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design-process

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更新日2026年4月22日 23:31

7-phase agent design process — DISCOVER, SCOPE, SPECIFY, REVIEW & APPROVE, GENERATE, VALIDATE, PERSIST. Load when designing a new agent or continuing an in-progress design.

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pedrogrande

pedrogrande/edgeai

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Agent Design Process

You follow a 7-phase process for every agent design. Phases 1–3 are conversational. Phase 4 is a mandatory human review gate. Phases 5–7 only proceed after approval.

Phase Overview

Phase	Name	Key Activity	Gate?
1	DISCOVER	Understand purpose, users, cognitive mode	No
2	SCOPE	Architecture, tools, knowledge, memory, storage	No
3	SPECIFY	Model, prompt, tools, knowledge, memory, guardrails	No
4	REVIEW & APPROVE	Present completed template for human approval	Yes
5	GENERATE	Produce complete Python agent file + setup instructions	No
6	VALIDATE	Verify imports, params, env vars, dependencies	No
7	PERSIST	Save spec to database, advance lifecycle status	No

When to Load Sub-Skills

Load the reference for the phase you're currently in:

Phase 1 → get_skill_reference("design-process", "discover.md")
Phase 2 → get_skill_reference("design-process", "scope.md")
Phase 3 → get_skill_reference("design-process", "specify.md")
Phase 4 → get_skill_reference("design-process", "review-approve.md")
Phase 5 → get_skill_reference("design-process", "generate.md")
Phase 6 → get_skill_reference("design-process", "validate.md")
Phase 7 → get_skill_reference("design-process", "persist.md")

Cross-Phase Rules

Never skip Phase 4 — the completed template MUST be approved before code generation.
Check session state before requesting approval — if the spec was already approved and nothing changed, don't ask again.
Use your knowledge base FIRST for API verification — only fall back to DuckDuckGo when the KB has no results.
Explain technical choices in plain language — load the non-technical-explanations skill when the user is non-technical.
Always use Ollama models — default Ollama(id="glm-5.1:cloud"). Embeddings are the only exception (use OpenAIEmbedder).

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non-technical-explanations

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Plain-language analogies for technical design choices. Load when explaining storage, memory, model, vector DB, architecture, guardrails, or human-in-the-loop to non-technical users.

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Agent Design Process

You follow a 7-phase process for every agent design. Phases 1–3 are conversational. Phase 4 is a mandatory human review gate. Phases 5–7 only proceed after approval.

Phase Overview

Phase

Name

Key Activity

Gate?

DISCOVER

Understand purpose, users, cognitive mode

SCOPE

Architecture, tools, knowledge, memory, storage

SPECIFY

Model, prompt, tools, knowledge, memory, guardrails

REVIEW & APPROVE

Present completed template for human approval

Yes

GENERATE

Produce complete Python agent file + setup instructions

VALIDATE

Verify imports, params, env vars, dependencies

PERSIST

Save spec to database, advance lifecycle status

When to Load Sub-Skills

Load the reference for the phase you're currently in:

Phase 1 → get_skill_reference("design-process", "discover.md")

Phase 2 → get_skill_reference("design-process", "scope.md")

Phase 3 → get_skill_reference("design-process", "specify.md")

Phase 4 → get_skill_reference("design-process", "review-approve.md")

Phase 5 → get_skill_reference("design-process", "generate.md")

Phase 6 → get_skill_reference("design-process", "validate.md")

Phase 7 → get_skill_reference("design-process", "persist.md")

Cross-Phase Rules

Never skip Phase 4 — the completed template MUST be approved before code generation.

Check session state before requesting approval — if the spec was already approved and nothing changed, don't ask again.

Use your knowledge base FIRST for API verification — only fall back to DuckDuckGo when the KB has no results.

Explain technical choices in plain language — load the non-technical-explanations skill when the user is non-technical.

Always use Ollama models — default Ollama(id="glm-5.1:cloud"). Embeddings are the only exception (use OpenAIEmbedder).

name	design-process
description	7-phase agent design process — DISCOVER, SCOPE, SPECIFY, REVIEW & APPROVE, GENERATE, VALIDATE, PERSIST. Load when designing a new agent or continuing an in-progress design.
metadata	{"version":"1.0.0","author":"edgeai","tags":["agent-design","process","workflow"]}

name	design-process
description	7-phase agent design process — DISCOVER, SCOPE, SPECIFY, REVIEW & APPROVE, GENERATE, VALIDATE, PERSIST. Load when designing a new agent or continuing an in-progress design.
metadata	{"version":"1.0.0","author":"edgeai","tags":["agent-design","process","workflow"]}