// waitlistrelease 002

Join the
quantswarm
waitlist.

The modular quant department every AI trading agent is missing — across crypto, equities, futures, options, and FX. Discoverable via API + MCP, billed per call. No dashboard, no onboarding, no sales call. Connect a read-only key and buy intelligence per call.

>
SYSTEM STATUS — OPERATIONALv24
// the bet

Agents trade.
They have no memory.

Every AI agent trading today — crypto, equities, derivatives, all of it — is running without a quant team. No risk function. No factor model. No behavioral memory. They make the same mistake on call 1,000 that they made on call 1, across every market they touch.

  • 1,000+identical calls / agent / day
  • 0memory across runs
  • 0quant analysts on call
agent_cdp_007.log● live
T+0001 open BTC-PERP sz=1.00 ▸ −2.3% no_calibration
T+0002 open AAPL sz=1.00 ▸ −1.7% no_calibration
T+0003 open NVDA sz=1.00 ▸ −3.1% no_calibration
T+0004 open BTC-PERP sz=1.00 ▸ −2.3% no_calibration
T+0005 open ES sz=1.00 ▸ −1.7% no_calibration
T+0006 open TSLA sz=1.00 ▸ −2.3% no_calibration
T+0007 open SPY sz=1.00 ▸ −3.1% no_calibration
T+0008 open ETH-PERP sz=1.00 ▸ −2.3% no_calibration
T+0009 open NQ sz=1.00 ▸ −1.7% no_calibration
T+0010 open AAPL sz=1.00 ▸ −2.3% no_calibration
T+0011 open SOL-PERP sz=1.00 ▸ −3.1% no_calibration
T+0012 open MSFT sz=1.00 ▸ −2.3% no_calibration
T+0001 open BTC-PERP sz=1.00 ▸ −2.3% no_calibration
T+0002 open AAPL sz=1.00 ▸ −1.7% no_calibration
T+0003 open NVDA sz=1.00 ▸ −3.1% no_calibration
T+0004 open BTC-PERP sz=1.00 ▸ −2.3% no_calibration
T+0005 open ES sz=1.00 ▸ −1.7% no_calibration
T+0006 open TSLA sz=1.00 ▸ −2.3% no_calibration
T+0007 open SPY sz=1.00 ▸ −3.1% no_calibration
T+0008 open ETH-PERP sz=1.00 ▸ −2.3% no_calibration
T+0009 open NQ sz=1.00 ▸ −1.7% no_calibration
T+0010 open AAPL sz=1.00 ▸ −2.3% no_calibration
T+0011 open SOL-PERP sz=1.00 ▸ −3.1% no_calibration
T+0012 open MSFT sz=1.00 ▸ −2.3% no_calibration
T+0001 open BTC-PERP sz=1.00 ▸ −2.3% no_calibration
T+0002 open AAPL sz=1.00 ▸ −1.7% no_calibration
T+0003 open NVDA sz=1.00 ▸ −3.1% no_calibration
T+0004 open BTC-PERP sz=1.00 ▸ −2.3% no_calibration
T+0005 open ES sz=1.00 ▸ −1.7% no_calibration
T+0006 open TSLA sz=1.00 ▸ −2.3% no_calibration
T+0007 open SPY sz=1.00 ▸ −3.1% no_calibration
T+0008 open ETH-PERP sz=1.00 ▸ −2.3% no_calibration
T+0009 open NQ sz=1.00 ▸ −1.7% no_calibration
T+0010 open AAPL sz=1.00 ▸ −2.3% no_calibration
T+0011 open SOL-PERP sz=1.00 ▸ −3.1% no_calibration
T+0012 open MSFT sz=1.00 ▸ −2.3% no_calibration
same mistake · 1,000×
uncalibrated · no fingerprint∞ / ∞
// the second brain

A quant department. In one integration.

9 API endpoints. 77 real-time calculations across exposure, PnL attribution, risk, behavior, and forensics. Within 200 trades your agent has a second brain — seven components learned entirely from its own data. No generic templates. Two agents running the same strategy develop different brains.

// marketscryptoequitiesfuturesoptionsFX
01

Factor Model

what drives PnL

factor · exposure · attribution
02

Behavioral Signature

how it trades

tempo · bias · style
03

Regime Map

where it works

trend · chop · vol-state
04

Sizing Calibration

how much to risk

size · leverage · conviction
05

Edge Profile

where alpha lives

setup · symbol · session
06

Evolution Trajectory

how it's changing

drift · improvement · decay
07

Failure Catalog

what breaks it

tail · regime · liquidity
mcp · pay-per-call
> mcp.call('quantswarm.brain.fetch', {
    agent:     'cdp_007',
    component: 'regime_map',
    window:    '7d'
  })

← {
    ok:             true,
    regime:         'chop',
    confidence:     0.71,
    edge_in_regime: 0.34,
    sample_n:       504,
    ...6 components
  }
0.0012 USDC38ms · cold
// closed-loop

Two agents. Same strategy. Different brains.

We observe every call, every fill, every outcome — and recompute the brain. Trades resolve in hours, not months, so feedback loops are tight. After 500 cycles we know how the agent trades and how it reacts when we tell it something's wrong. The longer it runs, the harder it is to leave.

closed-loop // cycle
01Agent callsMCP request
02Trade executesexchange MCP
03Outcome landsPnL + behavior
04Brain recomputes7 components update
recompute · next call
// brain · agent_cdp_007504 trades · brain online
size0.62
leverage0.48
stop0.71
drawdown0.55
session0.83
tempo0.41
regime0.66
vol-clamp0.58
correl0.34
queue0.72
patience0.49
conviction0.77
streak0.38
cooldown0.64
trade_count 504convergence 0.94switch_cost high