docs: add training roadmap
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# ROADMAP
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## Committed
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- Minimal module layout + package stubs
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- One small utility
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- Plugin config helpers (training paths/resources + mounts)
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- Dataset registry indexing CLI
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- Resource indexing CLI
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## Planned
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- Local config template
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- Example generator
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- Validator base + initial validators (ASM/C++/KG/ASAR)
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- Generator base + one small generator
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- Training monitor schema validation
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## Ideas
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- Idea: Local validation hooks for training data
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- Idea: Minimal dataset manifest generator
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- Idea: Dataset manifest + QA summary reports
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- Idea: Lightweight training campaign runner (local-only)
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docs/TRAINING_ROADMAP.md
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docs/TRAINING_ROADMAP.md
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# TRAINING ROADMAP
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Scope: AFS Scawful training data pipelines and monitoring. Research-only.
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## Committed (exists now)
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- Dataset registry indexing (local)
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- Resource indexing (local)
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- Plugin config loader for training paths/resources
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## Planned (near-term)
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- Validator base + initial validators (ASM/C++/KG/ASAR)
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- Generator base + one small generator
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- Training monitor schema validation and config docs
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## Planned (mid-term)
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- Generator runner that produces dataset manifests
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- QA summary reports (counts, sizes, validation results)
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- Repeatable dataset build scripts (local-only)
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## Ideas (later)
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- Training campaign runner (batching + resume)
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- Per-generator metrics export (JSON)
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- Optional remote sync hooks (explicit opt-in, no auto-network)
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## Unknown / needs verification
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- Which generators can be safely generalized outside local workflows
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- Which validation checks are still useful vs legacy noise
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