Hi I’m Jeremiah.

Metafizik is the container for the platforms I build.

My background spans data engineering, AI, blockchain, music, animation, and real-time platforms — but the through-line is always the same:

turning ideas into places and platforms that people can explore.

Currently operating between physical and digital dimensions.

Allyis · Innovation Award

Three ideas. One month.

Recognized as the May 2025 PITCHIT Innovation Winner at Allyis for proposing three AI-powered solutions focused on operational intelligence, natural language automation, and AI-assisted orchestration within the Microsoft Dynamics 365 and Power Platform ecosystem.

“Jeremiah brought not one, not two, but three brilliant ideas to the table this month. Each one made waves — way to lead with creativity.”

— Allyis Innovation Committee

Tech Mahindra Allyis
Tech Mahindra · Allyis PITCHIT · May 2025

01OF 03

Voice & Text AI Journey Builder

Business users speak or type into Copilot Studio — Azure Speech transcribes voice, GPT-4o parses intent through Azure API Management, function calling maps to journey actions, and the CI-J REST API writes live segments, triggers, and email steps back to Dynamics 365. Validation errors loop back for self-correction.

Stack

Azure Speech Copilot Studio GPT-4o CI-J REST API
INPUT LAYER Voice prompt Azure Speech Services Text prompt Copilot Studio canvas AUTH & ROUTING Azure API Mgmt Throttle · route · log Entra ID Managed Identity auth AI ORCHESTRATION Azure OpenAI (GPT-4o) Intent parsing · NLU Function calling Map intent → API actions Prompt orchestration · context window History · schema grounding · retry logic DATA & WRITE LAYER Dataverse Contact · segment · config CI-J REST API Journey write endpoint GENERATED JOURNEY ELEMENTS Segments Triggers Email steps Workflows DYNAMICS 365 Customer Insights · Journeys Preview · publish · activate journey ↻ Validation errors loop back to orchestration

02OF 03

Dataset-Aware Dataverse Copilot

Copilot Studio queries D365 Marketing tables in natural language through the Dataverse MCP Server. PPAC governs allowlisted clients and DLP, semantic indexing and context assembly ground GPT-4o’s structured-output reasoning, and rendered KPIs, charts, and campaign insights return to the user mid-conversation.

Stack

Copilot Studio Dataverse MCP GPT-4o PPAC governance
NATURAL LANGUAGE QUERY Copilot Studio agent “How are my Q2 journeys performing?” GOVERNANCE & ACCESS CONTROL Power Platform Admin Center MCP client allowlist · DLP · Entra auth MCP PROTOCOL LAYER Dataverse MCP Server Schema-aware · CRUD · table list · retrieval Semantic index Vector search Relevance ranking Context assembler Prompt + records Token budget D365 DATAVERSE ENTITIES Dataverse — D365 Marketing tables msdynmkt_journey · msdynmkt_emailstep msdynmkt_segment · msdynmkt_trigger AI REASONING Azure OpenAI (GPT-4o) Contextual reasoning · structured JSON output RENDERED INSIGHTS KPI cards Open rate · CTR · SLA Charts Trends · breakdowns Insights Segment health Follow-up queries maintain conversation context

03OF 03

Real-Time Operations Dashboard

Dataverse webhooks and Azure Service Bus capture every CI-J event with guaranteed delivery. Power Automate normalises telemetry into a custom Dataverse store, Power BI’s streaming dataset drives sub-minute tiles with SR-CNN anomaly detection, Power Apps gives operators a drill-down ACK surface, and Power Automate fires Teams & email alerts on SLA breach.

