March 1, 2026
An engineer-friendly deep dive into how the human brain truly processes information, learns without backpropagation, and uses spiking neural networks, predictive coding, and dopamine-driven TD errors—challenging our notions of AI and matrix math.
February 13, 2026
How we evolved our Lambda-based real-time AI streaming stack for SaaS: integrating streaming, credit management, and subscription-based throttling. Patterns, challenges, and lessons from Helpmaton’s production deployment.
February 12, 2026
How to implement tiered API throttling in AWS API Gateway using subscriptions, without requiring clients to send or manage API keys. Learn how to map subscriptions to usage plans with a custom Lambda authorizer for seamless and secure rate limiting.
February 8, 2026
How we give AI agents long-term memory without blowing the budget: time-stratified vector memory (six grains, progressive summarization) plus a graph knowledge base for structured facts, with bounded storage and semantic search.
February 6, 2026
How building Helpmaton — a robust infrastructure layer for AI agents—helped transform one-off scripts into reliable, context-aware, and continuously evaluated AI workflows for projects like TimeClout.
