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📰 Dev.to · Oleksander

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All Articles 190,731 Blog Posts 172,528 Tech Tutorials 51,161 Research Papers 37,035 News 23,239 ⚡ AI Lessons

AI Agents Don't Need a Bigger Prompt. They Need Governed Memory

Dev.to · Oleksander 🤖 AI Agents & Automation ⚡ AI Lesson 2mo ago

AI Agents Don't Need a Bigger Prompt. They Need Governed Memory

Most AI agents have a memory problem disguised as a prompting problem. We keep adding conversation...

Can a System Grow Its Own Tests? Judges Born from Consequences

Dev.to · Oleksander 🤖 AI Agents & Automation ⚡ AI Lesson 2mo ago

Can a System Grow Its Own Tests? Judges Born from Consequences

This is part four of the “Can You Build an Alternative to LLMs?” series. Part one separated real...

Knowledge Is Not a Store: Why Every Container Died and Every Loop Survived

Dev.to · Oleksander 🏗️ Systems Design & Architecture ⚡ AI Lesson 2mo 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...

Can You Build an Alternative to LLMs? 8 Months, ~200 Failed Experiments, One Wall. 2

Dev.to · Oleksander 🧠 Large Language Models ⚡ AI Lesson 2mo 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...

Series: "Can You Build an Alternative to LLMs? 8 Months of Experiments, 200 Failures, and One Wall" 1

Dev.to · Oleksander 🧠 Large Language Models ⚡ AI Lesson 2mo ago

Series: "Can You Build an Alternative to LLMs? 8 Months of Experiments, 200 Failures, and One Wall" 1

I tested a simple hypothesis: can long LLM sessions be made cheaper by replacing the full transcript...

Google's TurboQuant solves half the AI memory problem. Here's the other half.

Dev.to · Oleksander 📰 AI News & Updates ⚡ AI Lesson 6mo 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...

Your AI forgets everything — this layer fixes that without retraining

Dev.to · Oleksander 🤖 AI Agents & Automation ⚡ AI Lesson 6mo 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...

I tested the same AI model against itself. Memory won 4/5.

Dev.to · Oleksander 🧠 Large Language Models ⚡ AI Lesson 6mo 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...

I built a cognitive layer for AI agents that learns without LLM calls

Dev.to · Oleksander 🤖 AI Agents & Automation ⚡ AI Lesson 6mo 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...

10x Faster Recall + Memory That Evolves: Aura v1.3 for AI Agents

Dev.to · Oleksander 🤖 AI Agents & Automation ⚡ AI Lesson 6mo 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....