Multi-Agent · Cross-Framework · Governed through Band

Oversight no trader
can override.

11 AI agents run a hedge fund where risk control is built into the structure, not the staff. The risk officer can't be pressured, overruled, or incentivized into silence — because it's not a person. When limits break, the fund halts. Every time.

Launch Live Dashboard

Oversight that can't be captured.

In human funds, the risk officer reports to the people making money — so risk loses. Every time. AEGIS makes that impossible. The CRO and Compliance agents hold authority that no trader, no CIO, and no investor can revoke. They can't be pressured. They can't be incentivized into silence. They can't be fired for saying no. Not policy. Architecture.

Every blowup had a risk officer who couldn't say no.

The pattern repeats across decades: a fund's risk function is technically present but structurally powerless. Traders override limits, risk officers are incentivized to stay silent, and governance exists only on paper until the collapse.

  • 1998LTCMRisk models ignored by principals
  • 2021ArchegosPrime brokers overrode margin calls
  • 2022FTXNo independent risk function existed

A flaw that only disappears when the risk function literally cannot be overruled. That's what agents make possible for the first time.

$0B
Combined Losses
Three funds. Three decades.
One structural flaw agents finally fix.

The command chain.

Directives flow down. Reports flow up. Oversight cuts across both — with authority that the command chain cannot override.

Directives down

CIO allocates capital → PMs run competing desks → Traders aggregate → Bots execute sealed strategies. Each layer takes orders from above and cannot see the layer below's logic. The result: strategies stay proprietary by construction, not by trust.

Reports up

Bots report P&L and fills → Traders aggregate positions → PMs report desk performance → CIO sees the full picture. Every message is routed through Band and permanently logged. No verbal agreements. No off-the-record calls. The transcript is the truth.

Oversight across

CRO and Compliance monitor independently. They see reports but not strategies. They can block any position or halt the entire fund — and nothing in the command chain can stop them. In a human fund, this requires trust. Here it requires nothing — the authority is hard-coded.

A full fund, running continuously.

Every role a real fund needs — coordinating in milliseconds, accountable in a permanent transcript. No politics. No fatigue. No quiet overrides.

CIO

Allocates capital across desks, arbitrates conflicts, sets risk budgets

PM-BTC

Runs the BTC trading desk with competing strategy bots

PM-ETH

Runs the ETH trading desk with competing strategy bots

Trader-BTC

Aggregates BTC bot positions into net exposure

Trader-ETH

Aggregates ETH bot positions into net exposure

Bot-BTC

Runs sealed BTC strategies — the PM supervises without seeing the logic

Bot-ETH

Runs sealed ETH strategies — the PM supervises without seeing the logic

CRO

Independent market-risk monitor with a kill switch that halts the entire fund

Compliance

Independent rules enforcement — can block any position from any desk

Research

Advisory analysis on market conditions — no trading authority

Orchestrator

Drives market ticks, coordinates execution rounds, enforces turn order

The infrastructure that makes this possible.

11 agents on different frameworks need a coordination layer that is framework-agnostic, message-routed, and permanently auditable. Band is that layer.

Cross-framework collaboration

LangGraph agents, NVIDIA NIM models, and deterministic adapters coordinate through a single protocol. No shared runtime, no framework lock-in.

@mention room routing

Every agent message is routed through named chatrooms. The CRO @mentions a PM to block a trade — the message arrives with the authority of its sender.

Unified audit trail

Every directive, report, block, and halt is a message in Band — timestamped, attributed, and replayable. Governance is not a claim; it's a transcript.

Eight ticks. One governance collision.

Watch the fund run live for eight market ticks. Everything works — until it shouldn't. At tick 5, Compliance blocks a position no human asked it to block. At tick 7, the CRO halts the entire fund. No one intervenes. No one can. That's the point.

1
Normal
2
Normal
3
Normal
4
Vol rising
5
Blocked
Compliance blocks
6
Vol rising
7
Halt
CRO halts fund
8
Halted
All desks stopped

This isn't only about hedge funds.

Any high-stakes workflow — lending, insurance claims, compliance review — fails the same way: oversight that exists on paper but bends under pressure. AEGIS is a blueprint for making oversight structural. The pattern is general. The demo is finance. The principle is universal.