This curated guide brings together 55 vetted Large Language Models resources, including 43 with structured technical analysis and 1 with practitioner field notes. Primary focus areas include Developer Tool, Research Paper, Academic Course Syllabus, AI Architecture Blog Post, AI-Assisted Development. Primary sources include github.com, huggingface.co, arxiv.org, medium.com, x.com.
William’s notes from the collection, quoted in his own words.
I've been experimenting with my own indexing, so I found this a helpful and inspiring guide, given how well Cursor's has performed.
| Resource | Category & Format | Key Takeaway & Notes |
|---|---|---|
| How Cursor Works Internally - Code Indexingadityarohilla.com | Developer Tool Overview / long-form article / free online | I've been experimenting with my own indexing, so I found this a helpful and inspiring guide, given how well Cursor's has performed. |
| LLM Model VRAM Calculator - a Hugging Face Space by NyxKragehuggingface.co | AI Utility Tool / interactive web tool / free online | Allows quick estimation of VRAM for any LLM given model parameters, context window and GPU choice |
| Sparks of Weight-Space Programming: LLMs can natively read & write neural network weightsrikiyat.github.io | Research Blog Post / Research blog post / Free online | Frontier LLMs can directly author neural network weights without conventional training or gradient-based optimization |
| Training a 4B model to produce 81% faster query plans than Postgresrohanbansal.com | Machine Learning Research / long-form technical blog post / free online | 44.7% latency reduction across 113 join-heavy queries from a 4B model that initially failed on 99 of them |
| The Emergent Symbolic Structure of Artificial Neural Networksarxiv.org | Research Paper / Research paper (arXiv preprint) / Free online (arXiv) | Neural network internal representations can be replaced with closed-form symbolic equations while preserving behavior |
| AI Engineering from Scratchaiengineeringfromscratch.com | Open-Source Curriculum / open-source interactive curriculum with book edition / free, open source (MIT), runs on your own machine | Every algorithm built from raw math before any framework is imported—backprop, tokenizer, attention, agent loop |
| Juggler — a visual workbench for AI coding agentsjuggler.studio | AI Development Tool / open-source application with documentation / open source (AGPLv3 app, Apache-2.0 core), free to download | Miller column layout presents tool calls, approvals, thread structure, and raw context as an inspectable document rather than a terminal log |
| Jackrong/Qwopus3.6-27B-Coder-MTP-GGUF · Hugging Facehuggingface.co | AI Model Documentation / technical documentation / open source | Multimodal coding model supporting text and image inputs. |
| Mellum 2 - a JetBrains Collectionhuggingface.co | AI Model Collection / model repository / open source | Six variants including Thinking, Instruct, and Base models. |
| JetBrains/Mellum2-12B-A2.5B-Thinking — 12B / 2.5B active · MOE · 128K ctxrecipes.vllm.ai | Machine Learning Model / technical guide / open source | Supports a 131,072-token context window using a hybrid of sliding-window and full-attention layers. |
| GitHub - multica-ai/andrej-karpathy-skills: A single CLAUDE.md file to improve Claude Code behavior, derived from Andrej Karpathy’s observations on LLM coding pitfalls.github.com | AI Coding Guidelines / GitHub repository with markdown guideline file / open source, free on GitHub | Four principles target specific LLM coding failures: wrong assumptions, overcomplication, orthogonal edits, and lack of verifiable success criteria |
| Turning my laptop into a Search Relevance Judge with local LLMssoftwaredoug.com | Search Engineering Tutorial / long-form technical blog post with code repository / free online article with open source example repository | Local Qwen 2.5 LLM on a MacBook can evaluate hundreds of search result pairs per minute for free |
| OpenClaw — Personal AI Assistantopenclaw.ai | AI Personal Assistant / interactive web/desktop application (open‑source software) / free, open‑source code; self‑hosted or cloud deployment | Runs locally or on personal cloud with full system access for deep automation. |
| GitHub - samwho/llmwalk: Explore the answer-space of open LLMsgithub.com | ML CLI Tool / open source CLI tool / open source, free via uvx | Uses prioritized tree search to find the n most probable completions without enumerating all possible token sequences |
| Stanford CME 295 - Transformers & Large Language Modelscme295.stanford.edu | Academic Course Syllabus / Academic course lectures and video recordings / Free online | Covers foundational Transformer architectures and advanced attention mechanisms like MQA and GQA |
A collection of bookmarks filtered by the tag "Large Language Models".
Showing 1-24 of 55 bookmarks tagged with "Large Language Models"
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Yesterday’s hot paper was Sparks of Weight-Space Programming: LLMs can natively read & write neural network weights by Rikiya Takehi, Jayden Teoh,...
