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feat(active_inference): bind EFE decomposition into the manuscript (Layer 3)#21

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docxology merged 1 commit into
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improve/ai-efe-manuscript
Jun 5, 2026
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feat(active_inference): bind EFE decomposition into the manuscript (Layer 3)#21
docxology merged 1 commit into
mainfrom
improve/ai-efe-manuscript

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Completes the Expected Free Energy addition (after #19 science + #20 figure) by narrating it as a machine-verified result. Hydrated tokens (computed from the T-maze model) + a Results paragraph reporting G = risk + ambiguity = -(pragmatic + epistemic), citing the now-section-bound figure. Honestly notes epistemic value is zero here because the start state is known — reinforcing the template's 'too-small toy' framing. Full suite 286/287, 90.3%; manuscript hydration + sheaf + token gates green.

Complete the EFE addition (Layers 1-2 added the closed-form decomposition + figure)
by narrating it as a machine-verified result, per the template's discipline.

- variables.py: hydrated tokens (efe_minimizing_policy/total, risk/ambiguity/
  pragmatic/epistemic at the minimiser, identity residual) computed directly from
  the T-maze model (deterministic).
- figures.yaml: bind efe_decomposition into section_figures.results_si_tmaze so the
  figure auto-embeds in the composed manuscript.
- results_si_tmaze prose: a paragraph reporting G = risk + ambiguity = -(pragmatic
  + epistemic), citing [@fig:efe_decomposition]. Notes that epistemic value is zero
  here because the start state is known -- reinforcing the 'deliberately too small'
  framing and motivating the survey's cue-T-maze follow-on.

Full active_inference suite 286/287, 90.3%; manuscript hydration + sheaf coverage +
token resolution all green; ruff/mypy clean.
@docxology docxology merged commit 1398cdc into main Jun 5, 2026
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@docxology docxology deleted the improve/ai-efe-manuscript branch June 6, 2026 05:02
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