Kotlin / Rust / MCP
Peek-A-Comment
An on-device AI commenting assistant that watches the screen, extracts text, frames context, and generates comments in your personalized voice.
View repositoryGinej Neupane / GrimNej
AI agents that actually do the work.
I build practical AI systems: agentic workflows, automation tools, RAG pipelines, model-powered products, internal copilots, and fast MVPs for teams that need to move from idea to execution.
Idea to MVP
before the meeting gets cold
Always adapting
because AI changes every other coffee break
Built to ship
architecture, tools, deployments, and iteration
Agentic AI systems
Automation tools
RAG pipelines
Cloud deployments
AI architecture
Agentic workflows
Idea to MVP
Automation
RAG
Cloud deployments
Always adapting
About
Built for the gap between a wild idea and a working system.
I am Ginej Neupane, better known in the developer community as GrimNej: The AI Guy, AI Solutions Architect, Agentic Engineer, GenAI Engineer, and Rapid MVP Builder.
I build practical AI systems: agentic workflows, automation tools, RAG pipelines, model-powered products, internal copilots, and fast MVPs for teams that need to move from idea to execution without getting trapped in endless planning.
My strongest suit is rapid execution. If an idea needs a technical verdict, I can break it down, choose the right architecture, ship a working foundation quickly, and keep adapting as the product and AI landscape change.
The AI Guy
Agentic systems, GenAI products, automation, RAG, and internal copilots.
Rapid MVP Builder
Idea breakdown, technical verdicts, architecture, prototypes, and iteration.
Always Adapting
Tools, deployments, cloud, model workflows, and whatever gets the product built.
Selected builds
Six builds with clear product intent.
Python / AI coding engine
Open Proto
Bridges a software idea and a production-grade architectural foundation with repository context, dependency maps, and codebase-aware retrieval.
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TypeScript / speech tooling
OrthoVerba
A browser-based voice-following teleprompter for readers who need real-time script alignment, contextual phrase highlighting, and automatic smart scrolling.
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Python / Premiere workflow
Editing Buddy
A one-click screen and audio recording workflow that captures clips and stills, then imports them directly into Adobe Premiere Pro.
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Python / semantic search
ServerMind
Searches through years of Discord history by meaning instead of exact keywords, turning scattered server conversations into a retrievable knowledge base.
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Python / Discord AI
Adaptive Persona Bot
A Discord bot framework that creates personality-driven bots that adapt to server energy, conversation context, and topic flow.
View repositoryStack
Tools chosen for agents, automation, shipping, and scale.
Languages
- Python
- TypeScript
- JavaScript
- Rust
- Java
- SQL
AI systems
- OpenAI / Agents SDK
- Anthropic / Gemini
- LangChain / LangGraph
- LlamaIndex / CrewAI
- MCP / tool calling
- RAG / evals
Apps and data
- FastAPI / Flask
- Node.js / Next.js
- PostgreSQL / Supabase
- Redis / MongoDB
- Pinecone / Qdrant
- Chroma / Vector DBs
Cloud and shipping
- Docker / Kubernetes
- AWS / GCP / Azure
- Linux / GitHub Actions
- Vercel AI SDK
- Hugging Face / Ollama
- Observability
Operating mode
How I move from idea to MVP.
Verdict first
I break down the idea, find the technical risk, and decide what needs to be proven before the work becomes expensive.
Prototype fast
MVPs should answer a real question, reveal risk, and create a foundation that can survive the next iteration.
Adapt constantly
AI changes fast. I keep the architecture understandable while swapping in better tools, models, and deployment paths as needed.
Contact
Have an AI idea? I can tell if it flies, then build the runway.
Best fit: AI startups, enterprise teams, founders, and builders who need an agentic system, automation layer, internal AI tool, or MVP that proves the idea is technically real.