docs(agent): record the turbo comparison on the controlled fixture battery
turbo (2026-09-05, same fixture KB): fixture gate PASS 100%/100% on both metrics, two runs (wall 105-135s vs lite 43-55s); the redundant re-read of seeded documents that capped lite's executed ratio at 58-73% is model-specific (turbo re-read rate ~12% vs ~100% in-sample), corroborating section 7's framing. Locked derived battery: turbo fails only the >=6/10 tool-turn usage floor (it answers seeded read-target questions from context instead of making the refusable read call) - accuracy on all emitted calls still 100%/100%.
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@@ -205,11 +205,37 @@ gate: lite PASS turns=10 answered=10 caps=0 tool-turns=10 calls 8/13 executed (6
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gate: lite PASS turns=10 answered=10 caps=0 tool-turns=10 calls 7/11 executed (64%) contract 11/11 (100%) (wall 46.8s)
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gate: lite PASS turns=10 answered=10 caps=0 tool-turns=10 calls 7/11 executed (64%) contract 11/11 (100%) (wall 46.8s)
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```
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```
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Contract accuracy ≥ 90 %: **met** (100 / 92 / 100). The executed
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Contract accuracy ≥ 90 %: **met** (100 / 92 / 100 / 93). The executed
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ratio sits at 58–73 % for the reason documented in §5 — an app
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ratio sits at 58–73 % for the reason documented in §5 — an app
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semantics choice, not a model defect, and the open design question in
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semantics choice, not a model defect, and the open design question in
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§7.
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§7.
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**Model comparison — `turbo` (2026-09-05, same fixture KB, `.env`
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chat model switched to `turbo`):**
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```
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gate: turbo PASS turns=10 answered=10 caps=0 tool-turns=7 calls 9/9 executed (100%) contract 9/9 (100%) 2026-09-05 (wall 105.1s)
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gate: turbo PASS turns=10 answered=10 caps=0 tool-turns=7 calls 7/7 executed (100%) contract 7/7 (100%) 2026-09-05 (wall 135.5s)
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gate: turbo FAIL turns=10 answered=10 caps=0 tool-turns=5 calls 5/5 executed (100%) contract 5/5 (100%) 2026-09-05 (wall 77.1s) [derived battery — MISS: 5/10 tool-turn floor]
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```
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Reads: the re-read habit is model-specific. `lite` re-reads a seeded
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named document ~100 % of the time (copy-invariant, §4); `turbo`
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answered 7 of 8 seeded-target questions straight from the
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`<documents>` context with **zero** tool calls — the exact
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"don't re-read" behavior the copy levers could not buy from `lite`
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(one re-read in the sample, 12 % vs ~100 %). Consequence:
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`turbo` hits **100 % on both metrics** on the fixture battery — the
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executed ratio reaches 100 % naturally once the redundant reads
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stop, which corroborates §7's framing (the block on `lite` is the
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model's re-read habit, not a gate or app defect). On the locked
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derived battery `turbo` fails only the *usage floor* condition (≥ 6/10
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turns with ≥ 1 emitted call: 5/10) — it answers the seeded read-target
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questions from context instead of making the (refusable) read call the
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trap design expects; accuracy on every call it does make is still
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100 %. The cost: **2–3× slower wall time** (105–135 s per full loop
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vs 43–55 s, with individual slow turns up to ~34 s).
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---
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---
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## 4. The copy levers (what you iterate)
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## 4. The copy levers (what you iterate)
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