Agentica Prompt Engineering

Write prompts that Agentica agents reliably follow. Standard natural language prompts fail ~35% of the time due to LLM instruction ambiguity.

The Orchestration Pattern

Proven workflow for context-preserving agent orchestration:

1. RESEARCH (Nia)     → Output to .claude/cache/agents/research/
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2. PLAN (RP-CLI)      → Reads research, outputs .claude/cache/agents/plan/
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3. VALIDATE           → Checks plan against best practices
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4. IMPLEMENT (TDD)    → Failing tests first, then pass
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5. REVIEW (Jury)      → Compare impl vs plan vs research
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