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News & Blogs

Manufacturing execution factoryDynamics 365

Apr 20, 2026

MES integration with D365 Supply Chain: Azure middleware pattern

Manufacturers integrating a third-party Manufacturing Execution System with D365 Supply Chain need low-latency, high-throughput bidirectional messaging - production order updates, real-time inventory, traceability. Batch imports miss the latency. Database triggers break supportability. Azure middleware is the scalable middle.

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Agent observability process trackingAI Agents

Apr 16, 2026

What to monitor in an AI agent before you launch (and after)

A founder texted us six weeks after launching their agent: 'Something is wrong. Cost has tripled, response times are bad, but I don't know which agent is the problem.' The system had no observability. Six weeks of production traffic with no traces. Here is the minimum stack Sapota installs before any agent goes live.

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When vector RAG falls apart: five signs you need a graph insteadRAG Systems

Apr 15, 2026

When vector RAG falls apart: five signs you need a graph instead

A team asked us why their support assistant could not answer 'which enterprise customers complained about pricing in Q4 and what was their MRR'. The answer involved three entities, two relationships, and one timeframe filter. Vector search returns chunks, not answers to questions like that. Here is how Sapota decides when to add a graph layer.

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