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After spending 20+ years in the software industry, with experience ranging all the way from pre-sales to dev-ops I felt it important to share my experiences, ideas, projects, before the candle burns out. Hope you find it useful. 📚
Featured Projects
- marketplacecommerce
Trover
Published: at 12:00 AMA local marketplace concept that turns garage clutter into finished listings with AI-generated copy, smart pricing, enhanced images, and checkout.
AIStripeMarketplaceImage ProcessingView project - marketingautomation
Amptrend
Published: at 12:00 AMA personalized marketing automation and trend analysis product for turning market signals into more focused campaigns.
Next.jsAIAnalyticsMarketing AutomationView project - careerai
ResumeRavenPro
Published: at 12:00 AMA GenAI job-seeking companion that analyzes resumes against target roles, generates cover letters, and helps candidates focus their search.
OpenAIVector SearchDocument GenerationStripeView project - mobile appeducation
TopRecall | Long Term Knowledge Retention and Mastery
Published: at 12:00 AMA mobile app that revolutionizes long-term memory retention through adaptive, AI-powered quizzing and study tools.
React NativeExpoOpenAI APIMongoDBView project
Featured
Designing AI Features Around Trust, Not Magic
Published: at 05:05 PM6 min readWhy useful AI products need consent, transparency, undo flows, clear boundaries, and user-visible control instead of autonomous behavior everywhere.
How I Think About Data Pipelines: From Raw Events to Executive Decisions
Published: at 12:50 PM6 min readA practical walkthrough of how raw operational events become trusted reporting through ingestion, validation, modeling, observability, and ownership.
From Notes to Knowledge: How I Designed TopRecall's AI Study Pipeline
Published: at 04:45 PM6 min readA practical look at how TopRecall turns notes, audio, and study files into quizzes, feedback loops, and long-term retention workflows.
The Data Engineer's Guide to Building AI Products That Don't Fall Apart
Published: at 02:20 PM6 min readA practical architecture guide for building AI products on top of reliable data, measurable behavior, secure access, and production-grade feedback loops.
Handling Complex Schemas with AWS Amplify
Published: at 09:00 AM5 min readStrategies for managing complex data schemas in AWS Amplify applications using GraphQL and AppSync.
Contextual Authorization Is the Missing Layer in Agentic Apps
Published: at 03:35 PM7 min readA practical guide to building agentic apps with permission timing, scoped OAuth, approval checkpoints, audit logs, and failure-case design.
Contextual Authorization for Agentic Systems
Updated: at 10:00 AM6 min readHow to design agentic job-seeking applications that protect user data with just-in-time auth, least-privileged access, and contextual enforcement.
Managing MongoDB Environments with Alembic: A Robust Workflow for Local, Dev, and Prod
Updated: at 09:37 PM7 min readA guide on managing MongoDB environments using Alembic, covering best practices for local, development, and production setups.
Securely Managing Sensitive Data in AWS CloudFormation Templates
Updated: at 09:12 AM3 min readA guide on securely handling sensitive data in AWS CloudFormation templates, covering best practices and the use of AWS Systems Manager Parameter Store.
Discovering Unity Networking: A Beginner's Guide to RPCs
Updated: at 09:12 AM3 min readAn introductory guide to understanding and implementing RPCs in Unity for effective multiplayer game development.
Recent Posts
What Game Networking Taught Me About Distributed Systems
Published: at 01:10 PM6 min readHow concepts from multiplayer game networking map to backend architecture, including authority, latency, reconciliation, state sync, and failure handling.