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Architecture

16 posts

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Engineering

Your Agent Isn't Confused. Your Schema Lied to It.

Teams blame MCP when agents fumble their tools. We shipped an MCP server for a video API and found the real defect: offering a field you answer with a 400.

Sep 3, 2026
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AI & Automation

AI Rework Is the Hidden Cost of AI Speed

AI made first drafts cheap. It did not make finished work cheap. For many small teams, the real cost moved into review loops, cleanup, and coordination.

Apr 10, 2026
A glowing yellow workflow path runs through gray rock beneath the labels VERTICAL APPS, WORKFLOW PIPELINE and COMMODITY MODELS.
AI & Automation

Why Teams With Worse Models Beat Teams With Better Ones

Every quarter brings a new SOTA AI video model. Every quarter, teams obsessing over model comparisons fall further behind. Here's why the pipeline wins.

Apr 6, 2026
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AI & Automation

The Reason 89% of AI Agents Never Ship Isn't the Model

71% of organizations report using AI agents. Only 11% have reached production. The gap has nothing to do with the model.

Apr 4, 2026
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Dimantika Sp. z o.o. — a small technology company from Gdańsk, building practical AI products for repetitive work.

ul. Jana Heweliusza 11/819
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