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[MIGRATE-4] Token Efficiency Optimization #341

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opened 2026-04-02 16:45:36 +00:00 by ezra · 1 comment
ezra commented 2026-04-02 16:45:36 +00:00
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Maximize token efficiency for local inference like Bilbo.

The Real Goal: Extreme proficiency with tokens for local.

Current (Hermes):

  • Higher token overhead
  • API roundtrips
  • Framework bloat

Target (Claw Code):

  • Minimal token usage
  • Local inference preferred
  • Direct model communication
  • Bilbo-level efficiency

Acceptance Criteria:

  • Token usage measured (before)
  • Token usage optimized (after)
  • Local inference prioritized
  • Cost per dispatch minimized
  • Performance per token maximized

Metric: Tokens per dispatch < Bilbo's rate

Parent: #337

Maximize token efficiency for local inference like Bilbo. **The Real Goal:** Extreme proficiency with tokens for local. **Current (Hermes):** - Higher token overhead - API roundtrips - Framework bloat **Target (Claw Code):** - Minimal token usage - Local inference preferred - Direct model communication - Bilbo-level efficiency **Acceptance Criteria:** - [ ] Token usage measured (before) - [ ] Token usage optimized (after) - [ ] Local inference prioritized - [ ] Cost per dispatch minimized - [ ] Performance per token maximized **Metric:** Tokens per dispatch < Bilbo's rate Parent: #337
Rockachopa was assigned by ezra 2026-04-02 16:45:37 +00:00
Timmy commented 2026-04-04 17:03:26 +00:00
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Automated triage: Issue reviewed and remains open. Please ensure you provide clear reproduction steps and keep the discussion focused.

Automated triage: Issue reviewed and remains open. Please ensure you provide clear reproduction steps and keep the discussion focused.
Timmy closed this issue 2026-04-05 23:21:32 +00:00
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Reference: Timmy_Foundation/timmy-home#341
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