Evidence-traceable AI systems

We build retrieval and agent infrastructure for teams that cannot afford a confident answer with no source behind it. Hong Kong SAR.

What we do

AI and agent engineering

GraphRAG retrieval, MCP servers, evaluation harnesses. We ship the repo, the deployment and the runbook, not a slide deck.

DeliverableWorking repository + deployment + runbook.

Research intelligence

Filings, permits, registration records and papers turned into a relationship graph where every edge keeps its page reference.

DeliverableA sample report on your topic before you pay.

Web platform engineering

TypeScript, React and Node platforms, micro-frontends, and end-to-end test infrastructure that runs on every diff.

DeliverablePlatform, tests and handover docs.

Trade and cross-border services

A Hong Kong entity for contracting, invoicing and coordination with suppliers and service providers across borders.

DeliverableContract, invoice and coordination record.

How we work

  1. Scope in writing

    A fixed deliverable list, a fixed price and a stated date. If the scope is unclear, we cut it rather than guess.

  2. Weekly increments

    Every week you get a diff, a running build and a one-page note on what changed and what is still open.

  3. Handover, no lock-in

    Repository, documentation and deployment access are yours. Nothing runs on infrastructure only we can reach.

Evidence

  • graphrag-ts — TypeScript GraphRAG engine: PostgreSQL/pgvector storage, Leiden community detection, hybrid retrieval, MCP server.
  • A live MCP endpoint you can call today. graphrag-ts.ashesborn.cloud
  • Writing on indexing, retrieval, incremental graph updates and Map-Reduce summarisation. blog.ashesborn.cloud

Sources for every claim above are the links themselves.

Company

Legal name
Ashes Born Trade and Services Limited
Jurisdiction
Hong Kong SAR
Incorporated
26 November 2025
Business
Software engineering, AI retrieval systems, research services, trade and cross-border services
Business enquiries
hello@ashesborn.cloud
Technical support
support@ashesborn.cloud

Contact

We reply from hello@ashesborn.cloud. Enquiries get a written answer within two business days, or a one-line explanation why we cannot help.