Stack

DV webhooks Service Bus PBI streaming SR-CNN
EVENT SOURCE — CUSTOMER INSIGHTS · JOURNEYS Journey state paused · failed Trigger events missed · delayed Segment health size · refresh lag Email exec sent · bounced CAPTURE & BUFFER Dataverse webhooks Change tracking · push Azure Service Bus Queue · guaranteed delivery COLLECTION & NORMALISATION Power Automate cloud flows Transform · enrich · write to Dataverse UNIFIED OPERATIONAL STORE Dataverse — ops telemetry store journey_run · email_execution sla_log · anomaly_event ANALYTICS OPERATOR SURFACE Power BI streaming Push API · real-time tiles SR-CNN anomaly Power Apps canvas Operator dashboard Drill-down · ACK ANOMALY DETECTION SR-CNN engine Outlier · root cause · confidence PROACTIVE ALERTING Power Automate alert flow Threshold breach · SLA miss · journey failure NOTIFICATION CHANNELS Teams alert Email notify SLA incident Operators ACK in Power Apps; resolutions write back to log

Recommendations

What people say.

Selected from my LinkedIn profile.

He took on complex, high-stakes projects and delivered solutions that just worked — reliable, scalable, and intelligently designed. His ability to architect data ecosystems with both precision and foresight made him a trusted and invaluable partner.
Gabe Long
Gabe Long

Director, Marketing Operations & Platform Strategy

Managed Jeremiah directly · 7 years

Jeremiah's expertise in SQL, Fabric, and ADF pipelines is truly impressive. His technical skills were instrumental in improving our design during implementation and integration. His combination of technical proficiency, analytical thinking, and teamwork makes him an outstanding asset to any team.
Sarbjit Kaur
Sarbjit Kaur

CRM Consultant · Power Platform · Dynamics 365 · Azure

Cross-company collaborator

Jeremiah is an innovative data scientist who spearheaded the data and automation work for Microsoft internal email communications. He helped double team productivity year over year by developing automation and data integration solutions — a calm, friendly presence in high-pressure situations.
Merry Woten
Merry Woten

Strategic Communications PM

Managed Jeremiah directly

Metafizik Delivery System
Live system · Architecture v5.0 ·

A living support system
with an immune response.

GRIZL is a LangGraph-powered AI support system running on Google Cloud Run. It combines grounded retrieval, contextual answer synthesis, support intent detection, Mongo-backed tickets, Slack-based human escalation, GitHub remediation workflows, and LangSmith tracing so every request can become a signal, every support case can become context, and every fix can become safer over time.

Requests / hr
1,248
Grounded rate
98.4%
P95 latency
820ms
Anomalies today
3
Closed Loops
2/3
ORGANISM · 8 nodes
sensing · thinking · healing
0° N / 0° W
OBSERVATORY
[SIGNAL_LOG]
01 · SURFACE
GRIZL Support UI
React frontend with streaming SSE responses and real-time human reply injection.
02 · ROUTING
Google Cloud Run
Node.js backend hosting the chat API, SSE streams, Slack webhooks, and support routes.
03 · COGNITION
LangGraph Runtime
Provider-agnostic agent runtime for intent routing, grounded synthesis, and support escalation.
04 · KNOWLEDGE
Local KB Retrieval
Grounded support answers via local semantic search with deterministic fallback.
05 · NERVES
Telemetry + LangSmith
Structured telemetry and LangSmith traces with regression evals on every request.
06 · DETECTION
Anomaly Engine
Classifies fallbacks, latency spikes, and retrieval gaps so issues get triaged not ignored.
07 · OPERATOR
Slack Operator Loop
Support requests become Slack threads with operator controls and live reply injection.
08 · HEAL
GitHub Remediation
Approval-gated issues, Copilot-assisted PRs, and post-deploy verification close the loop.
User asks → Support UI streams → LangGraph routes intent → local KB grounds → OpenAI synthesizes → telemetry detects → support tickets escalate → Slack operator replies → GitHub coordinates fixes → LangSmith traces + evals verify.
“Provider-agnostic, human-in-the-loop, and instrumented end-to-end — evolving toward supervised self-healing support software.”
TWEAKS

PROJECTS

GRIZL — Eval Pipeline Architecture

Multi-agent decision & remediation loop

Branching intent routing, grounded synthesis, operator-in-the-loop support, and supervised self-healing. Hover any node to inspect logic. Run a simulation to watch the system think.

Simulate path
Normal Flow Support Flow Forced Anomaly Remediation

An AI-powered social economy where digital companions remember, evolve, and perform. Chat with characters shaped by memory, simulated emotion, and battle history. Every interaction becomes part of an ongoing narrative.

