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ENTRO-EVO VERSIONS COMPARISON REPORT
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Date: 2026-04-08

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SUMMARY TABLE
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Version | Final PSI | Weight Balance | K     | Status
--------|-----------|----------------|-------|----------
v5.1    | 0.246     | [0.38,0.22,0.40] | 0.73  | ✅ BEST COMPROMISE
v7.0    | 0.697     | [0.33,0.33,0.34] | 0.20  | ✅ BEST BALANCE
v11.0   | 0.075     | [0.02,0.02,0.97] | N/A   | ✅ BEST PSI

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TRADE-OFF ANALYSIS
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What works for PSI → kills weight balance (v11.0)
What works for balance → kills PSI convergence (v7.0)
What compromises → moderate both (v5.1)

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KEY INSIGHTS
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1. Temperature annealing (v11.0) is effective for target convergence
2. Softmax normalization (v7.0) is effective for weight balance
3. Combining both is the challenge for v12.0

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RECOMMENDATIONS FOR v12.0
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1. Keep temperature dynamics from v11.0
2. Keep softmax or anti-dominance from v7.0
3. Add explicit penalty on single-factor dominance
4. Introduce spike prediction layer

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Report generated: 2026-04-08
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