---
title: "Market engineering and research · Oxarus Quant"
description: "Oxarus Quant builds L.I.T., a market terminal, alongside custom trading robots, published research and institutional market infrastructure."
url: https://oxarus.com/en/quant
key: quant
route: /quant
unit: quant
locale: en
status: live
alternates:
  tr: https://oxarus.com/tr/quant
  en: https://oxarus.com/en/quant
documents:
  json: https://oxarus.com/machine/en/quant.json
  jsonld: https://oxarus.com/machine/en/quant.jsonld
  txt: https://oxarus.com/machine/en/quant.txt
schema: oxarus.machine/2.0
---

# Market engineering and research · Oxarus Quant

> Oxarus Quant builds L.I.T., a market terminal, alongside custom trading robots, published research and institutional market infrastructure.

Breadcrumbs: [Oxarus home](https://oxarus.com/en) › [Oxarus Quant](https://oxarus.com/en/quant)

## Notices

- Interface data marked as representative is illustrative; it is not a real client, result or measurement.
- Not investment advice. Trading in financial markets carries a risk of losing capital.

## Sections

- [engineering for markets.](#hero)
- [four areas, one discipline.](#areas)
- [each area feeds the others.](#flow)
- [we have skin in the game.](#stance)
- [let's talk markets.](#cta)

<a id="hero"></a>
<!-- section:hero component:OverviewHero kind:hero sources:messages:quantOverview.hero -->

## engineering for markets.

_OXARUS QUANT_

We build systems that run on our own capital. We also build the tools, research and infrastructure behind them for clients.

<https://oxarus.com/en/quant>

- [Get in touch](https://oxarus.com/en/quant#cta-heading) → `open_page(path="/quant", anchor="cta-heading")`
- [What we do](https://oxarus.com/en/quant#areas) → `open_page(path="/quant", anchor="areas")`

- Measure first, then decide
- Publish the ideas that fail, too
- Build the halt controls from day one

1. Terminal
2. Robots
3. Research
4. Engineering

- [L.I.T.](https://oxarus.com/en/quant/lit)
- [Custom robots](https://oxarus.com/en/quant/robots)
- [Research](https://oxarus.com/en/quant/research)
- [Engineering](https://oxarus.com/en/quant/engineering)

> Representative screen. Not investment advice.

_Interface labels:_ Explore

<a id="areas"></a>
<!-- section:areas component:QuantAreas kind:features anchor:#areas sources:messages:quantOverview.areas -->

## four areas, one discipline.

_AREAS_

<https://oxarus.com/en/quant#areas>

- **L.I.T.** · _Early access_
  A terminal that brings news, the economic calendar and market data onto one screen.
  - [L.I.T.](https://oxarus.com/en/quant/lit)
- **Custom trading robots** · _Service_
  Describe your rules, and we'll write a MetaTrader 5 robot built for you alone.
  - [Custom trading robots](https://oxarus.com/en/quant/robots)
- **Research** · _Published_
  Measurements on levels, gaps and price behavior.
  - [Research](https://oxarus.com/en/quant/research)
- **Engineering** · _Institutional_
  Data pipelines, testing infrastructure and risk controls.
  - [Engineering](https://oxarus.com/en/quant/engineering)

> Representative screens. Not investment advice.

_Interface labels:_ Explore

<a id="flow"></a>
<!-- section:flow component:QuantFlow kind:steps anchor:#flow-heading sources:messages:quantOverview.areas.flow -->

## each area feeds the others.

_LOOP_

The four areas may look like separate products, but they run on shared infrastructure. What research measures becomes a robot rule; a control built in engineering carries over unchanged to the terminal and the robots.

<https://oxarus.com/en/quant#flow-heading>

- Research
- Robots
- Engineering
- L.I.T.

