User Story:

As a form creator (Maya), in order to digitize a paper form without technical skills, I want to upload a PDF form and review the structured specs the system extracted from it

Preconditions:

• Maya is authenticated (Slice 1)
• PDF form available for upload

Acceptance Criteria:

• Upload page accepts PDF files
• System extracts structure from PDF and produces a DataCollectionSpec
• System generates a default FormSpec based on the extracted DataCollectionSpec
• Both specs are displayed in the catalog as browsable, reviewable content
• Maya can see what fields were extracted, their types, grouping, and conditions
• Maya can see the proposed form layout (pages, sections, delivery modes)
• Extracted specs are persisted as a FormProject in git
• Extraction errors or low-confidence fields are flagged for review
• Form projects are stored as bare git repos with version history
• Project detail page shows version history with commit-level snapshots
• Projects are publicly viewable at user-scoped URLs (/:owner/:slug)
• Mutations (delete, re-extract) are restricted to project owners via service-layer permission checks
• Authenticated users can fork projects they do not own
• User profile pages list a user’s projects at /:owner
• Git repository browsing (tree, blob, commits) available at GitHub-style URLs
• Read-only git clone served over HTTP
• Home page shows dashboard for authenticated users, landing page for anonymous visitors

Success Metrics:

• Extraction accuracy: percentage of fields correctly identified vs. source PDF
• Time from upload to reviewable spec < 30 seconds
• Establish baseline evaluation metrics for LLM extraction quality

Notes:

• First LLM integration point — uses Claude API (Opus/Sonnet baseline)
• LLM service uses strategy pattern: PdfExtractor interface with ApiPdfExtractor implementation
• Evaluation: compare extracted spec against manually-created ground truth for test PDFs
• Future experiments: alternative models, prompting strategies, chunking approaches
• Form projects stored as bare git repos at data/repos/<slug>.git
• ProjectService layer enforces ownership permissions; route handlers are thin wrappers
• GitHub-style URL structure: /:owner/:slug, /:owner/:slug/tree/:ref/*, /:owner/:slug/settings, etc.

Definition of Done:

• Acceptance criteria met
• Threat model updated – any new trust boundaries, data flows, or attack surfaces are reflected in catalog/architecture/threat-model.md
• Technical documentation updated – architecture docs and decisions are current
• LLM extraction service has interface abstraction (swappable implementations)
• At least one test PDF with ground truth for evaluation
• Tests pass
• Type checking passes
• CI pipeline green
• Deployed and demoable