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Daniil Sedov — Blog

Personal notes on compilers, blockchain, and AI research.

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Latest posts

My LLM Tier List

Things got too easy with AI

I gave Codex its own Mac Mini

TON Vanity: 286,000x faster vanity addresses

Rebuilding vanity address generator for TON from scratch with AI, achieving up to 286,000x speedup through a series of domain-specific optimizations.

AI in 2026

Predictions and thoughts on AI progress in 2026.

What LLM to use today?

There is nothing out-of-distribution

There is no singularity

Writing with AI

My impression of GPT-5

The complexity threshold of AI

Billions of Tokens Later: Scaling LLM Fuzzing in Practice

Lessons learned from scaling documentation-driven black-box fuzzing pipelines to billions of tokens, practical deduplication strategies, discovered scaling laws, and initial explorations into white-box fuzzing for future expansion.

Multitasking in 2025

Documentation-Driven Compiler Fuzzing with Large Language Models

A fresh and simple black-box approach to fuzzing compilers using large language models to generate test cases from documentation and specification.

Measuring and Analyzing Entropy in Large Language Models

A detailed benchmarking study exploring entropy and randomness across 52 large language models using diverse prompting strategies, revealing notable biases and significant variability influenced by model architectures and prompt engineering.