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* docs: tighten agent/review policy for reasoning_options and base_model Stop agents defaulting OpenAI gateways to empty reasoning_options from uncertainty; baseline effort is low/medium/high from upstream/peers. Clarify budget_tokens as narrow/legacy and require override-only base_model. * docs: rewrite AGENTS.md as catalog-only guide Drop JS/code-style noise. Focus on lab models vs providers, base_model (create models/ when missing), override-only hosts, logos, costs, and reasoning_options. * docs: fix model field required/optional guidance in AGENTS.md description is required; prefer cost.tiers over legacy context_over_200k; split strongly recommended (family, knowledge) from truly optional (status). * docs: clarify none-vs-toggle and require toggle wire comments Effort with none plus graded levels must not also claim toggle. Binary off may use toggle with a leading top-of-file wire-path comment. * docs: align reviewer/fixer with create-models-if-missing base_model rule Subagent review: bots still used the weak 'base_model only if models/ exists' wording. Bind create-lab-entry + override-only; fix stale section refs, README effort example, and required logo label. * docs: fix toggle+effort coexistence and lab inheritance requirements Allow toggle beside graded effort when off is a separate wire control; forbid only toggle+effort when none is already an effort value. Require complete lab models/ files for base_model inheritance; mark interleaved as provider-only. * docs: resolve reasoning policy contradictions in one pass Classify hosts by lab vs multi-model relay (not npm). Baseline is the underlying model's native/peer option set, not fixed L/M/H. Fix examples to match DeepSeek and Alibaba wire paths; align skill, reviewer, fixer. * docs: fix opus-4.6 example options and OpenRouter path README base_model snippet matches lab effort+budget; AGENTS table uses real openrouter claude-opus-4.6.toml filename.