RESUME / AI SYSTEMS ENGINEERING

Ravinder Singh

AI Systems Engineer | Backend, Platform and Applied AI

Target roles: AI Systems Engineer · Backend Engineer · AI Infrastructure Engineer · Platform Engineer · Full-Stack Engineer

Berlin, Germany[email protected]portfolio.faimatrix.comgithub.com/sainibhaowallinkedin.com/in/ravindersingh039

Professional Summary

AI Systems Engineer focused on backend platforms, AI infrastructure, agent runtimes, research systems, and desktop software. Project-backed work spans Python, FastAPI, PostgreSQL, Redis, TypeScript, React, Docker, document processing, vector retrieval, state graphs, verification, and security controls. Independent engineering projects cover architecture, API and storage design, integration boundaries, testing, documentation, and local deployment workflows. Based in Berlin and currently enrolled in a Bachelor of Science study programme in Business and IT.

Core Skills

Programming Languages

Python, TypeScript, JavaScript, SQL, Rust

Backend and APIs

FastAPI, REST APIs, PostgreSQL, SQLite, Redis, service orchestration

AI and Data Infrastructure

Agent runtimes, state graphs, embeddings, vector retrieval, RAG, OCR, document processing, provider adapters

Security and Governance

Tenant isolation, scoped authorization, encrypted credentials, Ed25519, AES-256-GCM, audit ledgers, sandboxed evaluation

Frontend and Desktop

React, Next.js, Electron, Tauri, Rust, WASM, OOXML, PDF workflows, operational dashboards

Quality and Delivery

Pytest, Vitest, MyPy, Ruff, Bandit, integration testing, end-to-end checks, Docker, Docker Compose

Selected Engineering Projects

Independent Engineering Projects

AI Systems Engineer | ReveLith Office Suite

Independent Engineering Projects

2026 to Present

  • Developed a pre-release desktop office suite spanning Docs, Sheets, Slides, PDF, Markdown, and Shell workflows.
  • Connected Electron orchestration to native Rust sidecars, WASM text shaping, provider-neutral AI context, and format-specific document engines.
  • Designed format-specific editing paths for DOCX, XLSX, PPTX, and PDF with targeted patching, fidelity fixtures, and reviewable save behavior.
  • Implemented local-first security boundaries, validated IPC contracts, automated test gates, and desktop packaging paths for Windows, macOS, and Linux.

Systems Engineer | Aurelinx HR Intelligence Platform

Independent Engineering Projects

2026 to Present

  • Developed a full-stack HR intelligence platform connecting workforce analytics, candidate workflows, AI-assisted analysis, and operational follow-through.
  • Connected Next.js views to FastAPI routes for authentication, employees, candidates, analysis, intelligence, integrations, and enterprise operations.
  • Implemented guarded chat tools with role checks, approval-gated deletion, secret redaction, workflow events, and audit records.
  • Documented PostgreSQL, Redis workers, Qdrant, Alembic migrations, Docker Compose services, and a Tauri 2 desktop shell; the repository contains seven backend pytest files and two client test files.

Backend Engineer | AverQel Workspace

Independent Engineering Projects

2025 to Present

  • Built the backend path from document upload and malware scanning through object storage, extraction, OCR, chunking, embeddings, and indexing.
  • Designed multi-tenant research workflows around citation-backed retrieval, connected tools, governed automation, and explicit ownership boundaries.
  • Implemented FastAPI services, PostgreSQL and Redis-backed runtime services, connector policies, encrypted credentials, and observable recovery paths.
  • Kept evidence, permissions, and runtime state outside the model so answers and actions remain inspectable from source to outcome.
  • Recent local validation recorded 806 backend cases and 280 frontend tests passing against the checked-out v1.2.12 source tree; this is not a production adoption or uptime claim.

AI Systems Engineer | Alcyoneus OS

Independent Engineering Projects

2025 to Present

  • Developed an agent runtime around state graphs, provider adapters, typed tools, memory, streaming, and resumable execution.
  • Separated model suggestions from executable authority through guardrails, policy decisions, identity, scoped secrets, and tenant-aware access control.
  • Added A2A, ACP, and MCP integration surfaces, sandboxed execution, approval-aware workflows, structured events, and operational telemetry.
  • Established evaluation and hardening paths so agent behavior can be tested, observed, and recovered in documented workflows.
  • A local full-suite run of the checked-out main branch recorded 3,159 passed, 13 skipped, and 31 warnings from 3,172 collected tests.

AI Systems Engineer | NOESIS-Σ Inference Engine

Independent Engineering Projects

2025 to Present

  • Designed an Alpha Experimental inference research system where a numerical Operator-Split Core governs state and evidence-related processing before generation.
  • Developed an Alpha Experimental research codebase around operator-split state dynamics, ICNN energy components, verifier services, and experimental runtime modules.
  • Implemented conservative, dissipative, and projection paths with configurable numerical limits and targeted tests; no formal stability, convexity, or performance guarantee is claimed.
  • Implemented optional AES-GCM snapshot encryption, Ed25519 signing, restricted DSL evaluation, and receipt checks within the repository's research-grade security boundary.
  • Maintained 106 test files and 501 test-prefixed functions as a static source inventory; execution results, benchmark accuracy, and production readiness are not claimed.

Systems Architect | FAIM-Native Memory Engine

Independent Engineering Projects

2024 to Present

  • Designed a deterministic AI memory graph with fractal inheritance, antisymmetric contradiction detection, and a 10-signal retrieval path with zero ML models in scoring.
  • Built the Fractal Inheritance Graph so parent fractions, residual novelty, contradiction handling, and graph traversal remain mathematically inspectable.
  • Implemented the retrieval engine, authentication and API-key lifecycle, self-evolution runtime, FIG View, and deployment hardening through end-to-end delivery.
  • The current checkout passed 1,009 pytest cases, skipped 1, and emitted 500 warnings in a local run. The repository also documents FastAPI, PostgreSQL, Redis, Qdrant, Next.js, TypeScript, Docker, and a deterministic 256-dimensional native vector path.

Languages

EnglishProfessional working proficiency
PunjabiNative
HindiNative
GermanA2 · actively learning

Education & Certifications

Human Resource Management qualification

Certificate on file · 2022

CMI Level 5 Certificate in Management and Leadership

Chartered Management Institute, London · 2025

Business and IT, Bachelor of Science study programme

IU International University of Applied Sciences, Berlin campus · 2025 to Present

Portfolio: portfolio.faimatrix.comReferences and detailed case studies available online.