01 · RESEARCH ENGINE
Autonomous quant agents
Multi-agent research on a modular open core: signal generation, automated backtesting and strategy synthesis — with every step logged and reproducible.
src/core — the brain
Institutional AI · Quantitative Research · MENA
Autonomous research.
Deterministic control.
QuantLogicLabs pairs AI research agents with a hard-coded Safety Shield — every order is validated against risk limits no model can override. Institutional-grade quantitative intelligence, natively in Arabic and English.
quantlogiclabs.com — research infrastructure, not investment advice
SAFETY SHIELD — PRE-TRADE VALIDATION
ENFORCING
DETERMINISTIC LAYER · NO MODEL OVERRIDE
AUDIT LOG: IMMUTABLE
Hard-coded risk limits
Drawdown caps, volume thresholds and venue whitelists enforced in code — never in prompts.
Human approval on execution
Every retail trade execution requires a manual approval trigger. Agents research; people decide.
Immutable audit trail
Every agent-generated signal carries its full chain-of-thought record, preserved for review.
One platform. Three disciplines.
Research agents generate the ideas. The Safety Shield governs what reaches a broker. On-chain intelligence feeds both.
02 · EXECUTION GOVERNOR
The Safety Shield
A deterministic validation layer standing between every agent and the market. Position limits, drawdown caps and whitelists are checked on every order — rejection is final.
src/safety — the governor
03 · ON-CHAIN INTELLIGENCE
Whale Watcher
Proprietary monitoring of institutional wallet flows across major chains, distilled into a Smart-Money indicator your strategies — and your agents — can read.
src/modules — the edge
Intelligence above. Determinism below.
The AI layer proposes; it never disposes. Between agent intent and broker execution sits a validation layer with no language model in the loop.
LAYER 01
AI research agents
Signals, backtests, strategy proposals
LAYER 02
Safety Shield — deterministic validation
Risk limits · drawdown caps · whitelists · kill switch
LAYER 03
Execution API
Authenticated REST endpoints, per-tenant isolation
LAYER 04
Broker & exchange connectivity
Reached only through validated, logged calls
ONE-WAY
Agents cannot reach the broker
Execution modules are isolated behind the Shield's interface. There is no code path from an agent to a market that skips validation.
FAIL-SAFE
Rejection is the default
Any check that cannot complete — stale limits, missing approval, degraded data — resolves to rejection, never to execution.
LOGGED
Every decision is evidence
Approvals and rejections are written to an immutable audit log with the agent's full chain of thought attached.
Built to scale with conviction.
From first research question to dedicated institutional infrastructure — the same engine, the same guardrails.
EXPLORER — FREE
See the market through the engine.
- Research dashboard in Arabic & English
- Market intelligence chatbot
- Curated daily quantitative brief
PROFESSIONAL
Test every idea before it costs you.
- Automated strategy backtesting
- Whale Watcher smart-money alerts
- Trading-habit analytics
- Full signal audit trail
INSTITUTIONAL
Your mandate, on dedicated rails.
- Dedicated compute & isolated tenancy
- Execution API behind the Safety Shield
- Compliance-grade audit exports
Governance is the product.
QuantLogicLabs is engineered around the controls institutional desks already answer to — so ambition never outruns accountability.
CTRL-01
Manual approval triggers on all retail execution endpoints
CTRL-02
Immutable chain-of-thought log for every agent-generated signal
CTRL-03
Credentials isolated in environment vaults — never hard-coded, never logged
CTRL-04
Platform kill switch with per-tenant and per-strategy scope
The engine is being assembled.
Phase One — the headless engine and its Safety Shield — is under construction now. Join the list that hears first.