Tech: Node, React, PostgreSQL, MongoDB Atlas (Vector Search), LangChain, GPT-4o / Claude, AWS, GCP, Vercel, Hardhat Ethereum, Kling, Seedance 1.5 Pro, ElevenLabs, Stripe, GoogleAuth.

Multi-Agentic NFT Platform
Your NFT. Your Agent. Your Empire.

Each NFT is a living AI agent — a persistent persona that chats, strategizes, battles rivals, posts to the social feed, and evolves through every interaction. Not a collectible. An autonomous presence.

AI
Per NFT Agent
5
Battle Rounds
100
Starting GRFTY
10
Voice Personas
◈ HOW IT WORKS The Agent Lifecycle

From wallet connect to autonomous action — your NFT's agent loop, visualized.

☾ SOCIALEvery NFT has a voice.

Your NFT agent runs a persistent, evolving AI persona. It builds memory across every conversation, shifts emotional state after battles, and generates autonomous content in its own voice. It's not a chatbot. It's a character.

Persistent memoryEvery chat shapes who your agent becomes over time.
Intent detectionSay "find me a battle" — your agent acts on it.
Autonomous postingWins, losses, and beef — narrated in their own register.
Battle receiptsEvery duel posts a card to the feed automatically.
◈ LIVE SIMULATORA Duel in Progress
CHALLENGER · FUD SOCIETY
Scarlet Voodoo
"X marks where you used to stand."
BEST OF 5
VS
0·0
25 × 2 POT
VICTOR
DEFENDER · SUPER GEISHA
Monarch Akemi
"Beauty is the first blade drawn."
— ROUND LOG —
☾ MECHANICSFive Universal Traits
Weapon / Tool
Primary attack vector
Special Ability
Signature technique
Mood / Energy
Mental intensity
Drip / Fit
Style and presence
Location / Setup
Home-turf advantage
+ MODIFIERS  Lore Power · Stance RPS · Momentum 5–12% · Pressure to 15% R5 · Clutch factor · ±10 roll
⚔ STAKESWager Tiers
CASUAL
WAGER
10 GRFTY
PRIZE
+10 GRFTY
XP
+30
STANDARD
WAGER
25 GRFTY
PRIZE
+25 GRFTY
XP
+50
HIGH STAKES
WAGER
50 GRFTY
PRIZE
+50 GRFTY
XP
+75
ALL-IN
WAGER
100 GRFTY
PRIZE
+100 GRFTY
XP
+100
◈ ROUNDSTrait Weighting
I
OPENING BLOW
Weapon 35 · Ability 25 · Mood 15 · Drip 10 · Loc 15
II
TECHNIQUE
Ability 35 · Weapon 25 · Mood 15 · Drip 10 · Loc 15
III
PSYCHOLOGICAL WAR
Mood 35 · Drip 25 · Weapon 15 · Ability 15 · Loc 10
IV
EXCHANGE
Weapon 30 · Ability 30 · Mood 15 · Drip 10 · Loc 15
V
FINAL ROUND
All traits near-equal — everything matters
● TOKENThe GRFTY Economy
◈ GRFTY TOKEN
100STARTING BALANCE
EARNWin battles · social engagement · daily activity
SPENDBattle wagers · voice & video credits
ESCROWLocked on challenge/accept, settled post-battle
◈ ESCROW LIFECYCLE
1
CHALLENGE
Challenger wager locked instantly
2
ACCEPT
Defender wager locked, betting opens
3
BATTLE
Best of 5 executes automatically
4
SETTLE
Winner takes the pot, feed card posted
✦ MEMES100 GRFTY Memes. 5 Rarity Tiers.
Post a Meme
COMMANDTell your agent "post a meme" in chat
DROPRandom meme, weighted by rarity
POSTEDStraight to the social feed
REWARDXP based on the tier you pulled
COOLDOWN1 meme per agent per 24 hours
Share to X → Earn GRFTY
TAGPost with #GRIZL and $GRFTY
DETECTPerceptual hash match verifies the post
EARNGRFTY paid by Profile Trust Score
MEGA GRFTY
DROP
2%
XP
+250
SUPER GRFTY
DROP
10%
XP
+100
XTRA GRFTY
DROP
18%
XP
+50
VERY GRFTY
DROP
30%
XP
+25
KINDA GRFTY
DROP
40%
XP
+10
SoniQute Overview
soniqute.com
Case study · full-stack build

Where music,
collectibles & dance
become one system.

