andydataguy
AI & SYSTEMS . The Current Era . 2024-2026

The Research Layer

The Metagraph and the Content Compiler

Andy Houston author chipBY ANDY HOUSTON
3-in-1
retrieval modes, one door
2
platforms in production
Public
trail at WikiDesignCo
Private
internals, by policy

Context

Retrieval that unifies full-text, vector, and graph search is where agent quality gets decided, and off-the-shelf answers stop short of it. So this is the R&D I run for myself: no client, no invoice, no deadline anyone else set.

Problem

Every agent system inherits the quality of what it can retrieve. Off-the-shelf stacks answer one kind of question at a time, and a real customer's world needs connections, exact words, and meaning served through one door. Nobody sells that. So I built it.

Approach

The Metagraph unifies full-text, vector, and graph retrieval under agentic automation, one platform behind one door. The Content Compiler treats content as code: written material as structured data that can be measured, revised, and recompiled. Both run in production and feed every client engagement. The internals sit below the category level and stay there.

Category silhouettes: platform shapes as outlines, internals unlit by design.

CATEGORY VISIBLE . INTERNALS UNLIT BY DESIGNTHE METAGRAPHFULL-TEXT . VECTOR . GRAPHONE DOORAJARTHE COMPILERCONTENT TREATED AS CODEIN PRODUCTION

Stack

  • Category level only: multimodal retrieval (full-text, vector, graph) under agentic automation
  • Content as compiled, measurable data
  • Working surface: the WikiDesignCo platform
  • Published trail: the WikiDesignCo research articles

Result

3-in-1
retrieval, unified

The platforms exist, run, and back the public writing at WikiDesignCo. Anything published there is published long after the value came out of it.

3-IN-1 · RETRIEVAL, UNIFIED

Published-trail timeline: WikiDesignCo articles appearing long after each build date.

BUILT PRIVATELY . PUBLISHED ON MY SCHEDULEPUBLISHED . WIKIDESIGNCOBUILT . INTERNALS STAY HOMELAG BY CHOICELAG BY CHOICELAG BY CHOICELAG BY CHOICE3-in-1RETRIEVAL, ONE DOOR

Impact

Every client engagement inherits tools nobody else brings. Everyone else's sample project is a to-do app. Mine is a metagraph and a compiler.

Lessons

None published, by design. The lessons are where the edge lives. Quant firms settled this decades ago: the world can know the category and the direction, and the internals stay home.

Why this matters to you

The difference between talking about agent infrastructure and building it. If you want to know whether the agent talk on this site is backed by anything, this is the anything.

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