Agentic Fund
Operations System

Have you ever wondered what you'd gain if you could test your hypothesis in just a few minutes?

Every fund manager in Turkey looks at the same screens every morning. They can carry out research for as long as their eyes and spare time allow. Everyone reads the same report. They all use the same fund management tools.

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These are the screens.

Both are excellent. Both are the same for everyone who pays for them — which is precisely why neither can be an edge.

The way funds are managed is going through a groundbreaking transformation worldwide.

What changes can we expect in the world of funds over the next five years?

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We're moving away from a screen-dominated world and back to a world of sound. Voice-controlled, interactive, fully customisable screens await us. You can access the first versions of these today.

The new way of managing funds:

01 · The loop A question goes out; an answer comes back. Nobody opens a screen.
02 · What the agent can reach Seven tool families, each one a live connection rather than a menu.
Section 01 · Architecture

Four sources, one warehouse, four ways out

Nothing here is a prototype. It runs nightly, unattended, and has for months.

Pipeline
daily · times UTC
01
Section · The product

Fully Customizable Agentic Trading Terminal

One surface, assembled per desk. The manager asks; the terminal arranges itself around the answer.

Section 02 · Turkish equities

The market, instrumented

Regime, breadth, stage distribution and relative strength — recomputed every night across the whole exchange.

02
Section · Custody × tape

Two records nobody joins — and the products that fall out when you do

Ownership is filed two days after the trade. Put it beside the tape and you can answer questions no price screen can: who actually owns this board, who is quietly leaving it, and which moves never printed at all. Crowding monitors, distribution radars, off-market transfer alerts and operator maps all come from the same join.

03
Section · United States

A data pool shaped for running a fund, not for reading a screen

Every US name scored on the same measures as every BIST name — ranked against its whole market, its own sector, and its own history. Ready to screen, size, compare against a Turkish book, or hand to an agent as a tool.

04
Section 05 · One taxonomy

Both markets share a classification key

Laplace issues the same sector and industry identifiers for Turkey and the United States. Comparing them is a join, not a mapping exercise.

05
Section · Order routing and the journal

A fund's book, its inferred journal, and the switches an order has to pass

Below is a real published fund book with its trading reconstructed from settlement — what was accumulated, what was distributed, and what each position contributed. Then the machinery that puts an order on an exchange.

06
Section 07 · Fund page

Built entirely from public data, in an afternoon. Nothing here was supplied by Hedef Portföy.

07
CONCEPT
Section · Simulation

MiroShark — rehearse the news before it happens

Open-source swarm engine: drop in a document or a question, it spawns hundreds of grounded agents who post, argue and trade across X, Reddit and a prediction market hour by hour, then writes a cited report. One run costs about a dollar and finishes in ten minutes. We would ground it in your market.

Concept · not live
08
Section 09 · Research bench

A backtest is worthless until something has tried to kill it

The examples here are textbook strategies, and both failed. That is the point of showing them.

09
Section · Where this starts

What you can take from us now — and how agentic fund management actually begins

Not a roadmap. Each of these exists in the sections you have just seen, and each can be pointed at one of your funds without anything new being invented.

56 funds
in scope
Prepared 12 August 202610

Keys

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