Category: Uncategorised
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Multi-Step Research Agent
This post is the output from the implementation of Google’s query fan-out in an agentic framework inspired by Google’s Gemini Agent repo. Query: What services does DEJAN AI offer? The following is raw copy/paste from the agent’s output: Research Progress Initial Search Strategy: The search strategy aims to identify the range of services offered by…
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Why deep learning works.
Here’s a powerful excerpt from “Deep Learning with Python” by François Chollet”: The nature of generalisation in deep learning has rather little to do with the deep learning models themselves and much to do with the structure of the information in the real world. The input to an MNIST classifier (before preprocessing) is a 28 × 28 array of…
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How Gemini Selects Results
In its own words. Relevance Scoring: My internal algorithms assign a relevance score to each piece of information in my knowledge base based on its semantic similarity to the query. Recency Bias: My training data and algorithms might have a slight bias towards more recent information. Diversity and User Intent: In some cases, I might…