Solutions

How the sequence composes.

Solutions are not a fourth product. They are the three products working together — shown here to demonstrate that the stack holds from raw data to a governed agent.

Financial advisory agent — in deployment

Coverage — equities (A-share, Hong Kong, US) · crypto · fixed income.

Architecture

  • Supervisor agent with reflection, coordinating three kinds of sub-agents: structured-data agents (market data, holdings, prices), unstructured-data agents (filings, research, meeting records), and an analytics agent (stock performance, performance attribution, portfolio exposure).
  • Memory — user preferences, holdings, historical decisions, conversation.
  • Knowledge — market structure, indicators, instruments, corporate events, sector maps, macro, strategies, regulation — built with DataSeq from stock, bond and crypto market data, filings, research and meeting records.
  • Models — frontier models via TokenSeq.
  • Runtime and governance — AgentSeq.
Client AgentSeq runtime · governance DataSeq knowledge · provenance Sources Investor · advisor · portfolio manager Web · IM · API entry AgentSeq Supervisor agent Plans, delegates, consolidates reflection planning Memory Preferences · holdings · past decisions · conversation personal account session Skills Standardised analytics, reused across tasks performance attribution exposure Sub-agents Structured-data agent Prices, holdings, fundamentals, on-chain and bond market data SQL · time series Unstructured-data agent Filings, research, announcements, meeting records knowledge network · retrieval Analytics agent Stock performance, performance attribution, portfolio exposure calls Skills Governance Who ran which task · under whose authorisation · which capabilities · at what cost organisation · permissions · quotas · audit TokenSeq Frontier models one API verified fidelity metered text · image · video retention control model verification metering DataSeq Knowledge network Business objects, events and topics linked to their source units — every unit traceable to page, block or timestamp market structure indicators instruments corporate events sectors macro strategies regulation Data platform Multimodal parsing → knowledge units → document trees ETL modelling parsing chunking Provenance Documents → page and block coordinates · Audio and video → timestamps. An answer can always be opened where it came from. knowledge units · document trees · source positions Equities A-share · HK · US Fixed income bond markets Crypto market · on-chain Filings annual · interim Research broker · in-house Meeting records calls · transcripts Announcements exchange feeds model calls knowledge retrieval task / data flow
Financial advisory agent · architecture · redrawn

Two further blueprints

Enterprise research & knowledge service

DataSeq + AgentSeq.

Agentic capability inside business systems

AgentSeq open API + TokenSeq.