synthaicode

Software architect exploring how humans and AI can collaborate responsibly. I write about system design, decision boundaries, and responsibility structures in AI-assisted development.

Joined on Dec 20, 2025

Cover image for What AI Actually Replaces in Software Development (Part 2: The Reality)

synthaicode

Jan 11

What AI Actually Replaces in Software Development (Part 2: The Reality)

#ai #career #management #softwaredevelopment

3 min read

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Cover image for AI Does Tasks. Humans Do Deals.

synthaicode

Jan 10

AI Does Tasks. Humans Do Deals.

#ai #career #softwareengineering #management

3 min read

Cover image for When AI Gets Stuck, Don’t Fix It — Restart It

synthaicode

Jan 9

When AI Gets Stuck, Don’t Fix It — Restart It

#ai #produ #prog #promptengineering

2 min read

Cover image for The Rules That Make History Trustworthy

synthaicode

Jan 8

The Rules That Make History Trustworthy

#documm #produ #ai

3 min read

Cover image for The Smallest Setup That Makes Long-Term AI Collaboration Work

synthaicode

Jan 7

The Smallest Setup That Makes Long-Term AI Collaboration Work

#docum #ai #produ #softwaredevelopment

3 min read

Cover image for How to Make AI Reconstruct Context Without Memory

synthaicode

Jan 6

How to Make AI Reconstruct Context Without Memory

#documentation #ai #productivity

3 min read

Cover image for How I Can Still Consult AI About Decisions Made Two Months Ago

synthaicode

Jan 5

How I Can Still Consult AI About Decisions Made Two Months Ago

#ai #productivity #programming #documentation

3 min read

Cover image for Why I Don’t Keep Session Logs for AI Collaboration

synthaicode

Jan 4

Why I Don’t Keep Session Logs for AI Collaboration

#documentation #ai #productivity

3 min read

Cover image for How to Make AI Consolidate Code—Without Micromanagement

synthaicode

Jan 3

How to Make AI Consolidate Code—Without Micromanagement

#refactoring #architecture #productivity #ai

3 min read

Cover image for Scope Management Is Not Micromanagement

synthaicode

Jan 2

Scope Management Is Not Micromanagement

#ai #programming #productivity

3 min read

synthaicode

Jan 2

Documentation is a productivity problem (and AI made it visible)

#documentation #productivity

4 min read

Cover image for Micromanaging AI Doesn't Scale

synthaicode

Jan 1

Micromanaging AI Doesn't Scale

#ai #progra #productivity

4 min read

synthaicode

Dec 31 '25

Refactor Anytime

#ai #pro #produ #architecture

4 min read

Cover image for Building Shared Memory with AI

synthaicode

Dec 30 '25

Building Shared Memory with AI

#ai #pro #productivity #llm

5 min read

Cover image for From Plan-Perfectly to Try-and-Improve

synthaicode

Dec 29 '25

From Plan-Perfectly to Try-and-Improve

#ai #systemde #productivity #architecture

4 min read

Cover image for Giving AI Roles and Names

synthaicode

Dec 28 '25

Giving AI Roles and Names

#ai #system #development #productivity

3 min read

Cover image for Stop Fragmenting Information

synthaicode

Dec 27 '25

Stop Fragmenting Information

#ai #soft #systemdesign #architecture

5 min read

Cover image for Why Your AI Needs the Right to Say "I Don't Know"

synthaicode

Dec 26 '25

Why Your AI Needs the Right to Say "I Don't Know"

#ai #sofg #architecture #promptengineering

5 min read

Cover image for The Only Safe Way to Import Legacy Docs: Question-Driven Context Integration

synthaicode

Dec 25 '25

The Only Safe Way to Import Legacy Docs: Question-Driven Context Integration

#ai #systemdesign #productivity

3 min read

synthaicode

Dec 24 '25

Contextual Code Review

#ai #programming #softwareengineering #codereview

4 min read

Cover image for When Documentation Fails: Brute-Force Specification Discovery with AI

synthaicode

Dec 23 '25

When Documentation Fails: Brute-Force Specification Discovery with AI

#ai #testing #development #architecture

3 min read

Cover image for Rethinking Unit Tests for AI Development: From Correctness to Contract Protection

synthaicode

Dec 22 '25

Rethinking Unit Tests for AI Development: From Correctness to Contract Protection

#ai #architecture #testing #softwaredevelopment

3 min read

synthaicode

Dec 20 '25

We Can't Write the Perfect Prompt on the First Try — And That's the Point

#ai #architecture #systemdesign #chatgpt

4 min read

synthaicode

Dec 20 '25

Define AI Usage by “Principles” — Not Tips, but Design to Preserve Responsibility —

#ai #architecture #systemdesign #softwareengineering

3 min read

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synthaicode

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Writing Debut

What AI Actually Replaces in Software Development (Part 2: The Reality)

Want to connect with synthaicode?

AI Does Tasks. Humans Do Deals.

When AI Gets Stuck, Don’t Fix It — Restart It

The Rules That Make History Trustworthy

The Smallest Setup That Makes Long-Term AI Collaboration Work

How to Make AI Reconstruct Context Without Memory

How I Can Still Consult AI About Decisions Made Two Months Ago

Why I Don’t Keep Session Logs for AI Collaboration

How to Make AI Consolidate Code—Without Micromanagement

Scope Management Is Not Micromanagement

Documentation is a productivity problem (and AI made it visible)

Micromanaging AI Doesn't Scale

Refactor Anytime

Building Shared Memory with AI

From Plan-Perfectly to Try-and-Improve

Giving AI Roles and Names

Stop Fragmenting Information

Why Your AI Needs the Right to Say "I Don't Know"

The Only Safe Way to Import Legacy Docs: Question-Driven Context Integration

Contextual Code Review

When Documentation Fails: Brute-Force Specification Discovery with AI

Rethinking Unit Tests for AI Development: From Correctness to Contract Protection

We Can't Write the Perfect Prompt on the First Try — And That's the Point

Define AI Usage by “Principles” — Not Tips, but Design to Preserve Responsibility —