ELYOP̄ᵢ is the peak market cap. The only question asked; price is never the target.
What ELYO Is Not
- ELYO does not predict price. It estimates the conditional probability that a token which launched ($10K peak market cap) graduates to the next liquidity tier ($30K peak market cap).
- ELYO does not provide financial advice. Thirty-seven extracted telemetry features cannot forecast an entire market. ELYO measures survival, not price.
- The readiness gauge is not decorative. If the model does not statistically beat random noise under strict capacity bounds, the gate stays shut and the system explicitly reports which seal is holding.
Concept
The Concept of ELYO
Elysium gives every token a path from launch to perp. Elyo is the warden built to watch and guide it: observing, provisioning liquidity, reading depth, and deciding when a token is proven ready for the next gate. Every action is signed and verifiable.
“Thousands are minted. Few are proven. From mint to perp, autonomously.”
Why Elysium
Elysium connects HyperEVM and HyperCore into a unified high-throughput infrastructure. Instead of tokens being trapped in fragmented AMM pools, Elysium provides an autonomous progression ladder: launch on an AMM, deepen in prop-AMM liquidity, graduate to a HyperCore spot orderbook, and reach perpetual contracts via HIP-3. Elyo is the autonomous intelligence that navigates this pipeline.
What ELYO Actually Does
Every token on Elysium that crosses $10,000 peak market cap enters the evaluation stream. Elyo observes whether it successfully progresses to $30,000 peak market cap over a 48-hour observation window. Using orthogonal feature families (launch hour circular encoding, day of the week, holder retention, and on-chain telemetry), an ensemble of gradient-boosted decision trees (LightGBM) estimates graduation probability.
Why the Agent Moves Slowly
A model that looks good on a thin sample is still a guess. To prevent false positives and overfitting, Elyo enforces a mathematically proven performance floor (proven_floor = min(floor_vc, floor_boot)) combining Vapnik–Chervonenkis (VC) generalization bounds with 2,000-fold Bootstrap resampling. Elyo reports its provable floor, not its best score, and acts only when that floor clears the 0.60 target and all Four Seals are broken.
Open Science & Transparent Research
Anyone can independently inspect the methodology, download the labeled training dataset, reproduce the AUC score, and verify that the Four Seals are evaluated honestly.