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Tag: GenAI

Mindful Digital Transformation: AI and Architecture

Happy 2025 everyone!

Last December 9th I had the honor and pleasure to participate in the II Enterprise Architecture Forum with a conference titled: Mindful Digital Transformation: Integrating Generative AI from Architecture.

In a world where Generative AI is reshaping enterprises at an unprecedented speed, I presented my point of view on how Enterprise Architecture can be the compass in the midst of so much complexity.

We discussed how a structured approach can translate technological disruption into sustainable strategic opportunities.…

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Enterprises seek deeper AI value beyond chat

A few days ago David Vellante posted a summary in LinkedIn about a Breaking Analysis from theCUBE Research about the state of GenAI in the Enterprise.

It is a very interesting reading with lots of data points and reflections about the market behavior.

🎯 Data Points I found interesting

  1. Enterprise use cases are ChatGPT-like (not surprised).
  2. AI-monetization doesn't follow the hype (not surprised).
  3. Complex Use Cases, Longer ROIs and Paybacks, but higher upsides (not surprised)
  4. Investments in GPUs <10M will wait 1 year to be fulfilled.
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Summary and Initial Thoughts of the OpenAI DevDay

Yesterday, OpenAI held its first-ever DevDay conference.

Here you have a quick summary of the announcements presented:

  1. More speed.
  2. Price reductions.
  3. More Capabilities.
  4. Platform Play: Marketplace for customized GPTs + Revenue Sharing Schemes. 👈

On the Capabilities front, they announced:

  1. 128k context window. 👈
  2. New version of Whisper.
  3. Reduced knowledge gap: now updated until April 2023. 👈
  4. Improved fine-tuning.
  5. Custom Model Program for very large datasets.
  6. More deterministic behavior and better tools to manage this.
  7. Conversation Threads to hand off state management to OpenAI.
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A crisis of spending and cloud-based GenAI

A few days ago, David Linthicum published a summary on LinkedIn about an article he wrote on InfoWorld about this topic.

However, besides the points made in the article, I believe that some strategic thinking can also help here. There is always something else after the hype: they call it the “Trough of Disillusionment”. Knowing this raises questions:

  1. can we be smarter now to spend less time “there”?
  2. what can we do now to ensure that trust between stakeholders remains “healthy” when those “bad times” come?
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Brief notes about GenAI Orchestration

A few days ago, my colleague Vishal Anand, shared in LinkedIn an initial draft of an LLM Orchestration Framework to get our feedback.

Beyond technical discussions about the Framework itself, it is obvious that GenAI Orchestration has a bright future based on the initial estimates of the AI market. However, I would also remind that this is a key Architectural Capability that can also be embedded in applications. In this regard:

  1. AI-Native Apps will have it embedded. AI Agents, and the “Promt Is Code” concept will be wild here.
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