Insights

Notes on systems, intelligence, and problem-solving.

Short observations from building systems and thinking about how software, AI, and human judgment fit together.

Categories

Ideas by theme

Problem Framing

Before tools. Before prompts. Before systems.

Topics include

Framing problems before AI
Defining task boundaries
Preserving possibility-space
Avoiding premature closure
Structuring the problem before execution

Example articles

When a Good Prompt Solves the Wrong Problem
Task Boundaries Matter More Than Prompt Quality
How Problem Framing Determines Solution Quality

Intelligence Allocation

What belongs to software, AI, and human judgment?

Topics include

Human-AI division of labor
Hybrid systems
Allocation failures
What should be automated vs decided

Example articles

AI Should Widen. Humans Should Bound.
What Should Stay Human?
The Cost of Misallocating Intelligence

AI and Human Judgment

AI and human intelligence fail differently.

Topics include

False coherence
Overexpansion
Premature closure
Attribution errors
Weak boundary discipline

Example articles

Humans Collapse Too Early. AI Expands Too Far.
Why AI Can Sound Right While Being Slightly Wrong
Boundary Discipline and Concept Drift

System Design

How systems actually work in reality.

Topics include

Automation design
Product systems
Internal tools
Real-world constraints
Workflow design

Example articles

The Difference Between a Demo and a System
Automation Fails at the Edges
What Real Systems Teach That Theory Cannot

Strategic Thinking

Decision-making under uncertainty.

Topics include

Concept refinement
Interpretation systems
Decision under uncertainty
Prioritization
Strategic omission

Example articles

Omission Is a Form of Intelligence
Better Decisions Start With Better Concepts
Priority Is Not a Technical Problem

Why this matters

These are not isolated ideas.

They shape how I work.

The process is simple:

Frame the problem

Clarify what is actually being solved before anything is built.

Allocate intelligence

Decide what belongs to software, AI, and human judgment.

Build the system

Design and implement a system that works in practice.

That sequence determines everything that follows.

Have a complex problem worth solving?

Start with the problem. The right system follows.