Portfolio roadmap

Where to start

A visual guide to exploring this portfolio — smart factories, EV software, streaming ML, and robotics — in a logical build order.

1 Orient 2 Foundation 3 Integrate 4 Deploy
OMNI-Mesh → AEGIS + edge-telemetry-plane ← factory systems AI | OTA Verifier → Key Provision → Overdrive OTA ← EV spine

Four phases

Overview → production-style demos.

0

Orient

Week 1
Portfolio Interactive lab TeleOp demo
1

Foundation

Months 0–6
edge-telemetry-plane OMNI-Mesh · MFG OTA → Key Provision
2

Integration

Months 6–18
AEGIS Sentinel-Stream Mesh · +2 domains
3

Deployment

Months 18–36
RL-Pendulum Semantic SLAM Overdrive OTA VLA-bench

Recommended sequence

Master path — each step tagged with its engineering pillar.

0
Portfolio + LabOrient
Orient
1 day
1
TeleOp FlywheelProduct
PM / Robotics
2 hrs
2
OTA Verifier → Key Provision → Overdrive OTASoftware
EV / OTA
1–2 wk
3
edge-telemetry-planeData
Industrial / IIoT
1–2 wk
4
OMNI-Mesh — one polymorphic codebase, three domain profiles: MANUFACTURING → HEALTH_TECH → ROBOTICS (flip OMNI_MESH_PROFILE)Data
Data Mesh
2–3 wk + 1 wk each
5
Factory Systems AI: AEGIS + Factory Genius + Cell-to-Pack (or edge-telemetry-plane for telemetry)AI
Factory Systems
3–6 wk
6
QualityMind-RAGAI
Agentic AI
2–4 wk
7
Visual QA → CLaimLensAI
AI / ML
3–5 wk
8
VLA-bench → APEX-recoverAI
Robotics
3–5 wk
9
RL-Pendulum → Semantic SLAMAI
Edge / Deploy
Ongoing

OMNI-Mesh — universal polymorphic data mesh

One codebase, three domains. A single data-mesh skeleton (Apache Iceberg + dbt medallion + Dagster + Agentic RAG) runs as MANUFACTURING, HEALTH_TECH, or ROBOTICS — selected by the OMNI_MESH_PROFILE environment variable. Consolidates the formerly separate MFG-Mesh, heal-mesh, and RoboMesh repos.

🧩 OMNI-Mesh — 🏗️ MANUFACTURING · 🩺 HEALTH_TECH · 🤖 ROBOTICS

Runnable demo

One polymorphic codebase. Switch domains with OMNI_MESH_PROFILE — each profile shares the same Iceberg + dbt medallion + Agentic RAG skeleton (per-profile detail in the table below).

OMNI_MESH_PROFILE=<MANUFACTURING|HEALTH_TECH|ROBOTICS> omni-mesh enforce

github.com/vgandhi1/OMNI-Mesh
MANUFACTURINGHEALTH_TECHROBOTICS
DomainFactory IIoTHealthcareRobotics / VLA
Source dataOPC UA / PLC telemetryWearables + clinical + subsWebDataset demonstration shards
Sensitive dataOperator IDsPHI (HIPAA)Robot serials (RBAC)
RAG corpusFailure eventsClinical encountersFailure taxonomies
EngineOne codebase · Apache Iceberg · dbt medallion · DuckDB · Dagster · ChromaDB · fail-closed keyed-HMAC masking

Four pillars

Entry paths by engineering pillar — same model as the projects page.

Start this week

Two 30-minute quick wins — then go deep with the data mesh.

TeleOp demo OTA Verifier OMNI-Mesh deep dive All projects