PORTFOLIO // TECHNICAL DRAFTSMAN v2.5
47.6°N122.3°WUTC-8
SYSTEM: ACTIVE // 2025–2026

Principal
AI
Architect

Principal AI Architect at Intralytics. Formerly led AI-native engineering transformation across 220+ engineers at AWS. 12+ years building systems at the intersection of data, ML, and organizational design.

"I build AI systems and the organizations to run them."

$28M+
CAPACITY RECOVERED
500K+
LEARNERS SERVED
$1M+
INFRA SAVINGS
CAPABILITY_INDEX
AI/ML Architecture95
Program Leadership95
BI & Analytics92
ML Engineering88
Agentic Systems90
Data Engineering92
CURRENT_STACK
ROLEPrincipal AI Architect
COMPANYIntralytics // AI & Data Governance
PREVAWS Training & Certification
CERTSGenAI-Pro // SA // MLE // DE
SIGNALI build AI systems and the organizations to run them
02 // WORK_LOG

Selected Projects

RECORDS: 06
FILTER: ALL
PRJ-001

Program Rapida

AI-Native Engineering Transformation
ACTIVE

Leading organization-wide AI transformation across 220+ engineers and 25 teams. Q1 2026: 90.6% adoption sustained 7 consecutive weeks, 55.2 developer-years recovered, 59.3% Productivity Index improvement year-over-year.

55.2
DEV-YRS SAVED
90.6%
ADOPTION
59.3%
PI GAIN
AI TransformationAWS220+ Engineers
COORD_36.1°N/86.7°WBUILD_v2.5.0 // 2025
PRJ-002

OpEx AI Assistant

Controlled Impact — 87–97 Builder-Years Saved
ACTIVE

AI ticket resolution system validated via semantic similarity analysis across 12,117 matched pairs. Three independent methodologies converge on 87–97 builder-years saved in Q1 2026 alone (p < 0.001, 33 resolver groups).

87–97
BUILDER-YRS
77.8k
TICKETS
−26hrs
MTTR Δ
Semantic MLControlled Studyp<0.001
COORD_36.1°N/86.7°WBUILD_v3.1.0 // 2026
PRJ-003

Synapse AI Platform

RAG, Evaluation & Content Intelligence
LIVE

Principal AI Architect across three interconnected production GenAI services: vector search RAG retrieval, LLM content evaluation framework (4 quality dimensions), and self-service content analysis portal. Named security guardian on 5 platform reviews.

500K+
LEARNERS
<200ms
LATENCY
Dec 2025
LAUNCH
RAGLLM EvalOpenSearch
COORD_47.6°N/122.3°WBUILD_v1.0.0 // 2025
PRJ-004

TPM Agent System

DocEngine — Sole Designer & Builder
DEPLOYED

Built independently end-to-end: three-layer DuckDB architecture, 4 MCP integrations, 14 production SOPs. AppSec documentation from 80+ hours to under 1 hour. SAA compliance assessments from 120+ hours to under 1 hour. Top performer in Q1 2026 productivity package.

80HR→<1HR
APPSEC TIME
95%
ACCEPT RATE
ORG STANDARD
STATUS
Agentic AIDuckDBMCP
COORD_36.1°N/86.7°WBUILD_v2.0.0 // 2025
PRJ-005

Data Platform Modernization

Petabyte-Scale Analytics Decoupling
DEPLOYED

Transformed petabyte-scale data platform from monolithic to self-service model. Eliminated 2–4 week wait times for 20+ BI engineers. Delivered $450K in 2025 with $420K/year infrastructure savings on legacy decommission. Zero post-launch security findings.

$870K+
VALUE
−95%
WAIT TIME Δ
0
SEC FINDINGS
Lake FormationCDKRedshift
COORD_47.6°N/122.3°WBUILD_v1.0.0 // 2025
PRJ-006

DataSense

NLP-to-SQL Data Discovery & Governance
LIVE

AI-powered data discovery platform eliminating weeks of manual data relationship investigation. Contributed to prototype knowledge base metadata collection, architecture design, LangChain agent implementation, and served as named security guardian. NLP-to-SQL over Neptune knowledge graph and lineage system.

96HR→MINS
DISCOVERY TIME
NLP → SQL
INTERFACE
LANGCHAIN
AGENT
NLP-to-SQLLangChainNeptune
COORD_47.6°N/122.3°WBUILD_v1.0.0 // 2025
03 // SYSTEM_ARCHITECTURE

How It Works

ARCH-001
RAG // CHATBOT
USEREDGEAPIAISTOREPortfolio SiteNext.js / ReactVercel EdgeChat PanelBlueprint UIIBM Plex MonoAPI Route/api/chatKeys server-sidePOST /api/chatresponseVoyage AIvoyage-3-lite1024-dimembed queryPineconezemrose-portfoliotop-5 chunksquery vectortop-5 chunksClaude Haikuclaude-haiku-4-5context → replycontext + promptKB Documents26 .md files · localOne-time runIngest Scriptscripts/ingest.tschunk→embed→upsertOFFLINEPinecone Serverlessus-east-1 · cosine · 1024d · free tier~500 SESSIONS/MO$2–4 / MONTH
ARCH-001 // ZEMROSE.AI PORTFOLIO + RAG CHATBOTVERCEL + PINECONE + VOYAGE AI + ANTHROPIC
04 // CONTACT_NODE

Initiate Contact

Whether you're building an AI system, modernizing a data platform, or trying to figure out why your last transformation didn't stick — I'm interested in the conversation.

PREFERRED_CHANNEL

The fastest way to understand my work is to ask the AI directly.

STATUSOPEN_TO_CONVERSATION
IDENTIFIER
COMM_CHANNEL
MESSAGE_BODY
JOHN ZEMROSE // TECHNICAL DRAFTSMAN PORTFOLIO // 2026BUILD_v3.0.0 // INTRALYTICS // ALL_SYSTEMS_NOMINAL