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Overview

Jauzo - Mikko Ahonen – Honest, pragmatic & innovative IT professional.

News

Blog 20 days ago
Do LLMs need leadership or management?
Is working with LLMs more like leadership or more like management ? The words management and leadership are used to convey many kinds of meaning, so it is important to elaborate carefully what we mean when we say that "working with LLMs is more like x". F
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Blog 2 months ago
Eventual Consistency Is A Lie
The concept of eventual consistency often comes up when modern enterprise architectures are discussed, especially in the context of microservices. In typical configuration, an eventually consistent system is actually never guaranteed to be in consistent s
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Blog 3 months ago
Transformations
We often talk about LLMs in terms of reasoning and generation. I have found it more helpful to think in terms of transformations and semantic layers. There appears to be some general principles that I have not found explicitly expressed elsewhere, on the
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Blog 2 years ago
Adding a unique constraint to a Django model
Recently, a moderately high volume Django site started to fail on MultipleObjectsReturned. The offending model was an advertisement impression counter. The counters were created dynamically using get_or_create(). It was failing, because get_or_create() ma
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Blog 3 years ago
Master Data and Façades
This post is tenth part in a series about building and adopting a modern streaming data integration platform. In this post I will discuss how to release the master data locked in legacy systems, such as mainframes. Part 1: Why to Build a Data Integration
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