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⚡ AI Lessons
Dev.to · Oleksander
🏗️ Systems Design & Architecture
⚡ AI Lesson
2w ago
Knowledge Is Not a Store: Why Every Container Died and Every Loop Survived
This is the third article in a research series about trying to build something adjacent to — and in...
Dev.to · Oleksander
🧠 Large Language Models
⚡ AI Lesson
2w ago
Can You Build an Alternative to LLMs? 8 Months, ~200 Failed Experiments, One Wall. 2
This is part 2 of a research series documenting an attempt to build something adjacent to — and in...
Dev.to · Oleksander
⚡ AI Lesson
4mo ago
Google's TurboQuant solves half the AI memory problem. Here's the other half.
This week Google Research published TurboQuant — a two-stage KV-cache quantization algorithm that...
Dev.to · Oleksander
🤖 AI Agents & Automation
⚡ AI Lesson
4mo ago
Your AI forgets everything — this layer fixes that without retraining
Your AI model forgets everything after every conversation. Not because it’s bad — because it has no...
Dev.to · Oleksander
🧠 Large Language Models
⚡ AI Lesson
4mo ago
I tested the same AI model against itself. Memory won 4/5.
The experiment Same model. Same 5 questions. One difference: one side had persistent...
Dev.to · Oleksander
🤖 AI Agents & Automation
⚡ AI Lesson
4mo ago
I built a cognitive layer for AI agents that learns without LLM calls
The problem Every time your agent starts a conversation, it starts from zero. Sure, you...
Dev.to · Oleksander
🤖 AI Agents & Automation
⚡ AI Lesson
4mo ago
10x Faster Recall + Memory That Evolves: Aura v1.3 for AI Agents
The Problem Every AI agent framework has the same weakness: memory is an afterthought....
DeepCamp AI