Applied AI
RAG systems, embeddings, local LLMs, model orchestration, MCP tools, and agent workflows.
Mechanical engineering × intelligent systems
I build machines that think—and software that moves.
I combine mechanical engineering, CAD automation, and applied AI to turn complex technical knowledge into practical tools.
0
Shipped systems
0+
API members indexed
0
Delivery agents
0
Models routed
01
About
Two disciplines, one practice
Engineering rigor.
Builder curiosity.
I am a mechanical engineer evolving into an AI and software builder. My work connects physical systems with intelligent software: from SolidWorks automation and engineering knowledge bases to local RAG, multi-model orchestration, and production-minded full-stack applications. I learn by building, documenting, and shipping.
Learning nowCurrently deepening machine learning, LLM fine-tuning, retrieval systems, and production AI workflows.
Engineering interestsEngineering interests include automatic control, electromechanics, motor drives, electric machines, and electric vehicles.
Engineering automation
SolidWorks APIs, CAD workflows, engineering data, design rules, and reliable feedback loops.
Full-stack products
Type-safe interfaces, APIs, data models, authentication, analytics, and deployment-ready systems.
02
Selected systems
Repository-backed experience
Systems made
to be used.
Selected projects across applied AI, mechanical engineering, knowledge infrastructure, and product development.
01
Open source
AI × CAD automation
SolidWorks GPT Plugin
A knowledge-backed OpenAI Codex plugin that coordinates requirements, modeling, validation, API guidance, and consent-aware feedback for SolidWorks design sessions.
View repository
02
Open source
Technical knowledge infrastructure
SOLIDWORKS Drawing API 2026
A source-traceable SQLite knowledge base containing 2,405 API members, 1,293 official examples, 32 workflows, and bilingual full-text search for drawing automation.
View repository
03
Open source
LLM orchestration
Multi-model MCP Router
An OAuth-protected MCP system that lets ChatGPT delegate to and compare Gemini, Claude, Qwen, DeepSeek, GLM, Kimi, and other OpenRouter models.
View repository
04
Private build
Private AI workspace
Sonia — Personal RAG
A local-first retrieval app for documents, code, spreadsheets, and OCR images, using Ollama embeddings, LanceDB, MMR reranking, streaming answers, and source citations.
Private case study
05
Private build
Full-stack operations platform
Green Acres
A farm-management system spanning livestock, crops, aquaculture, inventory, staff, finance, notifications, maps, analytics, and CSV reporting.
Private case study
06
Private library
Agentic delivery systems
Agent Team Architecture
A reusable 33-agent, seven-phase software delivery architecture with governance, quality gates, CI/CD patterns, deployment runbooks, and safety controls.
Private case study
07
Private build
Portable engineering intelligence
SolidWorks AI Assistant
A portable MCP-based engineering assistant with SolidWorks COM automation, SQLite standards, design-rule checks, audit trails, screenshot verification, rollback, and Docker-ready services.
Private case study
03
The full toolbelt
- Discovery
- Requirements
- Knowledge graphs
- Source mining
- Scope shaping
- Feasibility
- Discovery
- Requirements
- Knowledge graphs
- Source mining
- Scope shaping
- Feasibility
- Discovery
- Requirements
- Knowledge graphs
- Source mining
- Scope shaping
- Feasibility
- System design
- API contracts
- Data models
- Architecture
- Tech selection
- Diagramming
- System design
- API contracts
- Data models
- Architecture
- Tech selection
- Diagramming
- System design
- API contracts
- Data models
- Architecture
- Tech selection
- Diagramming
- Model layer
- Embeddings
- Vector stores
- RAG pipeline
- Fine-tuning
- Evaluation
- Model layer
- Embeddings
- Vector stores
- RAG pipeline
- Fine-tuning
- Evaluation
- Model layer
- Embeddings
- Vector stores
- RAG pipeline
- Fine-tuning
- Evaluation
- Build
- Python
- TypeScript
- MCP servers
- CAD automation
- Testing
- Build
- Python
- TypeScript
- MCP servers
- CAD automation
- Testing
- Build
- Python
- TypeScript
- MCP servers
- CAD automation
- Testing
- Ship
- Docker
- CI/CD
- Observability
- Audit trails
- Docs
- Ship
- Docker
- CI/CD
- Observability
- Audit trails
- Docs
- Ship
- Docker
- CI/CD
- Observability
- Audit trails
- Docs
Built across the whole stack
From torque curves
to token streams.
