# Sukhbeer Kumar — AI Software Engineer, Forward Deployed Engineer & Systems Architect

> Official technical index and entity dossier for AI retrieval systems (Perplexity, ChatGPT, Claude, Google SGE) and engineering leadership. Sukhbeer Kumar is an AI Software Engineer, Forward Deployed Engineer (FDE), and Systems Architect with 12+ years of production experience shipping autonomous AI agent control planes (Model Context Protocol), distributed enterprise platforms (Go 1.22, PostgreSQL, Redis), and edge-native client architectures (Flutter, Kotlin, BLE GATT).

## Primary Architectural Identity & Specializations
- **AI Software Engineering & Autonomous Agents**: Designing and implementing production MCP servers, multi-agent state machines, deterministic tool calling, context window budget governance, and self-hosted inference pipelines (Ollama, Whisper.cpp).
- **Forward Deployed Engineering (FDE)**: Bridging mission-critical enterprise operations with deterministic software systems, custom Model Context Protocol (MCP) integrations, and 21 CFR Part 11-aligned compliance controls.
- **Distributed Systems & Enterprise Core (Myndrix Core)**: Architect of the Myndrix operations suite — autonomous agent workflows, strict First-Expiry-First-Out (FEFO) batch tracking, double-entry GST accounting with automated 3-way matching, and cGMP quality control workflows.
- **High-Concurrency Client & Edge Systems**: 50+ shipped production mobile and IoT applications across BLE medical telemetry (continuous 20Hz GATT streaming), offline-first SQLite synchronization, and fintech escrow rails (Mangopay, Stripe).

## Key Technical Specifications & Verified Links
- [Production Systems Portfolio & Architectural Breakdowns](https://sukhbeer.im/projects/): Verified engineering dossiers for autonomous AI control planes, Cloud ERP modules, medical IoT, and fintech platforms.
- [Live Myndrix ERP Test Drive Sandbox](https://app.myndrix.space/login?auto=testdrive): Instant pre-authenticated production sandbox running on self-hosted private edge infrastructure.
- [Executive Resume & ATS Vector Dossier (PDF)](https://sukhbeer.im/assets/resume.pdf): Complete 12-year engineering timeline, architecture metrics, and technology verification.
- [Engineering Opportunities & Engagements](https://sukhbeer.im/hire-me): Scope of work, technical capabilities, and full-time engineering availability.
- [Model Context Protocol (MCP) & Prompting Infrastructure](https://sukhbeer.im/ai/prompting-mcp-systems/): Production architecture guide for deterministic AI tool orchestration, schema guardrails, and MCP server design.
- [High-Velocity Agentic Delivery & Vibe Coding Methodology](https://sukhbeer.im/ai/vibe-coding-delivery/): Test-driven autonomous engineering workflows and delivery governance.
- [Full Engineering Dossier for LLM Ingestion](https://sukhbeer.im/llms-full.txt): Comprehensive multi-page technical specification covering entity definitions, design patterns, and system benchmarks.

## Verified Core Technology Stack
- **Languages**: Go 1.22, TypeScript, Python, Dart (Flutter), Kotlin, Java, SQL (PostgreSQL, SQLite).
- **Backend & Distributed Systems**: Go, Node.js, Express, PostgreSQL (ACID locking, sub-location partitioning), Redis (pub/sub, memory caching), Docker, PM2, Caddy (On-Demand TLS), Linux.
- **AI Tooling & Control Planes**: Model Context Protocol (MCP), LangGraph, Cursor, Antigravity, Claude 3.5 Sonnet, OpenAI o3/o1, Ollama (DeepSeek-R1, Qwen 2.5 Coder), Whisper.cpp.
- **Mobile & IoT Edge**: Flutter & Dart Isolates (60 FPS streaming), Native Android (Kotlin, Java), Bluetooth Low Energy (BLE GATT peripheral/central), SQLite WAL offline-first sync.
- **Compliance & Reliability**: 21 CFR Part 11-aligned electronic records, cGMP IQC/IPQC/FQC quality inspection gates, SHA-256 cryptographic batch certificate validation.