docs(training): align cookbook docs and skill references#421

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chengxi/training-doc-skill-alignment

Commits on May 4, 2026

feat(rl): renderer-backed RL rollout helpers

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refactor(rl): move async loop to advanced/, trim redundant docs and tests

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refactor(rl): rollout/ package + always-required rollout_fn

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test(rl): drop redundant import-only example tests

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refactor(rl/examples): drop cached-dict pattern in _build_rollout_fn

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fix(rl/examples): build DeploymentSampler once, not per row

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refactor(rl): rename should_accept -> dynamic_filter

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refactor(rl): rename dynamic_filter -> dynamic_filter_accept

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revert(rl): restore rl_loop, igpo_loop, and pre-existing examples to main

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fix(multihop_qa): correct frozen_lake.masking import path

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fix(utils): restore render_messages_to_datums export

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fix(rl): debug fixes surfaced by qwen3p5-397b-a17b e2e run

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docs(training): align cookbook docs and skill references
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docs(training): fill remaining audit gaps in cookbook + skill references

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refactor(training): fold igpo recipe into async rl hooks
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