MCP engineering
Two production MCP servers — stdio and StreamableHTTP — protected by OAuth 2.1, with JWKS/JWT verification and resource metadata.
RAG pipeline
Hybrid BM25 + vector search, MMR reranking, LLM chunk grading, query expansion, and streamed answers with citations.
Local embeddings
ONNX-backed BGE-small model baked into Docker images for fully offline retrieval.
Multi-model routing
Gateway that delegates to Gemini, Claude, Qwen, DeepSeek, GLM and Kimi, comparing up to four in parallel.
CAD automation
pywin32 COM bridge driving SolidWorks — design-rule checks, screenshot verification, rollback, and audit trails.
Document intelligence
Ingestion for PDF, DOCX, spreadsheets and images with OCR — all chunked and embedded into searchable memory.
Messaging integrations
Full Telegram MTProto client plus Gmail and Google Calendar over OAuth2, with sync and polling.
Agent delivery
A reusable 33-agent, seven-phase software delivery library with governance, hooks, and deployment runbooks.
04
Capabilities
A growing technical toolkit
Six disciplines,
one practice.
01 / Intelligence
AI & machine intelligence
- Applied AI & LLM systems
- Retrieval-Augmented Generation
- Embeddings & vector search
- MMR reranking & hybrid BM25+vector search
- Chunk grading & query expansion
- Prompt and tool orchestration
- Agent loops, approvals & memory
- Fine-tuning workflows
- Machine learning foundations
02 / Models
LLM providers & MCP
- MCP servers (stdio + StreamableHTTP)
- OAuth 2.1 resource servers
- OpenRouter multi-model routing
- Ollama & local LLMs
- OpenAI-compatible endpoints
- Anthropic Claude API
- JWKS & JWT verification
- Parallel model comparison
03 / Software
Software engineering
- Python
- TypeScript & JavaScript
- Next.js 14 App Router
- React, Node.js & Express
- Flask & ASGI (Starlette/Uvicorn)
- REST & OpenAPI 3.1
- TailwindCSS, shadcn/ui & Radix
- Zod schema validation
04 / Data
Data & retrieval
- SQL, SQLite & Prisma
- LanceDB & Apache Arrow
- sqlite-vec vector extension
- fastembed (ONNX) & BGE embeddings
- Recursive chunking & OCR (tesseract.js)
- PDF, DOCX & spreadsheet parsing
- Full-text search (FTS5)
- ETL & data pipelines
05 / Delivery
Delivery & infrastructure
- Git, GitHub Actions & branch governance
- Docker & docker-compose
- Caddy reverse proxy & auto-HTTPS
- gitleaks, actionlint & Redocly
- Dependabot & CODEOWNERS
- Linux & shell tooling
- PowerShell & portable runtimes
- Observability & audit trails
06 / Engineering
Mechanical engineering
- SOLIDWORKS & API automation
- pywin32 COM bridge
- MATLAB & Simulink
- AutoCAD
- Abaqus & finite elements
- Automatic control & motor drives
- Machine & mechanism design
- 3D printing & prototyping
05
Timeline
Experience & education
A path shaped
by making.
Experience
2025 — Present
Independent AI & Automation Builder
Self-directed product development
Building applied AI, agentic tooling, engineering knowledge systems, CAD automation, and full-stack products; publishing selected work through GitHub.
May 2023 — Present
Engineering Instructor
Online
Teaching general mathematics, statics, dynamics, and automatic control with a focus on clear problem solving.
May 2021 — May 2023
Industrial Design Intern
Behsazan Sanaye Khavarmianeh Co.
Supported vessel, welding, and structural design work in an industrial environment.
May 2021 — May 2023
Military Service
Anti-Narcotics Police of FARAJA
Completed national service.
Education
September 2016 — September 2020
Bachelor of Mechanical Engineering
Malayer University, Iran
GPA 15.39/20 across 142 credits · Final-year GPA 3.70/4
September 2012 — September 2016
Mathematics & Physics
EbnSina High School, Iran
GPA 19.10/20
Engineering projects
Academic
DC Motor Driver & PID Control
Designed and implemented a DC motor driver using Arduino, MATLAB, and PID control.
Academic
Magnetic Shock Absorber
Designed and implemented a simple magnetic shock-absorber model for mechanical vibrations study.
Academic
3D-Printed Component Simulation
Simulated a component manufactured through additive manufacturing for machine-tools design.
Academic
Polyurea Impact Simulation
Modeled bullet penetration into a polyurea sheet using Abaqus finite-element analysis.
Open to ambitious engineering and AI work