Passionate about building intelligent systems that solve real-world problems. Specializing in machine learning, deep learning, and cutting-edge AI technologies.
Build beyond the demo
A practical guide to architecting multimodal, context-aware AI agents with reasoning, memory, retrieval, autonomous execution, and multi-agent collaboration.
Supporting AI, data, and security builders through thoughtful evaluation and feedback.
Final Judge & Expert Panelist
Seattle Data AI & Security | September 24-26, 2026
Served as a final judge for AI Defense Lab 2026, a 48-hour online hackathon focused on AI and cybersecurity. Organized in collaboration with City University of Seattle and IEEE Podhigai Subsection, the event brought builders together to build, attack, and defend AI-powered solutions.
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Judge & Mentor
Seattle Data, AI & Security Community | July 30 - August 2, 2026
Supported the Secure AI Hackathon 2026 by mentoring participants, reviewing submissions, evaluating finalist demos, and providing thoughtful feedback to the next generation of AI, data, and security builders.
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Tools I build and share for reliable test automation, AI-powered workflows, and better developer experiences.
Enterprise-grade Microsoft Entra ID authentication for Playwright E2E tests, with password and certificate authentication and flexible credential providers.
Deterministic, codegraph-powered affected test selection and scenario coverage for Rush monorepos. Connect code changes to the tests that matter.
AI-powered test reporting for Playwright, combining failure analysis, automatic bug creation, fix suggestions, and multi-provider support for CI/CD workflows.
A vendor-neutral developer plugin for Claude Code, GitHub Copilot, and Codex. Skills and agents support the full software lifecycle with closed-loop, bounded autonomous repair.
Latest Blog Posts
Sharing insights, tutorials, and thoughts on the latest developments in AI, ML, and technology
Mar 15, 2026
A deep dive into Claude Code — Anthropic's agentic CLI tool that reads your codebase, writes code, runs tests, and ships features end-to-end from the terminal.
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Feb 12, 2026
An in-depth look at Claude for Work — Anthropic's enterprise AI platform — and how engineering teams can use it to automate workflows and scale knowledge sharing.
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Jan 8, 2026
A practical guide to building production-ready AI applications using the Claude API — covering tool use, streaming, prompt engineering, and real-world architecture patterns.
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Jul 18, 2025
Using Large Language Models to create adaptive and realistic test data for smarter, scalable Playwright testing scenarios.
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Jul 16, 2025
Exploring how AI enhances visual validation by combining intelligent UI analysis with Playwright automation techniques.
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Jun 2, 2025
Learn how to leverage large language models like GPT-4 to generate intelligent Playwright test cases from user stories, mockups, and API documentation.
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Apr 30, 2025
Master the Model Context Protocol (MCP) to build powerful AI integrations. Complete guide covering server implementation, client connections, and real-world applications.
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Apr 1, 2025
An in-depth exploration of Model Context Protocol (MCP), its architecture, implementation strategies, and real-world applications.
Read More →Leverage my expertise in AI/ML to accelerate your projects, career, and business goals
Get personalized guidance on AI/ML projects, career advice, and technical solutions tailored to your specific needs.
Schedule NowDiscuss your projects, explore collaboration opportunities, or invite me to speak at your events and conferences.
Schedule NowAccelerate your AI/ML career with personalized mentorship, skill development strategies, and industry insights.
Schedule NowStrategic advisory for AI startups and personal branding mastery to establish your presence in the tech industry.
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Showcasing innovative AI/ML solutions that demonstrate technical expertise and real-world impact
Complete toolkit for enterprise level AI agents
Design production-ready agents with unified APIs, tools, and memory.
1234567891011121314151617181920import { Agent } from '@voltagent/core'
import { VercelAIProvider } from '@voltagent/vercel-ai'
import { openai } from '@ai-sdk/openai'
import { anthropic } from '@ai-sdk/anthropic'
const agent = new Agent({
provider: new VercelAIProvider(),
model: openai("gpt-4o-mini"),
});
const anthropicAgent = new Agent({
provider: new VercelAIProvider(),
model: anthropic('claude-3-haiku-20240307'),
});
Enable agents to invoke functions, interact with systems, and perform actions.
Seamlessly switch between different AI providers with a simple code update.
Experiment, fine-tune, and iterate your AI prompts in an integrated environment.
Store and recall interactions to enhance your agents intelligence and context.
NL2Test - AI-Assisted Testing
Transform natural language descriptions into executable Playwright web integration tests with AI-powered test automation.
Playwright Test GenerationInterested in collaborating on AI/ML projects or discussing technology? I'd love to hear from you!