Anyone can claim their model saw it coming. Forecastr makes it undeniable.
Every prediction gets an RFC 3161 timestamp before the outcome is known — cryptographically bound, tamper-proof, independently verifiable with openssl. No trust required.
Bring any model. The immutability layer stays the same.
Once anchored, no one can alter what was predicted or when. Every step is independently verifiable — no trust in Forecastr required, only in math.
TimesFM 2.5 runs deterministically. Seed=42, CPU-only, linux/amd64. Same input always yields the same output hash.
result_hash = SHA256(input_hash + model_hash + output). Stored in SQLite before outcome is known.
Daily Merkle-root over all commitments. One hash represents all 64 forecasts from that day.
Merkle-root submitted to FreeTSA. TSR token signed by trusted authority. Verifiable via openssl.
TSR tokens committed to Git. Forecast hashes via /verify endpoint. Anyone can reproduce verification independently.
Tested end-to-end on VAGAChain Devnet (April 2026). Every step cryptographically verifiable. No manual intervention, no intermediary.
A real hash from April 6, 2026 — Brent Crude, anchored at 02:17 UTC before markets opened. This record cannot be altered. Verify it yourself.
TimesFM, Chronos, your own fine-tuned model — it does not matter. The proof chain, timestamp, and on-chain settlement layer works the same regardless of what runs the inference.
Use any forecast model to generate predictions, then commit them on-chain as binding SLA conditions via VAGAChain. Escrow releases automatically when MAPE threshold is met — no intermediary, no manual settlement.
Run your own model or use ours. Every prediction gets an RFC 3161 timestamp before the outcome is known — independently verifiable with openssl. Your track record becomes cryptographically auditable.
Built a better forecasting model? Forecastr gives you the infrastructure to prove it — publicly, verifiably, before outcomes are known. No cherry-picked backtests. The record speaks for itself.
We run TimesFM 2.5 on 32 assets daily. Not to sell the model — to show the full pipeline end-to-end. Every hash is timestamped, every expiry auto-evaluated. Plug in a better model and nothing changes except the inference step.
DeFi TVL validated. Energy, macro, commodity ground truth collecting since April 6.
| Asset | 7d MAPE | 30d MAPE | Status |
|---|---|---|---|
| Aave TVL | 6.1% | 9.9% | ✓ go |
| Uniswap TVL | 4.8% | 15.4% | ✓ go |
| Lido TVL | 5.4% | 13.3% | ✓ go |
| MakerDAO TVL | 5.5% | 8.6% | ✓ go |
| Brent Crude | Apr 13 | ~May | collecting |
| TTF Natural Gas | Apr 13 | ~May | collecting |
| S&P 500 | Apr 13 | ~May | collecting |
| US CPI (FRED) | Apr 13 | ~May | collecting |
The same API handles forecast submission, cryptographic verification, and accuracy tracking. Bring your own model output or use the built-in TimesFM pipeline.
Verify any forecast hash against its RFC 3161 TSR token. Reproducible externally with openssl — no trust required.
Auto-evaluated MAPE/MAE/RMSE as ground truth arrives. Public record builds automatically — not curated, not cherry-picked.
Run inference via the built-in TimesFM pipeline or submit your own model output. Same proof chain applies either way.
From Devnet to production
SLA settlement verified on Devnet. Production launch tied to SYNNQ infrastructure going live. The pipeline is ready.
Beyond CSV upload
Connect your own data source directly — internal metrics, proprietary feeds, non-standard cadences. Full proof chain applies.
Accuracy record, open to everyone
All tracked assets ranked by live MAPE as ground truth accumulates. No curation, no cherry-picking.
Any model, same proof chain
The validation and timestamping layer is designed to work with any foundation model. Whoever builds the best model still needs a proof layer.
Flat tiers, no request counting, no overage invoices. API key gated. Cancel any time.