The journal.
Ideas, implementation notes, and lessons from shipping software.
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Game Development
The Build Passed. Is the Game Ready?
What RogerRoger's rendering, interface, and release-tooling changes reveal about the gap between a valid artifact and a verified player experience.
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Product Engineering
The AI Worked. Then Billing, Login, and Email Got Complicated.
Lessons from TopRecall and Amptrend about purchase ownership, account boundaries, delivery controls, and the work between a demo and a dependable product.
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AI
Designing AI Features Around Trust, Not Magic
Why useful AI products need consent, transparency, undo flows, clear boundaries, and user-visible control instead of autonomous behavior everywhere.
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Data Engineering
How I Think About Data Pipelines: From Raw Events to Executive Decisions
A practical walkthrough of how raw operational events become trusted reporting through ingestion, validation, modeling, observability, and ownership.
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Distributed Systems
What Game Networking Taught Me About Distributed Systems
How concepts from multiplayer game networking map to backend architecture, including authority, latency, reconciliation, state sync, and failure handling.
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TopRecall
From Notes to Knowledge: How I Designed TopRecall's AI Study Pipeline
A practical look at how TopRecall turns notes, audio, and study files into quizzes, feedback loops, and long-term retention workflows.
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AI
The Data Engineer's Guide to Building AI Products That Don't Fall Apart
A practical architecture guide for building AI products on top of reliable data, measurable behavior, secure access, and production-grade feedback loops.
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AWS Amplify
Handling Complex Schemas with AWS Amplify
Strategies for managing complex data schemas in AWS Amplify applications using GraphQL and AppSync.
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AI Agents
Contextual Authorization Is the Missing Layer in Agentic Apps
A practical guide to building agentic apps with permission timing, scoped OAuth, approval checkpoints, audit logs, and failure-case design.
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Security
Contextual Authorization for Agentic Systems
How to design agentic job-seeking applications that protect user data with just-in-time auth, least-privileged access, and contextual enforcement.
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MongoDB
Managing MongoDB Environments with Alembic: A Robust Workflow for Local, Dev, and Prod
A guide on managing MongoDB environments using Alembic, covering best practices for local, development, and production setups.
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AWS
Securely Managing Sensitive Data in AWS CloudFormation Templates
A guide on securely handling sensitive data in AWS CloudFormation templates, covering best practices and the use of AWS Systems Manager Parameter Store.
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Unity
Discovering Unity Networking: A Beginner's Guide to RPCs
An introductory guide to understanding and implementing RPCs in Unity for effective multiplayer game development.
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