Migrate internal architecture docs to docs/internal
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# Audita Architecture
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# Moved: Internal Overview
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## Scope
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This document describes the production architecture implemented in this repository today.
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Implemented internal architecture docs now live in [`docs/internal/`](../internal/).
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Audita is a single-process Go CLI that:
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- loads effective runtime configuration;
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- reads transcript and glossary inputs;
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- normalizes and sections transcripts;
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- runs a built-in module pipeline with validator chains;
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- writes transcript output and run diagnostics.
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## Runtime entrypoints
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Primary CLI commands:
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- `audita process <transcript.json> --glossary <glossary.yaml> [flags]`
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- `audita config validate --config <config.yml>`
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- `audita config print-effective [--config <config.yml>]`
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Command ownership lives in `internal/cli/run.go`.
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## Configuration model
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`internal/core/config` owns defaults, file parsing, environment overrides, CLI overrides, and validation.
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Effective-config loading for `process` and `config print-effective` is centralized in:
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- `ResolveConfigPath`
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- `LoadEffectiveConfig`
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Effective precedence for `audita process`:
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1. defaults
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2. config file
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3. environment overrides
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4. CLI overrides
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`audita config validate` is intentionally file-only validation:
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- load versioned file;
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- apply onto defaults;
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- validate;
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- do not apply environment overrides.
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Supported module and output-schema keys are validated through shared catalogs:
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- module keys: `internal/core/modulecatalog`
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- output schemas: `internal/core/outputschema`
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## Pipeline and module orchestration
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The built-in module sequence is configured in runtime config and executed by `internal/framework/runner` through resolved module specs.
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Current default sequence:
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- `glossary`
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- `homophones`
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- `glossary`
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- `spoken_word`
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- `grammar`
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Execution behavior:
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- modules execute serially over the working transcript;
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- section proposal work can run concurrently within a module;
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- validator execution happens on generated proposals before application;
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- approved proposals are applied once per module in deterministic proposal-index order.
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Production modules remain separate packages:
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- `internal/modules/glossary`
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- `internal/modules/homophones`
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- `internal/modules/spoken_word`
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- `internal/modules/grammar`
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## Proposal generation and prompt context
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Shared proposal plumbing is centralized in `internal/framework/proposal_generation`.
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Module packages provide:
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- module identity and replacement policy;
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- module-specific prompt message building;
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- built-in validator chain selection.
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Shared prompt payload helpers are in `internal/framework/promptcontext`.
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## Validator architecture
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Built-in validator construction and chain composition live in `internal/validators`.
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Shared validator runtime mechanics live in `internal/framework/validators`.
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Execution class metadata (deterministic vs LLM-backed) is centralized in `internal/validators/metadata` and used for ordering and reporting classification.
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## Structured LLM boundary
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All production LLM calls go through the internal contract:
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- `contracts.StructuredLLMClient`
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- `CompleteStructured(ctx, req, out)`
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The OpenAI-compatible HTTP adapter is implemented in `internal/framework/llm`.
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Structured response schemas are registered in `internal/framework/responseschema` and attached to requests via `response_format` metadata.
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Malformed structured-output detection is centralized in `internal/framework/structuredoutput` and reused by proposal generation and validator execution so downgrade behavior stays consistent.
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## Stage naming and diagnostics metadata
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Diagnostics stage naming is centralized in `internal/framework/stagename`:
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- module proposal stage names;
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- proposal-generation stage names;
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- validator batch stage names.
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Prompt metadata and response-schema metadata each expose canonical diagnostics maps via:
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- `prompts.Metadata.DiagnosticsMap()`
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- `responseschema.Schema.DiagnosticsMap()`
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## Diagnostics and reporting
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Run-directory artifacts are owned by `internal/core/diagnostics`.
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Stable artifact names are centralized constants (for example transcript artifacts, `invocation.json`, `effective-config.json`, `utilization-diagnostics.json`, `correction-ledger.json`, `report.json`, `error.log`).
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Report diagnostics path metadata is constructed through `BuildDiagnosticsMetadata`, which keeps run-directory artifact references consistent between success and failure reports.
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## Secret redaction
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Redaction responsibilities are split by concern:
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- structural config redaction: `config.Config.Redacted()`
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- byte/string payload redaction for diagnostics and surfaced errors: framework redaction utilities.
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Configured LLM secret extraction is centralized in `llm.ConfiguredSecrets(cfg)` and reused across proposal and validator diagnostics paths.
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## Output contracts
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Transcript output schema selection is owned by `internal/core/outputschema`.
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Supported schemas:
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- `bare-segments`
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- `audita-v1`
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Unknown schema keys fail validation and runtime resolution.
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## Key package map
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Core packages:
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- `internal/core/config`
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- `internal/core/schema`
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- `internal/core/normalization`
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- `internal/core/chunking`
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- `internal/core/diagnostics`
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- `internal/core/reporting`
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- `internal/core/modulecatalog`
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- `internal/core/outputschema`
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Framework packages:
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- `internal/framework/contracts`
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- `internal/framework/proposals`
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- `internal/framework/proposal_generation`
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- `internal/framework/promptcontext`
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- `internal/framework/runner`
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- `internal/framework/validators`
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- `internal/framework/llm`
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- `internal/framework/responseschema`
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- `internal/framework/stagename`
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- `internal/framework/structuredoutput`
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Domain packages:
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- `internal/modules/*`
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- `internal/validators/*`
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- `internal/prompts`
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Start with [`docs/internal/overview.md`](../internal/overview.md).
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