Blog
How this is built.
Method rather than market calls. How EMIL adapts and where it is stopped, how capital protection is actually enforced, what breaks when a brokerage runs on three vendors, and why the session matters more than the hour.
Topics
Where to start
The intelligence layer: how it learns, what it is allowed to do, and where it stops.
Exposure, limits, drawdown guards and capital protection in practice.
Running a brokerage on one stack instead of three vendors.
How the platform is built, and what breaks when it is built badly.
Market structure, sessions and cross-asset behaviour.
Latest
How EMIL learns without being retuned
EMIL adjusts its own inputs from what the market is actually doing, so nobody has to re-optimise it every quarter. Here is the mechanism, and where it stops.
Everything
All posts
- 11 June 20262 min reademilautomationrisk
What EMIL does when you arm it
Armed, EMIL takes trades — opens, closes, modifies and hedges — strictly inside a written mandate. What that means step by step, and what stops it.
- 4 June 20263 min reademilriskcapital
The capital architecture — protected, profit, working
Splitting an account into protected capital, banked profit and working capital changes what a drawdown can reach. How the profit floor and high-water-mark guard work together.
- 28 May 20262 min readriskexecutiondesign
Why a refused order should explain itself
A rejection that says "order failed" trains traders to retry blindly. Naming the limit, the projected value and the ceiling changes behaviour in one interaction.
- 21 May 20262 min readriskdrawdowncontrols
A drawdown guard is a decision you make in advance
The moment you need a loss limit is the moment you are least able to set one. Why the guard measures from the high-water mark, and what it should do on breach.
- 14 May 20262 min readbrokerageoperationscrm
Three vendors, one reconciliation problem
A separate platform, CRM and client portal means three data models and a reconciliation job you own forever. What changes when the client record is the same record everywhere.
- 7 May 20262 min readengineeringapiarchitecture
Why the platform is built on its own public API
An API that lags the product becomes a support burden. Building the interface on the same endpoints customers get is the only durable way to prevent it.
- 30 April 20262 min readmarketscorrelationrisk
Correlation is a window, not a property
Change the window and you change the number; change the interval and you can change the sign. What a correlation reading is worth, and how to tell when it has stopped meaning anything.
- 23 April 20262 min readmarketssessionsmarket-structure
Why the session matters more than the hour
A euro pair at 03:00 and at 08:00 are effectively two different instruments. Treating the session as data rather than decoration changes how limits should be set.
- What it is
- Written notes on the intelligence layer, risk controls, brokerage operations, platform engineering and market structure.
- Who it is for
- Traders, risk managers, brokerage operators and engineers who want the reasoning rather than the brochure.
- Why it matters
- A method you cannot inspect is a method you cannot rely on. Everything here is written to be argued with.
- How it connects
- Where a post describes something the platform does, it links to the page that documents it.
- What happens next
- Read what is relevant, then tell us where we are wrong.
Disagree with us
If a post is wrong, we would rather hear it from you than leave it up for another year. Corrections are welcome and get published.