Objective\nAdd a compliant, local-first content bootstrap system so users can quickly start GS360 with high-quality study material, plus a maintainable current-affairs ingestion pipeline.\n\n## Scope\n1. Starter notebook/content packs auto-download on first setup\n2. Include NCERT/public-domain/open-license sources and user-provided standard books\n3. Manifest-driven downloader with checksums and license metadata\n4. Local indexing/ingestion into GS360 knowledge bases\n5. Current-affairs ingestion pipeline with source connectors\n6. UPSC-focused summarization + tagging + dedupe\n\n## Compliance Guardrails\n- Do not bundle copyrighted premium content in repo\n- Keep only source manifests/metadata in Git\n- Prefer RSS/APIs/officially allowed endpoints\n- Add source-level policy controls and citation metadata\n\n## Deliverables\n- content manifest schema\n- starter pack downloader + validator + indexer\n- current affairs connector framework\n- daily scheduler job\n- dedupe + freshness scoring\n- source/citation tracking\n\n## Suggested Milestones\n- Week A: Manifest + downloader + integrity checks\n- Week B: Local indexing + one-command bootstrap\n- Week C: Current-affairs connector + normalization\n- Week D: Summarization/tagging + scheduler + QA\n\n## Acceptance Criteria\n- Fresh local install can run one command and get starter knowledge ready\n- Chat answers reference ingested source metadata\n- Daily current-affairs sync runs locally and appends to knowledge base\n- Pipeline is resilient to source failures and retries safely\n\n## Dependencies\n- Existing GS360 ingestion scripts\n- Knowledge base manager + embeddings\n- Config for source policies and schedules\n\n## Labels\nroadmap, content, ingestion, current-affairs, post-v1\n Reactions are currently unavailable 
Objective\nAdd a compliant, local-first content bootstrap system so users can quickly start GS360 with high-quality study material, plus a maintainable current-affairs ingestion pipeline.\n\n## Scope\n1. Starter notebook/content packs auto-download on first setup\n2. Include NCERT/public-domain/open-license sources and user-provided standard books\n3. Manifest-driven downloader with checksums and license metadata\n4. Local indexing/ingestion into GS360 knowledge bases\n5. Current-affairs ingestion pipeline with source connectors\n6. UPSC-focused summarization + tagging + dedupe\n\n## Compliance Guardrails\n- Do not bundle copyrighted premium content in repo\n- Keep only source manifests/metadata in Git\n- Prefer RSS/APIs/officially allowed endpoints\n- Add source-level policy controls and citation metadata\n\n## Deliverables\n- content manifest schema\n- starter pack downloader + validator + indexer\n- current affairs connector framework\n- daily scheduler job\n- dedupe + freshness scoring\n- source/citation tracking\n\n## Suggested Milestones\n- Week A: Manifest + downloader + integrity checks\n- Week B: Local indexing + one-command bootstrap\n- Week C: Current-affairs connector + normalization\n- Week D: Summarization/tagging + scheduler + QA\n\n## Acceptance Criteria\n- Fresh local install can run one command and get starter knowledge ready\n- Chat answers reference ingested source metadata\n- Daily current-affairs sync runs locally and appends to knowledge base\n- Pipeline is resilient to source failures and retries safely\n\n## Dependencies\n- Existing GS360 ingestion scripts\n- Knowledge base manager + embeddings\n- Config for source policies and schedules\n\n## Labels\nroadmap, content, ingestion, current-affairs, post-v1\n