System

An AI investment decision system that decomposes market research into inspectable stages, then recombines them. Its value is not a louder conclusion—it is a conclusion that can be questioned.

Architecture

Five layers, each with a defined output

Dependencies run one way. An upper layer may consume a lower layer's output; it may not revise the lower layer's judgement.

LayerResponsibilityOutput
Data Aggregates quotes, filings, news and macro data with source and timestamp preserved. Traceable structured facts
Research Five roles cover market, sector, factor, company and synthesis. Per-role conclusions with reasoning
Validation Runs backtest, forward behaviour, directional stability and cost checks on factors and hypotheses. Passed / Observing / Retired
Synthesis Merges role output; records disagreement and this period's invalidation conditions explicitly. An integrated view with boundaries
Tracking Reviews published views against subsequent facts. A view lifecycle record

Pipeline

The five-step pipeline

Input, processing and output are logged at every step, so the whole run can be re-examined afterwards.

  1. 01

    Market regime

    Market regime

    A state call plus its invalidation conditions—not a directional slogan.

  2. 02

    Sector focus

    Sector focus

    Focus areas, the reason behind them, and what to avoid.

  3. 03

    Validation

    Validation

    Evidence that cleared the bar, or the reason it was sent back to observation.

  4. 04

    Integrated view

    Integrated view

    The combined conclusion, the disagreements, and this period's boundaries.

  5. 05

    Continuous tracking

    Continuous tracking

    How later facts tested the view, and what was revised.

Interface

Interface (mockup)

A static mockup of the research desk, shown to illustrate how the system presents information. Sector names are placeholders and the data is illustrative—it represents no real market view.

DEMO · MOCKUP
Kirin Focus research desk — interface mockup Interface mockup: a market regime bar at the top, sector focus on the left and a research note card on the right, and five research agent status indicators at the bottom. All content is illustrative and does not represent real market views. Research Desk KIRIN FOCUS 2026-09-24 · DEMO MARKET REGIME Range, mild upside — unconfirmed Breadth flat Volume flat Cautious Sector focus PLACEHOLDER NAMES Sector 01 Tracking Sector 02 Validating Sector 03 Watching Sector 04 Fading Research note CURRENT VIEW Volume structure not broadening Main-line persistence pending Exposure boundaries unchanged Sourced · 3 references · traceable Agent status MULTI-ROLE RESEARCH Market Delivered Sector Delivered Factor Validating Company Delivered CIO Synthesising Mockup · not real data

Data discipline

Data discipline

What the system may do and may not do, in one table.

AllowedForbidden
Illustrative data, placeholder names, DEMO labels Inventing "validated alpha" or "stable annualised returns"
"Sample accumulating" when the sample is thin Unsourced pass rates or hit-ratio headlines
Validation notes on a disclosed methodology Publishing ticker codes or entry conditions
Conclusions shipped with sources and invalidation conditions Framing research output as an executed order

Next: capabilities, or a sample

Read capabilities for how each step actually works, or read a public insight to see what the system produces.

Capabilities & workflow Public insights