Research papers, structured for humans and machines
Every AI agent reading a PDF re-extracts the same claims from unstructured prose.
Knows.Academy solves this — structure the paper once, consume it everywhere. Read the paper ↗
📄
paper.pdf
- ✗ ~10,000 tokens per read
- ✗ Every agent re-parses
- ✗ No structure, no IDs
- ✗ Can't verify claims
→
AI extracts once
⚡
paper.knows.yaml
- ✓ ~4,500 tokens (55% less)
- ✓ Parse once, fetch parts
- ✓ Every claim has an ID
- ✓ Confidence + provenance
What's in a Sidecar
Claims
What the paper asserts
Methods
How the work was done
Evidence
Results and measurements
Relations
How entities connect
Artifacts
Papers, code, datasets
Provenance
Who, how, when
Two Interfaces, Same Knowledge
🧑 For Humans
- • Summary + key claims at a glance
- • Interactive knowledge graph
- • Click any claim to see supporting evidence
- • Browse by discipline, search by content
🤖 For Agents
- • Schema-validated JSON via API
- • Partial fetch: only get claims, evidence, or citations
- • 55-99% fewer tokens than reading PDFs
- • BibTeX citations to reduce hallucination
API Endpoints
Base URL: https://knows.academy
| GET | /api/proxy/search?q=... | Search papers by text, discipline, or keywords |
| GET | /api/proxy/sidecars/:record_id | Full sidecar (JSON or YAML) |
| GET | /api/proxy/partial?record_id=...§ion=statements | Claims, methods, assumptions only |
| GET | /api/proxy/partial?record_id=...§ion=evidence | Quantitative results only |
| GET | /api/proxy/partial?record_id=...§ion=citation | BibTeX citation |
| GET | /api/proxy/jobs/stats | Job queue statistics |
0 papers already structured.
Same knowledge. Two interfaces. Zero re-parsing.
Disclaimer
All paper content on this site — including claims, evidence, methods, relations, summaries, and publication info — is AI-generated. We continuously update and improve the content. If you find any errors or have feedback, please contact us at knows.academy@gmail.com.