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tobi 2026-07-02 18:14:48 +00:00
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@ -84,12 +84,12 @@ Agent: Let me check what pattern the existing community roles follow.
I'll generate the new role following this structure. I'll generate the new role following this structure.
``` ```
**Without Dervish:** the agent stuffs 15 role files into context (5,000+ tokens per role = beyond any context window), or guesses the pattern from 1–2 examples and often gets it wrong. **Without Dervish:** the agent either has to read all 15 role files (5,000+ tokens per role), or guesses the pattern from 1–2 examples and often gets it wrong.
**With Dervish:** one MCP call returns a ~60-token grammar known to match 15/15 existing roles. The agent follows it reliably. **With Dervish:** one MCP call returns a ~60-token grammar known to match 15/15 existing roles. The agent follows it reliably.
**Core+outlier mode:** When generating a new role, the agent can call with **Core+outlier mode:** When generating a new file, for example a new Ansible role, the agent can call with
`min_coverage=0.8` to learn the mainstream pattern while seeing which roles `min_coverage=0.8` to learn the mainstream pattern while seeing which files
deviate and why — useful when the user's case resembles an outlier deviate and why — useful when the user's case resembles an outlier
(e.g., a PHP app like phpmyadmin that needs raw `lineinfile`). (e.g., a PHP app like phpmyadmin that needs raw `lineinfile`).