Overview

Each market's live price and the current stance of every agent hired there. This is the whole team's opinion before a trade fires — green wants long, red wants short, grey is standing by. A market trades when its agents agree and a setup triggers.

For each market the brain fuses the hired team's stance, agent quality & live trust, the continuously-learned model, the live order book, and the regime into one conviction score in −1…+1. The bar shows direction and strength; the breakdown shows exactly what each source contributed. A trade opens only when conviction clears the gate AND enough sources agree — otherwise it stands aside. No black box.

The always-on learner scores every formula and agent's directional call on each new closed bar, whether or not it is trading, and keeps a live hit-rate that never goes stale. Agents proven accurate here get more size; currently-wrong ones get less. ~0.50 = coin-flip; a sustained >0.52 over a large sample is a real live edge.

This replays the entire integrated system — filtered agents, conviction fusion, the continuously-learned model, gates, confidence sizing, and every exit rule — over two years of unseen data, with real Binance fees and funding charged. It is the honest measure of whether the whole brain, not just its parts, makes money. Order-book confirmation is excluded (no historical depth), so the live system has one extra edge this test doesn't.

Connect Binance so the desk can read your account and (once you enable live) trade. Keys are stored outside the project folder, owner-only, and never shown again. Give the key IP-restricted, futures-trade, withdrawals-DISABLED permissions.

Connect Hyperliquid for cross-venue signals and (once you enable live) testnet/mainnet trading. Use an agent/API wallet key (it can trade but cannot withdraw). Stored outside the project folder, owner-only, never shown again.

The live executor is safe by construction: real orders require every gate below to be set as an environment variable on the server — nothing trades real money by accident. Both venue balances are read-only here.

To arm live on the server: AITHIROX_LIVE=1 (arm), AITHIROX_VENUE_NET=main (mainnet vs testnet), AITHIROX_SEND=1 (actually send). Per-order cap and daily-loss auto-disarm always apply.

Six markets of Binance futures data — perpetual klines, funding, premium index, basis — pass cleaning and gap checks, then 118 causal formulas, then triple-barrier labels. Thirteen hand-built agents plus factory-invented ones are each tested in walk-forward simulation with real fees, slippage, and 8-hour funding flows.

An agent is hired only if its out-of-sample profit factor and Sharpe clear the bar and a 2,000-sample bootstrap can't distinguish its profit from luck (p ≤ 0.10). Survivors face cost-shock and random-walk torture before any capital. Paper trading mirrors the simulator exactly — same fills, fees, funding, and leverage rules.

Nothing here is a placeholder. Every figure is measured out-of-sample; every model on disk is genuinely trained; the equity moves with the real market. When something can't be proven, it isn't hired — and that discipline is why this exists.