Gleb Sokolov’s Hatched Ideas

When Infrastructure Becomes Intelligence: The Hidden Similarity Between Server Control and Embeddings

When Infrastructure Becomes Intelligence: The Hidden Similarity Between Server Control and Embeddings

Jul 21, 2026

22%

When Size Becomes the Real Interface: What File Filters and Embedding Models Teach About Hidden Constraints

When Size Becomes the Real Interface: What File Filters and Embedding Models Teach About Hidden Constraints

Jul 20, 2026

1 views

Bootstrapping Knowledge: Why Every RAG System Needs a Warm Start

Bootstrapping Knowledge: Why Every RAG System Needs a Warm Start

Jul 19, 2026

1 views

84%

Memory Is the Product: Why Embeddings and Chat History Belong in the Same Sentence

Memory Is the Product: Why Embeddings and Chat History Belong in the Same Sentence

Jul 18, 2026

1 views

87%

Why the Best Embeddings Are Only Half the System

Why the Best Embeddings Are Only Half the System

Jul 17, 2026

2 views

When Your Tools Start Fitting in Your Head, Your Files Stop Fitting in Git

When Your Tools Start Fitting in Your Head, Your Files Stop Fitting in Git

Jul 16, 2026

1 views

Why Memory Is the Hidden Interface of AI Systems

Why Memory Is the Hidden Interface of AI Systems

Jul 15, 2026

1 views

71%

The Real Automation Breakthrough Is Not Intelligence, It Is Scheduling

The Real Automation Breakthrough Is Not Intelligence, It Is Scheduling

Jul 14, 2026

1 views

63%

The Notebook That Can Call the World

The Notebook That Can Call the World

Jul 13, 2026

73%

The Smallest Files Teach the Biggest Lesson About Local AI

The Smallest Files Teach the Biggest Lesson About Local AI

Jul 12, 2026

3 views

31%

The Hidden Difference Between a Tool and a Team: Why APIs Need Agents

The Hidden Difference Between a Tool and a Team: Why APIs Need Agents

Jul 11, 2026

1 views

Why the Most Useful Knowledge Systems Learn to Ignore the Noise

Why the Most Useful Knowledge Systems Learn to Ignore the Noise

Jul 10, 2026

1 views

62%

Why Good AI Systems Need Both a Prompt and a Path

Why Good AI Systems Need Both a Prompt and a Path

Jul 9, 2026

1 views

Why Memory Is the Real Interface for AI

Why Memory Is the Real Interface for AI

Jul 8, 2026

2 views

Thinking in Branches: Why the Future of Solving Problems Looks Like a Crossword Grid

Thinking in Branches: Why the Future of Solving Problems Looks Like a Crossword Grid

Jul 7, 2026

3 views

67%

The Hidden Contract Between API Calls and Local Models

The Hidden Contract Between API Calls and Local Models

Jul 6, 2026

1 views

74%

Why the Best Commit Messages Begin Before You Write Them

Why the Best Commit Messages Begin Before You Write Them

Jul 5, 2026

1 views

88%

Why Memory Turns Prompting Into a Conversation, Not a Puzzle

Why Memory Turns Prompting Into a Conversation, Not a Puzzle

Jul 4, 2026

2 views

87%

Why Aligned AI Starts With Learning to Think in Grids

Why Aligned AI Starts With Learning to Think in Grids

Jul 3, 2026

1 views

92%

The Hidden Design Pattern Behind AI: One Line to Cloud Intelligence, One Line to Local Control

The Hidden Design Pattern Behind AI: One Line to Cloud Intelligence, One Line to Local Control

Jul 2, 2026

2 views

88%

Why Embeddings Matter Less Than the Ecology Around Them

Why Embeddings Matter Less Than the Ecology Around Them

Jul 1, 2026

4 views

Memory Is the Product, Not a Feature

Memory Is the Product, Not a Feature

Jun 30, 2026

2 views

64%

The Hidden Contract Between Your Python Environment and Your API Key

The Hidden Contract Between Your Python Environment and Your API Key

Jun 29, 2026

5 views

84%

When Memory Becomes a Feature: Why Retrieval Is the Hidden Architecture of Intelligent Systems

When Memory Becomes a Feature: Why Retrieval Is the Hidden Architecture of Intelligent Systems

Jun 28, 2026

2 views

87%

The Same Ritual Hides in Servers and APIs: Start, Check, Configure, Repeat

The Same Ritual Hides in Servers and APIs: Start, Check, Configure, Repeat

Jun 27, 2026

1 views

The Hidden Discipline Behind Flexible AI Systems: Let Large Models Think, Let Your Tools Shrink the Problem

The Hidden Discipline Behind Flexible AI Systems: Let Large Models Think, Let Your Tools Shrink the Problem

Jun 26, 2026

1 views

41%

Why the Most Useful AI Systems Remember You Before They Understand You

Why the Most Useful AI Systems Remember You Before They Understand You

Jun 25, 2026

The Hidden Architecture of Making a Model Useful

The Hidden Architecture of Making a Model Useful

Jun 24, 2026

2 views

67%

Why Memory Is the Missing API in AI Systems

Why Memory Is the Missing API in AI Systems

Jun 22, 2026

1 views

84%

Why Memory Turns Search Into Conversation

Why Memory Turns Search Into Conversation

Jun 21, 2026