BEYOND CHATBOTS. I BUILD AGENTS WITH HANDS.
Raw LLMs can write code, but they can't deploy it. They can write emails, but they can't click "Send."
I build the Human-in-the-Loop systems that bridge that gap.
> INITIALIZING ORCHESTRATION LAYER...
> CONNECTING TO AWS SDK...
> ANALYZING DEPENDENCY GRAPH...
> DETECTED 4 DRIFT RESOURCES.
> AGENT MEMORY CONTEXT: 84% USAGE.
> STATUS: ONLINE AND READY TO DEPLOY.Most AI stays trapped in the chat box. I specialize in Agentic Engineering & Copilot Interfaces to solve the "Hand Problem."
| Concept | Description |
|---|---|
| 🛠️ Tool Use | My agents don't just talk; they utilize APIs (Stripe, GitHub, AWS) to interact with infrastructure. |
| 🕸️ State Management | Using graph-based state (LangGraph), my systems maintain context across multi-day, multi-step workflows. |
| 🛡️ Copilot UIs | I build the specific UI that allows humans to approve dangerous actions: The Diff View, The Confirmation Modal, The Canvas. |
Problem: Lawyers will never accept an auto-generated contract without reviewing every word.
- The Agent: Drafts amendments using native 'Track Changes', putting edits in red suggestions.
- The UI: A "Redline" interface replicating MS Word. Users click 'Accept' or 'Reject' on specific clauses.
- Stack:
Python-docxReactOpenAI API
Problem: Spreadsheets with 10k rows have hidden circular dependencies that break financial models.
- The Agent: Detects formula errors and circular dependencies using graph analysis.
- The UI: A "Grid Overlay" highlighting specific cells in red with a "Fix Formula?" dialog.
- Stack:
PandasExcel JSLangChain
Problem: Editing long-form video into clips is tedious.
- The Agent: Analyzes transcripts and visual cues to identify viral moments.
- The UI: A "Smart Timeline" where the agent places cut markers. Hover to preview, click to render.
- Stack:
FFmpegOpenCVNext.js
I don't just list languages. I implement the core Agentic Concepts required for autonomous systems.
| Category | Tech Stack |
|---|---|
| Orchestration |    |
| Sandboxing |    |
| Browser Control |   |
| Vector Memory |    |
| Frontend |    |
"Stop building chatbots. Start building Systems. I can help you architect the Agent, the Tools, and the User Interface that makes it usable."
© 2026 Agentic Systems Lab. Architecting the Post-Chat Era.
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