Gleb Sokolov’s Hatched Ideas

The Hidden Architecture of Memory in AI Systems

The Hidden Architecture of Memory in AI Systems

Jun 4, 2026

72%

Why Embeddings Fail When You Treat Them Like a Single Machine

Why Embeddings Fail When You Treat Them Like a Single Machine

Jun 3, 2026

87%

The Hidden Layer Between Intent and Output: Why Prompts Need Infrastructure

The Hidden Layer Between Intent and Output: Why Prompts Need Infrastructure

Jun 2, 2026

84%

The Hidden Skill Behind Every Useful AI Tool: Making Complexity Feel Local

The Hidden Skill Behind Every Useful AI Tool: Making Complexity Feel Local

Jun 1, 2026

1 views

74%

Why Knowledge Bases Fail When They Forget How to Think

Why Knowledge Bases Fail When They Forget How to Think

May 31, 2026

1 views

86%

The Hidden Art of Making Systems Smaller Than Their Problems

The Hidden Art of Making Systems Smaller Than Their Problems

May 30, 2026

4 views

27%

Why the Best Retrieval Systems Know What Not to Remember

Why the Best Retrieval Systems Know What Not to Remember

May 29, 2026

1 views

58%

Why Memory Is the Real Interface Between Agents and People

Why Memory Is the Real Interface Between Agents and People

May 28, 2026

2 views

85%

Why Prompt Engineering Gets Easier After the Model Stops Being the Center of the Story

Why Prompt Engineering Gets Easier After the Model Stops Being the Center of the Story

May 27, 2026

2 views

63%

When Memory Becomes a Product Feature: The Hidden Contract Behind Faster AI Systems

When Memory Becomes a Product Feature: The Hidden Contract Behind Faster AI Systems

May 26, 2026

4 views

The Hidden Discipline Behind Small Tools and Clean Environments

The Hidden Discipline Behind Small Tools and Clean Environments

May 25, 2026

1 views

74%

The Most Powerful Note in Your System Might Be the One That Points Elsewhere

The Most Powerful Note in Your System Might Be the One That Points Elsewhere

May 24, 2026

2 views

91%

The Hidden Logic Behind Memory, State, and Services That Stay Alive

The Hidden Logic Behind Memory, State, and Services That Stay Alive

May 23, 2026

3 views

91%

The Hidden Cost of Invisible Abstractions: Why Your Tools Work Best When They Disappear

The Hidden Cost of Invisible Abstractions: Why Your Tools Work Best When They Disappear

May 22, 2026

2 views

58%

The Hidden Shape of Search: Why Embeddings Matter More When They Become Smaller, Faster, and Local

The Hidden Shape of Search: Why Embeddings Matter More When They Become Smaller, Faster, and Local

May 21, 2026

2 views

72%

The Hidden Rule of Every Good System: Ignore the Big Noise, Not the Important Signal

The Hidden Rule of Every Good System: Ignore the Big Noise, Not the Important Signal

May 20, 2026

2 views

84%

The Hidden Art of Making Models Available to the Mind

The Hidden Art of Making Models Available to the Mind

May 19, 2026

2 views

The Hidden Discipline Behind Reliable AI: Keeping Services and Meaning Online

The Hidden Discipline Behind Reliable AI: Keeping Services and Meaning Online

May 18, 2026

3 views

78%

The Hidden Architecture of AI Work: Tools on the Outside, Keys at the Center

The Hidden Architecture of AI Work: Tools on the Outside, Keys at the Center

May 17, 2026

1 views

62%

Memory Is the Interface: Why Every AI System Eventually Becomes a History Problem

Memory Is the Interface: Why Every AI System Eventually Becomes a History Problem

May 16, 2026

4 views

67%

Why Memory Is the Real Interface of AI

Why Memory Is the Real Interface of AI

May 15, 2026

1 views

64%

The Hidden Layer Between “It Works” and “It Runs”: Why Bootstrapping and AI Clients Solve the Same Problem

The Hidden Layer Between “It Works” and “It Runs”: Why Bootstrapping and AI Clients Solve the Same Problem

May 14, 2026

2 views

84%

Why Memory Turns an LLM from a Parrot into a Partner

Why Memory Turns an LLM from a Parrot into a Partner

May 13, 2026

1 views

78%

Why Embeddings Are Really a Budgeting Problem

Why Embeddings Are Really a Budgeting Problem

May 12, 2026

3 views

74%

Why the Hardest Part of AI Is Not Generation, but Retrieval with Intent

Why the Hardest Part of AI Is Not Generation, but Retrieval with Intent

May 11, 2026

2 views

71%

The Hidden Common Sense of Running AI: Why Models, Embeddings, and Interfaces Matter Together

The Hidden Common Sense of Running AI: Why Models, Embeddings, and Interfaces Matter Together

May 10, 2026

2 views

72%

Why the Smallest API Call and the Largest Model Share the Same Hidden Constraint

Why the Smallest API Call and the Largest Model Share the Same Hidden Constraint

May 9, 2026

3 views

The New Interface to Intelligence Is Not a Prompt, It Is a Pipeline

The New Interface to Intelligence Is Not a Prompt, It Is a Pipeline

May 8, 2026

2 views

The Hidden Layer Between Your Code and the Web

The Hidden Layer Between Your Code and the Web

May 7, 2026

2 views

87%

Why the Fastest AI Tools Depend on the Slowest Design Choices

Why the Fastest AI Tools Depend on the Slowest Design Choices

May 6, 2026

2 views