — making it a durable, reusable artifact.

agents-and-delegation

Understanding Agent-to-Agent (A2A) handoffs in the activity ledger

Each delegation is logged as an A2A envelope (a Put from Camelia to the role, a Push back) in the activity ledger, feeding the Conversations node graphs for a traceable audit trail.

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What the patent agent flags for human and legal review

The patent agent returns structured claims plus a summary and explicitly flags what needs human and legal review — a starting point for counsel, not a legally vetted document.

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How the manufacturing agent's BOM is generated (and its limits)

The manufacturing agent returns an AI-authored sourcing/BOM markdown plan from model knowledge. There's no live parts-catalog integration, so verify parts and pricing with suppliers.

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Why part numbers from the manufacturing agent are AI-suggested, not verified

Part numbers in the manufacturing agent's BOM are AI-suggested from model knowledge, with no live catalog integration. Always verify existence, fit, stock, and price with the supplier.

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Where delegated work shows up as a conversation in the node graphs

Delegations and flow steps log A2A envelopes to the activity ledger, which feed the Conversations node graphs — so each handoff and whole runs appear as inspectable conversations.

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