joe

rough thoughts on language models, overlanding, computer science

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Notes on Agent Evals

How can we evaluate agentic systems and LLM pipelines being used for unknown tasks?

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Technologies for an agent-based world

Adoption of AI agents in the real world will be limited by infrastructure initially. What technologies will we need to facilitate the early adoption of agents?

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Reading List Summer 2024

A list of posts and papers for the summer.

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An opinionated overview of a modern production Kubernetes system in 2024

A high-level guide to setting up a modern production system with Kubernetes, Terraform, and GitOps practices.

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Be enhanced or be absorbed

Which systems will be improved by increases in machine intelligence, and which will disintegrate?

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The Future of Knowledge Management

How and why our relationship with knowledge must change

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Non-technical LLM Resources

Resources for keeping up to date with the latest in LLM theory and practice that are not overly technical.

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LM evals reading list

I'm doing a little bit of studying on the eval landscape. Here are the papers I'm reading and my notes.

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Breaking the import cycle in Go

A quick summary of techniques to keep in mind when reasoning about import cycles

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Are LLMs capped at human intelligence?

Thoughts on the claim that transformers doing next token prediction cannot surpass human performance

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Can GPT-N crack SHA256?

Could it be done in theory?

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Talks I have given

I want to keep a log of talks and lectures that I give, for posterity.

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The Scaling Hypothesis made simple

Explaining the scaling hypothesis to those without prior context

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Auto-merging Renovate chore branches

A bash script to make Renovate chores less time consuming

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Migrating your database with Go Migrate

Tips for database migrations using Migrate

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Inverse Scaling

What is inverse scaling and what does it tell us? An exploration of ARC's Model-Written Evals paper.

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Ideas

Things I would like to write about.

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AI & Wealth Inequality

AI could exacerbate an increasingly polarised job market making it hard to cross the gap.

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Barriers to entry in AI

Why does the average person not engage deeply with Artificial Intelligence?

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AI & Democracy

Notes on how AI might degrade and destabilise the democratic society.

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Notes on rationality in machines

A brain dump of some of my thoughts on rationality in machines.

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Utility Indifference

In Pursuit of Corrigible Artificial General Intelligence

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A Level Computing Notes

A Level CS Notes