Web applications, backend APIs, AI automation, desktop tools, and production-minded delivery.
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Responsive customer portals, operational dashboards, internal tools, and data-rich interfaces built with React, Vue, and TypeScript. |
FastAPI services, PostgreSQL and Redis data layers, authentication boundaries, third-party integrations, and observable backend workflows. |
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LLM applications, agent orchestration, MCP tools, retrieval, human approval, evaluation, and controlled business automation. |
C# Windows utilities, serial and device communication, report generation, MATLAB signal processing, and technical visualization. |
- Scope before implementation: clarify users, workflows, integrations, constraints, and acceptance criteria.
- Visible milestones: deliver working increments instead of hiding progress until the end.
- Engineering evidence: use automated tests, repeatable demos, logs, metrics, and CI where appropriate.
- Deployment and handoff: provide reproducible environments, operational notes, and maintainable source code.
- Privacy by default: public demos use synthetic or redacted data and never expose client credentials or internal systems.
An auditable full-stack operations system for inventory exceptions, equipment alerts, and human-approved work orders.
- Bounded LangGraph workflows, FastMCP tools, policy checks, approval checkpoints, restart recovery, and idempotent writes.
- FastAPI, PostgreSQL, pgvector, Redis, OpenTelemetry, React, Docker, deterministic evaluation, and CI.
- Open the engineering showcase
A deployed field-mission planning system that turns natural-language requirements into confirmed missions, verified plans, and revision evidence.
- Typed AI intake, bounded planning, policy validation, checkpointed execution, and suffix-only replanning.
- Python APIs, TypeScript workbench, PostgreSQL, cloud deployment, live evaluation, and reproducible public demos.
- Open the project showcase
- HelloAgents Trip Planner: multi-agent travel planning with FastAPI, Vue 3, TypeScript, and external APIs.
- Serial Port Assistant and KLS Serial Utility: C# Windows communication and protocol-testing tools.
- MATLAB Imaging Tools: sensor-frame parsing, signal imaging, trajectories, and 3D visualization.
- PDF Report Generator: C# report generation for text, images, JSON, tables, watermarks, and pagination.
Languages
Application and AI
Data and Delivery
Four focused contributions have been accepted by established AI agent and developer-tool projects. Personal repository work is excluded from this count.
| Project | Contribution | Outcome |
|---|---|---|
| Microsoft Agent Framework #7324 | Preserved table binding across consecutive declarative EditTable operations and added regression coverage. |
Merged |
| local-deep-research #5269 | Unified Zotero progress and error feedback while preserving accessibility and XSS-safe rendering. | Merged |
| Langroid #1072 | Fixed concurrent result selection so a fast empty result cannot cancel a slower valid result. | Merged with authorship retained |
| Strands Agents Harness SDK #3627 | Preserved token usage from hook-retried model calls so cost reporting and invocation limits remain accurate. | Merged |
The best first message includes the business goal, target users, current workflow, required integrations, expected timeline, and any technical constraints. Please do not send passwords, production credentials, confidential datasets, or proprietary source code in an initial inquiry.
