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Field notes from production AI.

How we think about agentic architecture, durable orchestration, governance and shipping AI that survives enterprise procurement.

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Product

Engineered, not wrapped: an AI feature is not an AI platform

The market is full of LLM wrappers. The teams that own their category are building something else, on a substrate enterprises cannot afford to live without. Here is the line between the two.

From the OrgWorkspace team
All posts Architecture Product

Product

Field notes

Engineered, not wrapped: an AI feature is not an AI platform

The market is full of LLM wrappers. The teams that own their category are building something else, on a substrate enterprises cannot afford to live without. Here is the line between the two.

Berwin Singh

Architecture

Field notes

Deterministic and probabilistic agents: the architecture choice behind every AI agent that survives production

Most AI agents are probabilistic all the way down. The ones that reach enterprise production are not. Here is the architectural difference behind the 95% of pilots that fail and the 5% that don't.

Berwin Singh

Architecture

Field notes

What happens when an agent's workflow gets interrupted?

Real workflows run for hours, days or weeks. They hit failures, retries and restarts. Durable orchestration is what keeps them from losing their place.

Scalong Engineering

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