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The Context Gap Has Always Been the Real Problem
AI

The Context Gap Has Always Been the Real Problem

Every app switch was a context rebuild. AI with cross-platform memory doesn't just save time — it changes the fundamental economics of knowledge work.

May 13, 20267m read
The New Model Is Not an Image Tool. It Is a Production Line.
AI

The New Model Is Not an Image Tool. It Is a Production Line.

Most people are still evaluating AI image models like toys. That mistake is expensive. The real shift is not quality, it is throughput.

April 29, 20267m read
Text Fidelity Is the New Image Quality
Engineering

Text Fidelity Is the New Image Quality

The real breakthrough in image generation is not style. It is control. When a model can render legible text, preserve structure, and obey constraints, it stops being a toy and starts behaving like infrastructure.

April 27, 20267m read
53 Hours a Day: What AI Agent Orchestration Actually Looks Like
AI★ Featured

53 Hours a Day: What AI Agent Orchestration Actually Looks Like

I produced 1,060 hours of verified engineering output in 20 days. Not by coding faster — by commanding AI agents in parallel. Here's the audit trail.

March 28, 20268m read
Build First, Adopt Second: How We Integrate Open Source Without Losing Control
Engineering★ Featured

Build First, Adopt Second: How We Integrate Open Source Without Losing Control

We build 90% of our tools from scratch. Not because we're stubborn — because sovereignty compounds. Here's the framework we use to decide when to build, when to adopt, and how to integrate without creating dependency.

March 20, 20269m read
The Quality Gate Protocol: How We Ship Code That Actually Works
Engineering★ Featured

The Quality Gate Protocol: How We Ship Code That Actually Works

Most AI-built code ships fast and breaks faster. We fixed 100 bugs across 11 projects in one overnight session — autonomously. Here's the testing discipline that made that possible, and the course that teaches it.

March 20, 202610m read
What Your Glasses See, They Own: The Ambient Data Problem in AI Wearables
AI

What Your Glasses See, They Own: The Ambient Data Problem in AI Wearables

AI wearables don't collect data the way your phone does — they collect ambient reality. The trust architecture that governs that data was never designed for what these devices actually capture.

March 10, 20267m read
Hermes: A Political Oracle That Bets on Polymarket Using AI News Intelligence
Engineering★ Featured

Hermes: A Political Oracle That Bets on Polymarket Using AI News Intelligence

Political prediction markets don't move on charts — they move on information. Hermes is a Python bot that scores political markets using Grok sentiment, Perplexity probability estimation, and calibration consensus from Metaculus and Manifold. Here's how it works.

March 4, 20268m read
I Built a Sports Prediction Bot That Bets Against the Market — Here's the Architecture
Engineering

I Built a Sports Prediction Bot That Bets Against the Market — Here's the Architecture

Sports prediction is a solved problem for the books. It's wide open on Polymarket. Here's how I built Shiva — a 6-factor probability engine that finds edge in NBA and MLB markets using free public APIs and adaptive weights.

March 4, 20268m read
Claude Code Remote Control: The End of Being Tethered to Your Desk
AI★ Featured

Claude Code Remote Control: The End of Being Tethered to Your Desk

Anthropic just shipped mobile remote control for Claude Code. No SSH hacks. No cloud merges. Your phone becomes a window into your local dev environment — and it changes the builder workflow entirely.

February 27, 20267m read
Perplexity Computer and the Fork in the AI Agent Road
AI★ Featured

Perplexity Computer and the Fork in the AI Agent Road

Perplexity just launched a managed multi-model agent platform that orchestrates 19 AI models. It is a direct shot at open-source agent systems — and the architectural trade-offs tell you everything about where this industry is splitting.

February 27, 20268m read
Six Engineering Lessons from a High-Velocity AI Build Day
Engineering

Six Engineering Lessons from a High-Velocity AI Build Day

We shipped 5 PRs, 10+ CodeRabbit fixes, a live trading bot upgrade, expanded creator intelligence targeting, and a self-healing watchdog — all in a single day. Here's what broke, what held, and what the discipline behind high-velocity AI development actually looks like.

February 26, 20267m read
When the AI Code Reviewer Is Wrong: Lessons from a Day of Agentic Engineering
Engineering

When the AI Code Reviewer Is Wrong: Lessons from a Day of Agentic Engineering

We shipped four bugs past code review, passing CI, and two AI reviewers in a single day. Here's what that taught me about the real limits of agentic coding — and the one discipline that would have caught all of them.

February 26, 20269m read
Meta's Ghost Patent Isn't About Death. It's About Who Owns Your Digital Persona.
AI

Meta's Ghost Patent Isn't About Death. It's About Who Owns Your Digital Persona.

Meta patenting an AI that keeps posting after you die sounds dystopian. It is. But the dystopia isn't the ghost posting — it's what the patent reveals about who actually owns your behavioral data and what they intend to do with it.

February 23, 20267m read
The Bottleneck Was a Feature
AI★ Featured

The Bottleneck Was a Feature

We spent years removing the human cognitive ceiling from our AI pipelines. That ceiling was not a limitation. It was load-bearing.

February 23, 20267m read
Superintelligence Won't Look Like Terminator — It'll Look Like You, But Sharper
AI

Superintelligence Won't Look Like Terminator — It'll Look Like You, But Sharper

Hollywood gave us the wrong threat model. The real danger of AGI isn't killer robots — it's billions of humans thinking the same thoughts at the same time.

February 12, 20266m read
AI Is a Force Multiplier, Not a Replacement: The Engineer's Perspective
AI

AI Is a Force Multiplier, Not a Replacement: The Engineer's Perspective

After 16 years building distributed systems and leading engineering teams, here's my honest take on where AI sits in the stack — and what it actually means for your career.

February 10, 20266m read
The Psychology of AI Resistance: Why Smart People Fear the Tool That Would Make Them Irreplaceable
AI

The Psychology of AI Resistance: Why Smart People Fear the Tool That Would Make Them Irreplaceable

Engineers who refuse AI aren't protecting their craft — they're protecting their ego. Here's the neuroscience behind why expertise makes you more resistant, not less.

February 10, 20267m read