
I Built an 8-Layer Memory Architecture for AI Agents — Here's Why
Why most AI agents still forget everything, and how a layered cognitive memory system can fix that — from real-time state to causal reasoning and value alignment.
Articles, insights, and tutorials from the PubliFlow community. Published on Dev.to and synced automatically.

Why most AI agents still forget everything, and how a layered cognitive memory system can fix that — from real-time state to causal reasoning and value alignment.

The architecture decisions behind a production-ready SaaS starter: auth, billing, database, email, deployment, and developer experience.

Designing an 8-Layer Cognitive Memory Architecture for AI Agents Why flat vector...

What if every customer you get also becomes your salesperson? That's the question that...

After building 3 SaaS products from scratch, I got tired of re-implementing auth, payments, and admin...

Last month, my internet bill jumped from $65 to $80. Again. I called Comcast, waited 45 minutes, and...

An indie hacker's journey building BillSnip: from frustrated consumer to shipping a DeepSeek-powered...

Designing a multi-platform publishing system that posts to Dev.to, Medium, Hashnode, and more. API integration, scheduling, and content transformation.

AI video generation is no longer a novelty — it's becoming a core feature in SaaS products. But...

F-1 visa says no work? Wrong. Building your own product is completely legal. If you're an...

What if your SaaS purchase came with a built-in income stream? Not a cashback coupon. Not a referral...

Learn how to build a multi-platform content publishing system with Next.js 15, covering API design, content transformation, image pipelines, and SEO.

Building a robust subscription billing system: webhooks, proration, usage-based billing, and handling edge cases like failed payments.

I Built a Brain for AI Agents — 8 Cognitive Layers, 23,000+ Lines, Zero Bullshit ...

A technical deep-dive into building autonomous AI agents that monitor, analyze, and optimize your personal finances — with real code examples and architecture patterns.

When I set out to build a SaaS platform, I had two constraints: no budget and no time to...

How to set up Supabase Auth with RLS policies for multi-tenant SaaS, including custom claims, JWT verification, and testing strategies.

Practical guide to Next.js 15 Server Actions with real patterns: form handling, optimistic updates, error handling, and progressive enhancement.

As an expat who's lived in multiple countries, I know the struggle: finding an apartment in a foreign...

How to set up Supabase Auth with RLS policies for multi-tenant SaaS, including custom claims, JWT verification, and testing strategies.

Moving to a new city is exciting — until you realize how painful it is to find an apartment, a job,...