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docs: Bring Your Own Likelihood (BYOL) headings and link to the assistant BYOL mode - #1604

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Jammy2211 merged 1 commit into
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feature/byol-mode
Sep 10, 2026
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Jammy2211 merged 1 commit into
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feature/byol-mode

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Summary

Docs-only companion to PyAutoLabs/autofit_assistant#40 (BYOL mode). The sections carrying the published Bring Your Own Likelihood prompt are retitled Bring Your Own Likelihood (BYOL) on README.md and docs/overview/quick_start.md, each gaining one paragraph saying the assistant answers the prompt with its BYOL mode (modes/byol.md) — you bring the likelihood, the assistant brings the inference — and the Natural Language page's "use my existing likelihood code" pointer names the mode. No prompt text changed (the blocks are mirrored word-for-word in the assistant README).

API Changes

None — documentation only.

Test Plan

  • git diff --stat touches only README.md and docs/overview/*.md
  • Sphinx HTML build warning count equals docs/sphinx_warning_baseline.txt
  • BYOL prompt blocks byte-identical before/after
Full API Changes (for automation & release notes)

Removed

  • none

Added

  • none (documentation only)

Migration

  • none

Companion: PyAutoLabs/autofit_assistant#40 — library-first, this PR merges first.

Generated by the PyAutoLabs agent workflow.

🤖 Generated with Claude Code

https://claude.ai/code/session_01BrGfrSxV9xoqCa4v1p9hix

…istant's BYOL mode

The README and Quick Start sections that carry the published "Set up PyAutoFit
with my existing science project" prompt are now titled "Bring Your Own
Likelihood (BYOL)" and say that the autofit_assistant answers the prompt with
its BYOL mode (modes/byol.md): it reads the user's code and restates what the
likelihood scores, composes a model with priors chosen with the user, wraps
and validates the function unchanged, recommends a search, and runs nothing
until the go-ahead. The Natural Language page's "use my existing likelihood
code" pointer names the same mode. Prompt text unchanged everywhere.

Refs PyAutoLabs/autofit_assistant#40

Co-Authored-By: Claude Fable 5.1 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01BrGfrSxV9xoqCa4v1p9hix
@Jammy2211 Jammy2211 added the pending-release PR queued for the next release build label Sep 10, 2026
@Jammy2211

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Companion assistant PR (merges after this one): PyAutoLabs/autofit_assistant#41

@Jammy2211
Jammy2211 merged commit 1b7c1c9 into main Sep 10, 2026
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@Jammy2211
Jammy2211 deleted the feature/byol-mode branch September 10, 2026 21:14
@Jammy2211 Jammy2211 removed the pending-release PR queued for the next release build label Sep 26, 2026
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