institutional-grade AI research

The operating system
for building
AI trading systems.

Not a bot. Not a builder. A research environment where you and the AI engineer, test and deploy trading systems side by side — every decision reasoned and open to inspection.

brain — command line
Bots automate. Builders configure. Engineers create.

Veriona is a new category: humans and AI engineering trading systems together — researching, testing and shipping like a team.

You define the intent. The AI runs the research, proposes what you'd never think to try, and proves it against real records. Both of you inspect every decision before capital moves. That's not a bot and not a builder — it's an engineering discipline.

the shift
automation engineering
configure create
black box inspectable
The pipeline

Idea to production, as one continuous line.

Eight stages, one flow. Step in at any point — every stage is inspectable and reversible.

01
Market Data
Real candles, one regime detector.
02
Research
Capabilities the rules can’t express.
03
AI Brain
Reasons to BUY / SELL / SKIP.
04
Evolution
Proposes, tests, adopts wins.
05
Backtesting
Gated proving records.
06
Deployment
Blue/green, canaries, rollback.
07
Live Decisions
Every call recorded with its why.
08
Monitoring
Live-vs-backtest drift, per regime.
The platform

Twelve systems. One language.

Research, engineering, execution and oversight share the same brains, the same evidence, the same language.

The Decision Layer
Every BUY/SELL/SKIP with its full gate chain — the forensic record of why.
AI Brains
Rule, fractal & scalper engines that trade, learn and evolve.
Brain Laboratory
Replay a brain bar-by-bar and watch it think.
Evolution Engine
Hypothesise, multi-market test, adopt only high-confidence wins.
Strategy DSL
A universal strategy language — build visually, run everywhere.
Research Workspace
Ecosystem-wide learning — patterns, paths, complementary brains.
Backtesting & Analytics
Deterministic records, honest gates, per-regime breakdowns.
Live Portfolio
Allocation, diversification and weighting that beats the naive.
Risk & Safety
Account rules checked before every entry, with a real emergency gate.
Capability System
The one source of truth for what the platform can actually do.
Meta Orchestration
The meta brain decides who trades in each regime — audited.
Multi-Provider Execution
Preferred vs serving data, native feeds, honest fallbacks.
The moat · Decision Layer

Every decision,
before money moves.

Every BUY. Every SELL. Every SKIP. Each one carries its full gate chain and the reason it happened — recorded before a single order is placed. Nothing happens inside a black box.

100%
decisions logged
0
black-box actions
bar-exact
deterministic replay
Open the Decision Layer
BUYentered
session ✓regime ✓rr floor ✓safety ✓EXECUTE
SKIPvetoed · with reason
session ✓regime ✗reason: HIGH_VOL
SELLentered
structure ✓confidence ✓headroom ✓EXECUTE
Why it's an operating system

Every intelligence speaks
the same language.

Claude, GPT, rule brains, research agents, evolution, portfolio, the decision layer — every one of them produces reasoning and evidence in the same shared format. That's the difference between a bag of tools and an operating system.

Claude GPT Rule Brains Research Agents Evolution Portfolio Decision Layer
{ reasoning · evidence · verdict } one shared schema, everywhere
One living system

Not twelve features. One organism.

Data flows in, intelligence flows through, capital flows out — and everything the system learns flows back to the start.

Market Data
real candles · one detector
Research
find what rules can’t express
AI Brains
reason to BUY / SELL / SKIP
Decision Layer
gate chain · recorded
Evolution
propose · test · adopt
Portfolio
allocate · diversify
Deployment
blue/green · canary
Monitoring
drift → back to Research
The evolution loop
Every brain earns
its next generation.

Nothing is adopted because it sounds clever. A proposal becomes a version only after it is tested against the brain’s own record, beats its parent out of sample, and survives a canary — and every generation stays one rollback from its ancestor.

58
evolution events
21
improved
1 click
back to any ancestor
This already exists

The real platform, today.

Decision Inspectorlive
ENTERfractal_break_down · conf 0.71
sessionregimerr floorsafetyexecute
expected
+0.16R
win rate
51%
signals
40
Live Portfoliolive
allocation · HIGH_VOL 81%
46%
34%
20%
Gold Scalping Brain+0.73R
Fractal Brain+0.52R
EURUSD M1 Scalper+0.65R
lab
Brain Laboratory
replay · bar-by-bar
live
Research Workspace
8 brains · 47 edges
live
Brain Timeline
14 events · rep 67
live
Drift Analysis
live vs backtest
12
integrated systems
300+
fields per decision record
millions
of candles processed
thousands
of reasoning chains
100%
complete audit trail
bar-exact
deterministic replay
multi
provider execution
0
black-box decisions
No black box

Trust is earned in the open.

The AI never asks for faith. It hypothesises, keeps evidence, states every veto, and lets you replay any decision to the exact bar.

States its hypothesis before it acts
Keeps its evidence — gated, never premature
Explains every veto, by name
Opens every decision to replay
Inspect a live decision →
gate chain — why it entered
session gate pass
regime filter pass
reward:risk floor pass
confidence floor pass
safety headroom pass
ENTER — fractal_break_down fired

Build systems that
explain themselves.

Design· Research· Deploy· Evolve
Every decision inspectable Every experiment reproducible Every deployment accountable