Iury Souza

memory

Jul 28, 2026

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5 min read

The Mismanaged Geniuses Hypothesis

Principles for Solving long horizon tasks with Harness Engineering

Iury Souza

workflow

May 18, 2026

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6 min read

Why Plan Mode is making things worse

No good plans can be created before you have a shared understanding of the underlying intent. Here's how to fix that.

Iury Souza

market-trends

How SOTA models became a luxury product and what to do about it

Apr 21, 2026

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5 min read

How SOTA models became a luxury product and what to do about it

State-of-the-art models were always too expensive to serve at scale. The bill is finally due.

Iury Souza

personal-agent

Mar 18, 2026

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7 min read

OpenClaw, Cowork and the personal agent market fit

What's noise and what's signal behind OpenClaw hype and its refusal to die

Iury Souza

knowledge-base

Mar 12, 2026

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10 min read

Fixing Agentic Memory

Files all the way down

Iury Souza

harness-engineering

Dead IDEs, OSS Rewrites and Political Agents

Mar 3, 2026

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9 min read

Dead IDEs, OSS Rewrites and Political Agents

This week's second order effects of AI

Iury Souza

harness-engineering

Feb 25, 2026

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9 min read

The Feed's Lost and Found - 01

How the Code Factory Keeps Agent Output on Track

Iury Souza