How OneHood Actually Trades
A complete technical and product overview of the OneHood agent — how it thinks, how it trades, what separates each tier, and how to build on top of it.
One agent. Every strategy.
OneHood is an autonomous AI trading agent for tokenized stocks on Robinhood Chain. Unlike a robo-advisor that hands you a static allocation, or a signal service that leaves execution to you, OneHood does the whole job: it reads the market, decides, and places the trade — inside boundaries you set once and can change anytime.
Every account runs one core decision engine, but the engine itself scales with your subscription tier and the strategy mode you assign it. That means a single framework — not four separate products — powers day trading, swing trading, news trading, and macro positioning, each tuned by the same underlying intelligence.
How the agent trades
Every decision the agent makes moves through the same four-stage pipeline, end to end, without a human in the loop:
- 1
Ingest
Live price/volume data, order-flow, breaking news, filings, and macro releases are pulled continuously for every asset in your coverage.
- 2
Fuse
The Fusion Engine (see below) weighs technical structure against news sentiment and macro regime to produce a single confidence-scored signal per asset.
- 3
Size & Bound
The signal is passed through your risk profile — max position size, drawdown ceiling, leverage — before a trade is ever considered.
- 4
Execute
If the bounded signal clears the agent's confidence threshold, it places the trade on Robinhood Chain — entry, stop, and exit are all managed autonomously from there.
Every completed trade feeds back into the model as a labeled outcome — what worked, what didn't, and under what conditions — so the agent's weighting keeps adapting rather than running a fixed rulebook forever.
Agent tiers: accuracy scales with access
OneHood ships in three tiers. The strategy your agent runs doesn't change tier to tier — how deep, how fresh, and how wide its inputs are does. A higher tier means more retraining frequency, more data sources fused into every decision, and faster execution routing.
Scout
FreeFoundational signal access — a solid entry point to see the agent trade.
- Signal depth
- Technical analysis, retrained daily
- News input
- Headline-level sentiment
- Retraining
- Daily re-analysis
- Coverage
- Day & Swing modes
- Execution
- Standard execution queue
Operator
ProThe default for active users — deeper models, faster refresh, full mode access.
- Signal depth
- Technical + order-flow, retrained hourly
- News input
- Full earnings & filings NLP
- Retraining
- Hourly re-analysis
- Coverage
- All 4 strategy modes
- Execution
- Priority execution queue
Sentinel
EliteMaximum signal accuracy — continuous retraining across every data input we have.
- Signal depth
- Full Fusion Engine, streaming retrain
- News input
- Real-time news + macro regime detection
- Retraining
- Continuous, sub-minute
- Coverage
- All modes + custom weighting
- Execution
- Fastest execution routing + API access
Upgrading tier never changes what the agent is allowed to do with your money — your risk profile still governs that. It changes how sharp its judgment is going in.
Four strategy modes, one engine
Independent of tier, every agent is assigned a strategy mode — the timeframe and trigger style it trades on. You can change modes at any time; the Fusion Engine re-weights instantly.
Day Trading
Seconds to hours. Scalps intraday moves on momentum, RSI/MACD, VWAP, and order-flow imbalance.
Swing Trading
Days to weeks. Holds through noise while trend structure and volume profile stay intact.
News Trading
Event-driven. Parses earnings, filings, and headlines the instant they land and trades the reaction.
Macro Trading
Weeks to months. Positions around rates, CPI, Fed policy, and sector rotation.
The Fusion Engine
Every agent tier runs on the same core idea, weighted differently: technical structure alone is noisy, news alone is reactive, and macro alone is slow. None of them are reliable in isolation. The Fusion Engine is OneHood's proprietary layer that scores all three together into a single confidence number per asset, per moment — and it's the part of the system we don't publish the internals of.
What we can tell you: each tier runs its own fusion profile — a distinct weighting of technical indicators, sentiment scoring, and macro overlays, retrained at a frequency matched to that tier. Sentinel's profile isn't a "more of the same" version of Scout's; it's trained on a wider input set and re-balances its own weights continuously as conditions shift, rather than on a fixed schedule.
This is deliberately the one part of OneHood that stays a black box. Publishing the exact weighting would let it be reverse-engineered and arbitraged against — so, like any quantitative trading desk, we keep the fusion logic private while keeping every trade it produces fully visible to you in the dashboard.
Risk & guardrails
A confident signal is never enough on its own — every trade is capped by the risk profile you choose, enforced independently of the Fusion Engine's output:
Conservative
Small position sizes, tight drawdown ceiling, no leverage.
Balanced
Moderate sizing and drawdown tolerance, light leverage.
Aggressive
Larger sizing and drawdown tolerance, higher leverage cap.
On top of your chosen profile, every account carries hard circuit breakers: a per-trade stop-loss, a daily loss limit that pauses the agent for the rest of the session if breached, and a manual override that lets you pause or fully stop trading instantly from the dashboard.
OneHood API
Everything the agent can do in the dashboard is also available programmatically. The API is REST + a WebSocket stream, authenticated with a per-account API key available on the Operator and Sentinel tiers.
Example — fetch the latest fused signal for a symbol:
curl https://api.onehood.xyz/v1/signals/NVDAx \
-H "Authorization: Bearer $ONEHOOD_API_KEY"{
"symbol": "NVDAx",
"signal": "bullish",
"confidence": 0.78,
"factors": {
"technical": "momentum breakout, RSI 61",
"news": "positive earnings revision",
"macro": "neutral"
},
"tier": "operator",
"generated_at": "2026-07-21T14:02:11Z"
}Rate limits and available endpoints scale with your tier — Sentinel accounts get the highest request ceiling and the only access to the live WebSocket stream.
Security & execution
Non-custodial
OneHood never holds your assets. The agent signs trades within permissions you grant your connected wallet.
Fully transparent trades
Every autonomous trade appears in your live activity feed the moment it executes — nothing happens off-screen.
Built on Robinhood Chain
Execution settles onchain, giving you a verifiable record independent of OneHood's own systems.
A third-party smart-contract audit is planned ahead of mainnet execution permissions going live broadly — audit reports will be published here and linked from the roadmap once complete.
Disclaimer
OneHood is experimental software that trades real assets autonomously. Nothing on this page or anywhere else on onehood.xyz is financial advice. Trading tokenized equities carries risk, including total loss of principal — past agent performance, whether shown in the dashboard or in marketing content, is not a guarantee of future results at any tier.
$1HOOD is a utility token used within the OneHood product and does not represent equity, a security, or a claim on any entity. You are responsible for understanding the risk profile you assign the agent and for the tax and regulatory obligations in your own jurisdiction.