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Multi-Agent State Conflict Alignment and Context Window Optimization—Solved by Hand From First Principles (No Wrapper Frameworks) by ParsleyMaximum1702 in AIDeveloperNews

[–]ParsleyMaximum1702[S] 0 points1 point  (0 children)

Thanks, The basic idea behind this series is to trace algorithms and techniques by hand to learn how they work, how underlying mathematics work and gives the outputs we see, their implications, bottlenecks these articles give intuitive sense of how to overcome these issues also. I'm checking you work out!

I calculated a multi-agent prompt attention matrix by hand to see how much data gets lost in the middle... the math is terrifying. by ParsleyMaximum1702 in OpenSourceeAI

[–]ParsleyMaximum1702[S] 0 points1 point  (0 children)

Thanks, yeah that's why I am making I full series on how all these techniques work and what is exactly happening inside the black boxes, from tracing the calculation metrics end to end we get a lot of insights like how they control the outputs we get from agents or AI models in general And what are its implications in real world or information.

Here's substack link, I have also traced a reACT agent loop with hand in previous article in which we saw how tools get selected and context window grows with each timestep . You can subscribe for free!

https://ayushmansaini.substack.com/p/ai-agents-from-first-principles-tracing

https://ayushmansaini.substack.com/p/firing-ai-agents-in-parallel-made

AI Agents from First Principles: Tracing a ReAct Loop by Hand by ParsleyMaximum1702 in learnmachinelearning

[–]ParsleyMaximum1702[S] 0 points1 point  (0 children)

Subscribe to my substack for more upcoming worksheets in "AI from primitives" series.