Thoughts

innovation software development

THE PACE OF CHANGE

The cycle time between "that's impossible" and "I shipped it this morning" keeps shrinking.

Feb 23, 2026

THE ONE PERSON COMPANY

Conductor layers that manage teams of agents are making the one person company a real possibility.

agents orchestration

Feb 17, 2026

MOLTBOOK AND THE COMPOUNDING OF SOCIETY

Moltbook is building social infrastructure for AI agents - a new layer where knowledge might compound at machine speed.

ai-agents moltbook

Jan 30, 2026

agents software-engineering

THE AGENT WRANGLER

The SWE job is shifting from writing code to orchestrating agents that write code for you.

Jan 30, 2026

YOUR AI AT YOUR DESK

Clawd.bot runs AI locally on your machine, connecting to your chat apps with full system access — a personal AI OS that keeps data yours.

clawd.bot AI agents

Jan 24, 2026

THE PACE KEEPS SHIFTING

Innovation now feels less like breakthroughs and more like continuous pressure that never pauses.

innovation ai-tools

Jan 23, 2026

compound-engineering claude-code

COMPOUND LEARNING

Compound engineering inverts technical debt by making each unit of work improve the next cycle.

Jan 23, 2026

POWER AND TOOLS

The cycle between AI invention and deployment has compressed from decades to months. Building safety into tools is what actually works.

AI Safety Open Source

Jan 17, 2026

AI AND ATTENTION

AI could be the antidote to the attention problem AI created—if someone solves the business model contradiction.

AI Attention

Jan 17, 2026

AI Adoption Organizations

THE AI DIVIDE

The gap between AI-integrated organizations and those still running pilot programs will become permanent.

Jan 8, 2026

THE AGENT ECONOMY

AI agents have moved from answering questions to completing tasks autonomously. Labor is being decoupled from headcount, and the real question is what happens when agents start transacting with each other.

AI agents automation

Aug 15, 2025

AI EVALUATION

Current AI benchmarks measure exam performance when real-world value comes from sustained collaboration on messy problems.

AI Evaluation Benchmarks

Jul 20, 2025

AI AND COMPLEX CODE

The most surprising AI capability isn't writing boilerplate—it's understanding complex low-level code most developers would struggle with.

AI Programming

Jun 2, 2025

CLAUDE CODE

Claude Code changed how I work—not incrementally, fundamentally. The gap between developers who use agentic tools and those who don't will be insurmountable.

Claude Code AI Coding

May 10, 2025

Vibe Coding AI Programming

THE EDGE OF VIBE CODING

A few months back, I wrote about the promise of vibe coding. Now, 2.5 months into practicing it daily, I still believe the nature of programming has shifted. But I'm also seeing the current limits more clearly.

Apr 15, 2025

4O image generation

Open AI recently released their 4o image generation model. GPT-4o image model differs from previous diffusion models in that it is multimodal-native and non-diffusion-based.

OpenAI Image Generation

Mar 28, 2025

THE ERA OF VIBE CODING

Vibe coding is a new paradigm from early 2025 which essentially refers to writing software with the help of LLMs, without actually writing any of the code yourself.

Vibe Coding LLMs

Feb 18, 2025

DeepSEEK

DeepSeek-R1 represents a major breakthrough in AI development, not just for its impressive performance but for the significant cost reductions it introduces.

DeepSEEK Cost Reduction

Jan 25, 2025

AI AND CREATIVE WORK

AI tools handle execution while humans handle taste. The practitioners who understand both will have enormous leverage.

AI Creativity

Nov 2, 2024

AI VIDEO

The real shift in AI video isn't quality—it's iteration speed. The bottleneck moves from production to ideation.

AI Video Sora

Oct 8, 2024

Reasoning Models Chain of Thought

REASONING MODELS

Chain of Thought (CoT) prompting has already proven to be a powerful method for improving the reasoning capabilities of large language models by breaking down complex problems into intermediate logical steps.

Sep 15, 2024

Chain of Thought Problem Solving

LLAMA3 AND THE ERA OF ABUNDANT AI

With Meta LLAMA3 the future of AI seems to be one of abundant intelligence, with costs dropping dramatically.

LLAMA3 AI Accessibility

Apr 22, 2024

Amir Jalali3 min read

CHAIN OF THOUGHT

By providing intermediate reasoning steps, we can greatly improve outcomes of language models across domains.

Jan 20, 2024

THE NEXT GREAT DATA CROP

Our personal data holds much more value than many of us realized when we agreed to terms of service.

Data Quality AI Training

Nov 12, 2023

ARE WE OUR IDEAS?

If ideas can be articulated by circuits and algorithms, what does it say about the nature of our thoughts and beliefs?

Philosophy Identity

Sep 25, 2023

Synthetic Data AI Training

SYNTHETIC DATA VS "REAL" DATA

AI image generators have created over 15 billion images in just over a year, surpassing the first 150 years of photography.

Aug 10, 2023

THE AI REVOLUTION IS UPON US. SO WHY IS EVERYONE SO GLUM?

We have entered a new era of opportunity and possibilities, yet there is a natural inclination to imagine and fear the worst.

AI Revolution Technology

Jun 18, 2023

EDUCATION

Personalized education for every student has gone from a utopian dream to a near term reality.

Education AI

Apr 5, 2023

ART

The real strength of generative AI is in empowering artists with tools that amplify their imaginative capacity.

Art Creativity

Mar 22, 2023