Insights
Notes on apps, AI, architecture, and delivery reality.
A running stream of build notes and systems thinking: consumer software, AI workflows, integration boundaries, cloud delivery, product tradeoffs, and operating reality.
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Where enterprise AI programs fail first: system boundaries, retrieval design, and operational ownership
The first place enterprise AI initiatives fail is rarely the model endpoint. They fail at the architecture boundary nobody made explicit: system-of-record ownership, safe retrieval, human override, and…
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Modern integration architecture in the AI era: pitfalls and common patterns
A practical look at how integration architecture decisions shape AI-era delivery, from system boundaries and retrieval freshness to fallback paths, ownership, and observability.
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What strong delivery operating models look like when a product team is scaling fast
What strong delivery operating models look like when a product team is scaling fast The fastest way to make a good product team look slow is to force…
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Harnessing the Power of OpenAI’s GPT-4 for Enterprise Integration
In today’s digital age, Artificial Intelligence (AI) has moved from the realm of science fiction to becoming an integral part of our everyday lives. One of the most…
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BizTalk Server in 2023: Embracing New Challenges and Opportunities
As we journey through 2023, Microsoft BizTalk Server continues to play a pivotal role in enterprise integration, offering powerful and extensible features that cater to a wide range…
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hackerx event
I got a message in linkedin the other day, for the hackerx ‘back-end developer’ event. Never been to this kind of ‘speed dating’ style of social event myself,…
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Unattended BizTalk configuration
At my work, we had several stream of development servers, each with a BizTalk 2013 in the middle tier processing business transactions. Yesterday one region messed up, give…
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SQL Server Expired???
So I am working on a vm that was built from Azure gallery BizTalk 2013 R2 developer for 2 weeks, suddenly got this message today Microsoft, are you…
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Show hidden performance counters
I was troubleshooting the CPU bottleneck of the production server, didn’t see the process perf counters, it turns out this has to be updated ‘HKEY_LOCAL_MACHINE\SYSTEM\CurrentControlSet\Services\PerfProc\Performance\Disable Performance Counters’ change…
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Merge deployment in BTDF and version upgrade
A typical BizTalk best practice is always to develop each interface under its own solution and dedicated BizTalk application. This also aligns to what BTDF (BizTalk deployment framework)…