Agent-Based Infrastructure for Verifiable Scientific Visualization
Figures you can trust, trace, and reuse.
Most scientific figures today are just pixels—no audit trail, no metadata, and no reproducibility.
SciGraphOS transforms visual outputs into verifiable, self-contained records backed by modular AI agents and cryptographic provenance.
It’s not just a chart. It’s structured, reproducible evidence.
In internal testing, SciGraphOS reduced figure-prep time from 3–6 hours to under 3 minutes, while preserving full traceability from raw dataset to final chart.
Scientific figures are central to:
- Research transparency
- Peer review
- Regulatory filings
Yet today:
- 52% of biomedical findings are not reproducible ([Amgen/Bayer studies])
- No visual audit trails
- No link to data or methods
- No accountability
Researchers don’t just need visuals—they need proof.
SciGraphOS is built as a modular, agent-based system, where each agent performs a deterministic task and logs all actions by design.
ChartGen Agent– Generates context-aware figuresStatsCheck Agent– Verifies statistical soundnessQA Agent– Ensures formatting and accessibilityProvenance Agent– Embeds metadata and hashesGovernance Agent– Handles permissions, reviews, and approvals
Each figure is anchored on-chain, making it cryptographically verifiable and permanently attributable.
| Feature | Description |
|---|---|
| 🔐 Verifiable by Default | Embedded metadata + on-chain hashes = born traceable |
| 🤖 Agent-Driven Workflow | Modular AI agents handle generation, QA, and governance |
| ⚡️ High Efficiency | Prep time drops from 3–6 hours → under 3 minutes |
| 📜 Audit-Ready & Compliant | 21 CFR Part 11-ready, with timestamped trails and tamper-proof logs |
| 🔗 Attribution Layer | Figures are citable, reusable, and anchored to creator identity on-chain |
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🧬 Bioinformatics & Single-cell Analysis
Generate UMAPs, volcano plots, and heatmaps in minutes—with embedded logic and traceable lineage. -
🏥 Multi-Institutional Trials
Sites don’t share raw data. Each runs the same agent stack, anchoring results to a shared ledger. -
📑 Regulatory Filings (FDA, EMA)
Meet compliance standards with audit-ready visuals and cryptographic proof of origin. -
🌐 Open Science & Attribution
Make your figures citable assets. Track reuse and receive on-chain credit.
Figures are the visual language of science—but today, they’re disconnected from the truth they claim to represent.
With SciGraphOS:
- ✅ You don’t need to rerun the code
- ✅ You don’t need the raw data
- ✅ You just follow the cryptographic trail
SciGraphOS turns figures into proofs.
- CLI and Jupyter integration
.sgosexport format (SVG + Metadata Bundle)- On-chain registry and attribution explorer
- Public beta for academic and biotech users
Built by scientists, for science.
SciGraphOS is not just a tool—it's a credibility layer for computational research.