Ryan Lee

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Agents in Practice #2: Specialized Repo Explorer, Agentic Resource Discovery, and Personal Benchmark

llm

agents

agents-in-practice

Agents in Practice #2 on the efficiency of specialized repo explorers for coding agents, the Agentic Resource Discovery protocol for discovering agentic resources, and a personal anecdote about benchmarking agentic models.

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Agents in Practice #1: Learning from Rollouts, Long-Horizon Coding, and Memory Guardrails

llm

agents

agents-in-practice

Agents in Practice #1 on agents learning from rollouts, long-horizon coding benchmarks, and an anecdote about keeping agent memory from becoming always-loaded clutter.

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githubtocolab: Open GitHub Notebooks in Colab

tools

colab

github

A URL shortcut, converter, and bookmarklet for opening GitHub-hosted Jupyter notebooks in Google Colab.

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Hermes Agent as My Day-to-Day AI Interface

llm

agents

hermes-agent

How Ryan Lee uses Hermes Agent as a day-to-day AI interface for context, tools, GitHub work, and personal automation.

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LLM Wiki with Opinions: Subjective Context as a First-Class Source

llm

agents

llm-wiki

A practical take on maintaining an opinionated LLM wiki as a first-class source of durable personal and project context.

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BrowseComp: A Simple Yet Challenging Benchmark for Browsing Agents

llm

agents

retrieval

benchmark

A practical summary of BrowseComp, a browsing-agent benchmark built around difficult multi-hop public web questions.

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Mixtral of Experts

llm

attention

A concise reading note on Mixtral of Experts and sparse mixture-of-experts routing for efficient large language models.

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Mistral 7B

llm

attention

A concise reading note on Mistral 7B, including grouped-query attention, sliding-window attention, and rolling buffer cache ideas.

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NEXT-EVAL: Next Evaluation of Traditional and LLM Web Data Record Extraction

extraction

web-extraction

llm

benchmarks

A concise reading note on NEXT-EVAL, a benchmark for evaluating web data record extraction systems.

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XPath Agent: Automating Web Scraping with LLM‑Built XPaths

extraction

web-extraction

llm

A concise reading note on XPath Agent, an LLM-based system for generating durable web scraping XPaths.