generated from john/python-template
V4.1 major revision to docs. Removed all obsolete documents, updated v4.2 implementation scope and plan.
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@@ -4,15 +4,40 @@ This document describes the production architecture of the document transcriptio
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## Architecture Objectives
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- Preserve original source material and immutable machine transcription output.
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- Preserve original source material, per-execution machine output, and separate human revision.
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- Support batching one or more images into ordered multi-page documents.
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- Capture complete submission-time prompt provenance and per-page provider response evidence.
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- Capture submission-time prompt provenance and a per-page OpenRouter SDK response snapshot.
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- Execute page transcription concurrently with bounded `asyncio` workers.
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- Maintain relational portability across SQLite and PostgreSQL.
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- Keep operator workflows cross-platform and Python-driven.
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- Support many-to-many document-person relationships with extensible roles.
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- Support registry-driven document type classification.
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## Core Capabilities
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- Ingest one or more images into sequential `Source` pages under a `Document`.
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- Execute asynchronous vision transcription with bounded worker concurrency.
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- Preserve original source files with SHA-256 digests and byte sizes.
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- Freeze prompt text, prompt hash, model, and explicitly configured sampling parameters on each `Job`.
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- Preserve page-level machine output, normalized metadata, and an SDK-serialized OpenRouter response snapshot on `JobSource`.
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- Organize historical `Person` records through many-to-many Document relationships and extensible roles.
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- Classify Documents through a registry with stable type codes.
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- Maintain human revision separately from machine-generated text.
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- Isolate page failures so multi-page jobs can complete with partial success.
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- Operate across supported platforms through Python-based application and maintenance tooling.
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V4.2 extends this baseline with exact OpenRouter transport evidence and provider-neutral derived-artifact provenance. See the [V4.2 Scope Boundary](../ver4.2/scope_boundary_v4_2.md).
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## Technical Stack
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- **Runtime:** Python 3.12 or later.
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- **Web application:** FastAPI and NiceGUI.
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- **Persistence:** SQLModel and SQLAlchemy, with SQLite and PostgreSQL support.
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- **Validation and settings:** Pydantic V2 and pydantic-settings.
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- **Concurrency:** Python `asyncio` workers.
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- **Vision integration:** OpenRouter through the application's provider adapter.
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- **Testing and quality:** pytest, pytest-asyncio, Ruff, and ty.
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## Runtime Topology
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The runtime operates as an asynchronous Python application:
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@@ -110,7 +135,7 @@ Responsibilities:
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1. User uploads one or more images for a `Document`.
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2. System stores files, hashes them, creates ordered `Source` rows, and creates a `Job`.
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3. Worker claims the job, marks it `processing`, and executes page calls concurrently.
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4. Each page writes a `JobSource` result with raw output, metadata, and full provider response evidence.
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4. Each page writes a `JobSource` result with machine output, normalized metadata, and an SDK-serialized OpenRouter response snapshot.
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5. Aggregate status becomes `completed`, `partial_success`, or `failed`.
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### 2. Document-Person Relationship Management
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@@ -128,12 +153,13 @@ Responsibilities:
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3. Persistence stores the `document_type_id` reference.
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4. Inactive types remain valid for historical rows but are excluded from default selectors.
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## Domain Invariants
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## V4 Domain Rules
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- `Source.raw_transcription` stores immutable machine output.
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- `JobSource.raw_transcription` preserves page output for its Job execution.
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- `Source.raw_transcription` is the latest-success machine-output projection for a page.
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- Human corrections occur only in `Source.revised_text`.
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- Prompt and parameter provenance is frozen on `Job` at submission time.
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- Provider output evidence is stored on `JobSource` for each page execution.
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- The SDK-serialized OpenRouter response snapshot is stored on `JobSource` for each successful page execution.
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- `DocumentPerson` links are unique for `(document_id, person_id, role_id)`.
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- Relationship mutations are deterministic and set-based.
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- `DocumentType.code` is stable; `DocumentType.label` may evolve.
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@@ -158,3 +184,5 @@ Responsibilities:
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- [System Requirements](requirements_v4.md)
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- [Data Model](schema_v4.md)
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- [Error Handling Policy](error_handling_v4.md)
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- [Error Handling Invariant](../invariant/error_handling.md)
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- [Digital Evidence and AI Processing Provenance](../invariant/ai_evidence_and_provenance.md)
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