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agent openclaw ai ai agents layer one briefing fix heres team agent engineering agent engineering notes Latest posts One is a persistent, self-hosted runtime across channels. One is an agentic coding tool with deep repo execution. They overlap less than people think, and that is exactly why this comparison matters.
Apr 29, 2026 · Alex Rozdolskyi
Two open, self-hosted agent runtimes. Same problem class, different center of gravity — and the choice is mostly about what you want the system to compound on over time.
Apr 28, 2026 · Alex Rozdolskyi
Most agent failures are memory architecture failures wearing a prompt-quality mask.
Apr 27, 2026 · Alex Rozdolskyi
Every option looks like a loop with tools until you define what has to be true for the run to have succeeded.
Apr 25, 2026 · Alex Rozdolskyi
Every vague word in your system prompt is a decision your agent makes without you.
Apr 24, 2026 · Alex Rozdolskyi
Five design decisions that look obvious in hindsight.
Apr 23, 2026 · Alex Rozdolskyi
Roles, config, delegation chain — and the three things I got wrong before it worked.
Apr 22, 2026 · Alex Rozdolskyi
Here's the difference — and five real patterns worth stealing
Apr 21, 2026 · Alex Rozdolskyi
The newsletter about AI agents I kept writing by accident — now on purpose.
Apr 21, 2026 · Alex Rozdolskyi
Everyone is excited about AI agents. Very few have actually tried running a team of them. Here is what happens when you do.
Apr 1, 2026 · Alex Rozdolskyi
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