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Merge branch 'develop' of ssh.gitlab.aws.dev:genaiic-reusable-assets/engagement-artifacts/genaiic-idp-accelerator into develop
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ADAPTIVE_EXTRACTION_GUIDE.md

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AmazonQ.md

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CHANGELOG.md

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- **Per-Class Extraction Model Override** — New JSON Schema extension allows overriding the global `extraction.model` on a per-document-class basis. Useful when certain document types benefit from a different model (e.g., a more powerful model for complex financial forms, a faster/cheaper model for simple documents). Classes without the extension continue to use the global default. Works with both traditional and agentic extraction modes. See `docs/extraction.md` — Per-Class Extraction Model Override section.
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- **IDP CLI `chat` Command & SDK `ChatOperation`** — Interactive Agent Companion Chat from the terminal and programmatic SDK access. Runs the same multi-agent orchestrator as the Web UI locally, with real-time streaming and multi-turn conversation support. Includes Analytics Agent, Error Analyzer Agent, and optionally Code Intelligence Agent (`--enable-code-intelligence`). Available as `idp-cli chat --stack-name <stack>` for interactive use, `--prompt` flag for single-shot scripting, and `client.chat.send_message()` in the Python SDK. See `docs/idp-cli.md#chat`.
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- **Chandra OCR Lambda Hook Sample** — New `GENAIIDP-chandra-ocr-hook` sample in `samples/lambda-hook-inference/` that integrates [Datalab Chandra OCR 2](https://github.com/datalab-to/chandra) with the LambdaHook feature for high-quality OCR. Supports 90+ languages, math, tables, forms, and handwriting. Uses the Datalab hosted async API (`/api/v1/convert`) with configurable output format (markdown/json/html) and conversion mode (fast/balanced/accurate). Includes standalone SAM template, local test script, and deployment instructions. See `docs/lambda-hook-inference.md` — Chandra OCR Integration section.
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- **Average Cost Per Page Metric** — Test results and test comparison views now display an "Avg Cost/Page" metric, calculated from total cost and page counts in the cost breakdown. Also included in CSV and JSON exports from the comparison view.

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