…okbook documentation

…publish to Hugging Face Hub

… to 100 samples, add life stage assignments, use multiple prompt variants, and push to Hugging Face Hub

…mization, reduced sample size, and simplified pipeline structure

…ec artifacts

- AGENTS.md/CLAUDE.md describe how agents work in this repo

- add commit, decide, glossary, log, and write-manual skills

- PRD, roadmap, changelog, decisions, stack, and tasks under docs-agents/

- add reasoning profiles for Mistral (magistral) and Ollama thinking models, mapping reasoning_effort with an allowlist escape hatch where LiteLLM needs it

- add per-provider capability resolvers and modality metadata (Gemini audio/video, Ollama image)

- convert chat messages to Responses API input items and build data URIs for raw base64 media

- fix rate-limit reservation, retry counting, and per-item batch retries; treat empty API keys as unset

- cover reasoning resolution/forwarding and isolate provider tests from env side effects

- 11 runnable scripts plus README covering prompts, batching, structured output, metadata, multimodal, and rate limiting

- 11 runnable scripts plus README, including reasoning and multimodal image input

- 11 runnable scripts plus README, including magistral reasoning via reasoning_effort

- 11 runnable scripts plus README for local Ollama, with first-class reasoning on thinking-capable models

- list the new openai/anthropic/mistral/ollama suites in the providers README

- ship sample_sunflower.jpg and send it as base64 so the request no longer depends on a routed provider fetching a remote URL

- record shipped capability-aware provider layer and example suites

- add launch checklist: pipeline execution correctness and architecture

- add provider hardening, tests, and launch documentation plan

- capture feature expansion (audio/file/image io) and long-term items

- enable reasoning_effort and supports_reasoning on GEMINI_CHAT

- forwarded natively for gemini/* (no allowlist); thinking=True maps to effort 'low'

- reliability: bounded retries, backoff growth, jitter range, timeout forwarding, RPM throttling, batch-retry ordering

- gemini: capability resolution, reasoning_effort forwarding, thinking=True defaults to low effort

- 11 scripts mirroring the other providers, plus README and sample image

- reasoning demos use native reasoning_effort; register gemini/ in providers index

- move reliability tests, gemini example suite, and first-class reasoning to Shipped

- update task list: gemini manual-test task added, roadmap tasks marked done