<!-- demo:start messages:quantOverview.areas.flow.nodeSubs -->
_Representative interface data_

- level\_study.ipynb
- Robot.ex5
- pipeline · breakers
- terminal

<!-- demo:end -->

Handoff

1. **A finding becomes a rule**
   If a level's name doesn't change the odds of a break, no robot gets a rule that says 'open a trade at this level.' Only behavior that holds up against a control group makes it into a rule.
   - **Proof:** Level families ~41%, control ~40%: no difference.
   - _Representative interface data_
     - **artifact:** level\_study.ipynb → rules.md
2. **A measurement becomes context**
   We measured how long gaps take to close. The terminal shows this next to the news as context, never as a trade recommendation.
   - **Proof:** 65% of gaps closed in the opening session, 95% within five trading days and 98% within 60 days.
   - _Representative interface data_
     - **artifact:** gap\_study → L.I.T. context panel
3. **Controls go inside the robot**
   Daily loss limit, stale data and spread checks are added to every robot from the same module. Before a robot starts, the conditions under which it stops are already written down.
   - **Proof:** The stop rule is written before the start rule.
   - _Representative interface data_
     - **artifact:** breakers.yaml → Robot.mq5
4. **Clean data, honest measurement**
   Minute prices from two sources are compared, and gaps and synthetic ticks are filtered out. Research runs on this cleaned data.
   - **Proof:** Minute data, 2020–2026, two pairs.
   - _Representative interface data_
     - **artifact:** feed\_diff → M1 dataset
5. **Live logs feed back into tests**
   The robot's live logs are compared with a replay of the same day in the test environment. If the two diverge, the test infrastructure gets fixed first.
   - **Proof:** Live and test must produce the same sequence of events.
   - _Representative interface data_
     - **artifact:** Experts journal → test suite
6. **The pipeline feeds the terminal**
   News, calendar and price feeds pass through the same normalization pipeline. In the terminal, time, source and impact tag read consistently on every card.
   - **Proof:** One pipeline, one time reference.
   - _Representative interface data_
     - **artifact:** news\_pipeline → Intelligence Wire

_Interface labels:_ Pick a handoff, or click an area in the diagram.

<a id="stance"></a>
<!-- section:stance component:QuantStance kind:content anchor:#stance-heading sources:messages:quantOverview.stance -->

## we have skin in the game.

_STANCE_

<https://oxarus.com/en/quant#stance-heading>

We run the systems we build on our own capital first. Before we use an idea, we measure it and compare the result with a control group under the same conditions. We don't publish result figures; this page describes the method.

- **No control group, no finding** · _CONTROL_
  Every measurement is compared against matched samples drawn at random under the same conditions. No difference means no finding.
  _01_
- **An idea that fails on two pairs is shelved** · _REPLICATION_
  A result on a single pair can be chance. It has to replicate on at least two independent pairs, across different years.
  _02_
- **Tail-event days get their own inventory** · _INVENTORY_
  Sudden gaps, liquidity pullbacks and surprise decisions are logged separately, so they don't disappear into the average.
  _03_
- **The stop rule is written before the start rule** · _HALT_
  Before a system goes live, the conditions under which it stops are defined in code and in documentation.
  _04_

#### Gates an idea has to clear

<a id="cta"></a>
<!-- section:cta component:StudioCta kind:cta anchor:#cta sources:messages:quantOverview.cta -->

## let's talk markets.

_QUANT_

Terminal, custom robot, research or infrastructure: tell us what you're working on, and we'll route you to the right team.

<https://oxarus.com/en/quant#cta>

- [Get in touch](https://oxarus.com/en/contact?start=quant) → `start_project_brief(topic="quant")`

## Actions

- [Get in touch](https://oxarus.com/en/quant#cta-heading) → `open_page(path="/quant", anchor="cta-heading")`
- [What we do](https://oxarus.com/en/quant#areas) → `open_page(path="/quant", anchor="areas")`
- [Get in touch](https://oxarus.com/en/contact?start=quant) → `start_project_brief(topic="quant")`
- [Türkçe](https://oxarus.com/tr/quant) → `switch_locale(locale="tr", path="/quant")`

## Related pages

- [Oxarus home](https://oxarus.com/en)
- [L.I.T.](https://oxarus.com/en/quant/lit)
- [Custom Robots](https://oxarus.com/en/quant/robots)
- [Research](https://oxarus.com/en/quant/research)
- [Engineering](https://oxarus.com/en/quant/engineering)