Documentation

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.

01 — Overview

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.

02 — Mechanics

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. 1

    Ingest

    Live price/volume data, order-flow, breaking news, filings, and macro releases are pulled continuously for every asset in your coverage.

  2. 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. 3

    Size & Bound

    The signal is passed through your risk profile — max position size, drawdown ceiling, leverage — before a trade is ever considered.

  4. 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.

03 — Subscription

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

Free

Foundational 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

Pro

The 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

Elite

Maximum 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.

04 — Modes

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.

05 — Proprietary

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.

06 — Safety

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.

07 — Developers

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.

GET/v1/agentsList available agent tiers and strategy modes on your account.
GET/v1/signals/{symbol}Latest fused signal for a tokenized asset — direction, confidence, contributing factors.
POST/v1/executeSubmit an agent-guided trade for execution on Robinhood Chain.
GET/v1/portfolioCurrent holdings, performance, and agent activity log.
GET/v1/streamWebSocket — live signal and trade-execution feed.

Example — fetch the latest fused signal for a symbol:

Request
curl https://api.onehood.xyz/v1/signals/NVDAx \
  -H "Authorization: Bearer $ONEHOOD_API_KEY"
Response
{
  "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.

08 — Trust

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.

09 — Please read

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.

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