Alan B Smith alanbsmith

Graph DB Ingestion Pipeline Architecture

This document defines the computational ingestion system designed to map flat, human-authored Markdown documentation continuously into an explicit, computable Knowledge Graph Ontology without introducing structural errors via probabilistic LLMs.

Data Processing Pipeline

graph TD
    M[Human Edited Markdown Doc] -->|Trigger Sync| P1[Phase 1: Deterministic AST Parser]
 P1 --&gt;|Extract Frontmatter &amp; JSON Tree| P2[Phase 2: Ontology Structural Mapper]

Automated Benchmark Pipeline Architecture

This document details the transition of the TypeScript evaluation system from local developer execution to automated workflows running within GitHub Actions on public GitHub repositories, integrated with Confident AI for continuous telemetry tracking.

GitHub Actions Continuous Automation Loop

graph TD
    PR[Developer Push / Pull Request] -->|Triggers Workflow| GHA_Job

Evaluation Benchmarking & Resources

This document outlines the core architecture, telemetry points, and metrics for running a clean, dual-track benchmark comparing a Pure Unstructured Vector RAG track against a Pure Structured Knowledge Graph Ontology track.

By isolating these variables, we can empirically evaluate how data structure alone impacts an agent's performance when querying complex design system documentation.

Conceptual Telemetry Architecture

graph TD

Canvas Kit Style Utility Migration

Overview

Style props are a convenient mechanism for modifying styles directly on components with CSS-in-JS. Unfortunately, they also come with a significant runtime cost which negatively impacts our user experience. Because of those concerns, we've introduced new styling utilities that allow you to get the convenience of CSS-in-JS, but has much better runtime performance.

To start, we'll work through the process of migrating a Box component.

Migrating Box Components

name	palette	cssVar	value	l	c	h
red-50	red	--cnvs-palette-red-50	oklch(0.964 0.018 26.1)	0.964	0.018	26.1
red-100	red	--cnvs-palette-red-100	oklch(0.922 0.040 27.5)	0.922	0.040	27.5
red-200	red	--cnvs-palette-red-200	oklch(0.867 0.071 27.1)	0.867	0.071	27.1
red-300	red	--cnvs-palette-red-300	oklch(0.801 0.114 27.1)	0.801	0.114	27.1
red-400	red	--cnvs-palette-red-400	oklch(0.729 0.167 26.7)	0.729	0.167	26.7
red-500	red	--cnvs-palette-red-500	oklch(0.650 0.211 26.8)	0.650	0.211	26.8
red-600	red	--cnvs-palette-red-600	oklch(0.531 0.185 27.6)	0.531	0.185	27.6
red-700	red	--cnvs-palette-red-700	oklch(0.449 0.165 27.9)	0.449	0.165	27.9
red-800	red	--cnvs-palette-red-800	oklch(0.370 0.135 28.4)	0.370	0.135	28.4

name	cssVar	value	red	green	blue
cinnamon-100	--cnvs-base-palette-cinnamon-100	rgb(255,239,238)	255	239	238
cinnamon-200	--cnvs-base-palette-cinnamon-200	rgb(252,201,197)	252	201	197
cinnamon-300	--cnvs-base-palette-cinnamon-300	rgb(255,134,125)	255	134	125
cinnamon-400	--cnvs-base-palette-cinnamon-400	rgb(255,83,71)	255	83	71
cinnamon-500	--cnvs-base-palette-cinnamon-500	rgb(222,46,33)	222	46	33
cinnamon-600	--cnvs-base-palette-cinnamon-600	rgb(163,27,18)	163	27	18
peach-100	--cnvs-base-palette-peach-100	rgb(255,243,240)	255	243	240
peach-200	--cnvs-base-palette-peach-200	rgb(255,194,179)	255	194	179
peach-300	--cnvs-base-palette-peach-300	rgb(255,149,122)	255	149	122

	name,cssVar,value,red,green,blue
	"alert-lightest",-"-cnvs-brand-alert-lightest","rgb(255,238,217)",255,238,217
	"alert-light","--cnvs-brand-alert-light","rgb(252,212,159)",252,212,159
	"alert-base","--cnvs-brand-alert-base","rgb(255,161,38)",255,161,38
	"alert-dark","--cnvs-brand-alert-dark","rgb(243,139,0)",243,139,0
	"alert-darkest","--cnvs-brand-alert-darkest","rgb(192,108,0)",192,108,0
	"alert-accent","--cnvs-brand-alert-accent","rgb(255,255,255)",255,255,255
	"common-focusOutline","--cnvs-brand-common-focus-outline","rgb(8,117,225)",8,117,225
	"common-errorInner","--cnvs-brand-common-error-inner","rgb(222,46,33)",222,46,33
	"common-alertInner","--cnvs-brand-common-alert-inner","rgb(255,161,38)",255,161,38

	[
	{
	"city": "New York",
	"cityAscii": "New York",
	"stateId": "NY",
	"stateName": "New York",
	"countyFips": "36081",
	"countyName": "Queens",
	"lat": "40.6943",
	"lng": "-73.9249",