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Manowar uses a dynamic system block built per turn in framework.ts. The block is small on cold starts and grows only when memory or session context has useful data.

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Prompt Sections

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Memory Budget

The runtime retrieves all six layers but injects only compact results: The broader memory summary formatter supports a larger 1,800 character budget for non-turn uses. The agent turn path uses the tighter 900 character budget.

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Compacting Rules

Memory is deduped by fingerprint, ranked by layer priority, semantic score, query overlap, confidence, recency, and access count, then packed by score-per-character. This keeps the injected context short without throwing away the layer signal.

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Comparison