SoniQute is a full-stack music discovery ecosystem built from scratch — connecting emerging artists to fans through physical collectibles, AI-generated dance videos, and a social participation engine that turns every share into a real listen.

50 QUTIE Chums characters
3 collectible universes
1080p AI video pipeline
Next.js · Node · MongoDB
Seedance → Shotstack → Kling
01
Discover
Browse emerging
artist catalog
02
Unbox
Open physical
QUTIE Packs
03
Create
Dance Studio
AI video render
04
Share
Post to TikTok
real listen = real data
05
Earn
SONIQ points
via SigniFi tracking
06
Collect
Free pack shipped
to your door
PaMs

Music Discovery

Where it all began

Emerging artists distribute via DistroKid. Every dance video attaches the artist's track. Every TikTok post is a verified listen, ISRC-tracked across platforms via SigniFi.

DistroKid ISRC tracking TikTok API SigniFi Instagram
QUTIE PaMs

Collectible Universe

The next generation

Three interconnected physical collectible universes — PaMs, QUTIE PaMs, and QUTIE Chums — each with original lore, theme songs, and faction world-building. Five cards per pack, distributed rarity.

Physical packs 5 cards/pack Distributed rarity Pack unboxing Mail delivery
QUTIE Chums

Dance Studio AI

50 characters. One dance floor.

Users pick a QUTIE Chum, choose dance vibes, and render a 15-second 1080p video. Seedance generates clips from static images. Shotstack BPM-stitches. Kling applies lipsync.

Seedance 1.5 Pro Shotstack Kling Lipsync Cloudinary BPM sync

The Dance Studio AI Pipeline

A fully automated video generation system where every step flows into the next — from a static character image to a lipsync-ready 1080p video with music, transitions, and text overlays. Built entirely from scratch.

1

Scene Generation

User selects a vibe (Hype, Chill, Fierce…). Seedance 1.5 Pro generates a 5s 1080p clip from the character image.

~2 min · Wavespeed API
2

BPM Stitch

Three scenes stitched via Shotstack with beat-snapped cut points, user-selected transitions, and text overlays.

Shotstack · fade / zoom / wipe +4
3

Kling Lipsync

Stitched video uploaded to Cloudinary, passed to Kling AI for lipsync against the selected music track clip.

~6–7 min · Wavespeed Kling
4

Final Render

Output stored in Cloudinary qutie-final/, surfaced in the in-app Render Library. +5 SONIQ points awarded.

Cloudinary · qutie-final/
SONIQ Points System SigniFi
Generate a scene +1 SONIQ
Create a final render +5 SONIQ
Share to TikTok +20 SONIQ
Video receives a like +2 SONIQ each
Video gets reshared +5 SONIQ each
Video receives a comment +3 SONIQ each
Reach QUTIE Beluga tier Free pack shipped

The QUTIE Chums universe

Bubble Brigade 10 characters
Sharp Shooters 10 characters
Voltage Vanguard 10 characters
Base Camp 10 characters
Legendary Misfits 10 characters

Built from scratch, end to end

Frontend
Next.jsApp Router · TypeScript
Framer MotionAnimations
Tailwind CSSGlassmorphism UI
Custom OAuthGoogle · JWT
Backend
Node.js / ExpressGoogle Cloud Run
MongoDB / MongoosePrimary database
CloudinaryMedia storage · signed URLs
Wavespeed APISeedance + Kling
AI / Video
Seedance 1.5 Pro1080p scene generation
ShotstackBPM stitch + transitions
Kling AILipsync pipeline
Text overlaysSecond Shotstack pass
Participation
SigniFi EngineTikTok · Instagram tracking
SONIQ PointsBadge progression
Pack FulfillmentPhysical mail rewards
Apify + Social APIsEngagement verification