The Daily Index — Friday, January 17, 2025 · TLDR Index

Repositories, courses and useful tools

Resources & Tools

TLDR AI · GitHub repository

COCONUT: TRAINING LARGE LANGUAGE MODEL TO REASON IN A CONTINUOUS LATENT SPACE

Meta teased an idea in a recent paper that allowed for model reasoning using a continuous latent space. It has released the code for the system.

github.com

TLDR AI · GitHub repository

LLM-BASED HEURISTIC EVOLUTION

MCTS-AHD employs a Monte Carlo Tree Search for LLM-based heuristic evolution while preserving all LLM-generated heuristics in a tree structure.

github.com

TLDR AI · GitHub repository

LIMITS OF PRE-TRAINED LANGUAGE MODELS

A study exploring whether instruction-tuned models possess fundamentally different capabilities from base models that are prompted using in-context examples.

github.com

TLDR Web Dev · GitHub repository

DBOS TRANSACT

DBOS Transact is a lightweight TypeScript library that provides durable execution capabilities powered by Postgres. It helps with the reliable execution of workflows, background jobs, and event processing by persisting execution state within the database.

github.com

TLDR Web Dev · GitHub repository

REACT NIL

This library provides null components for when you don't need to render anything in a React component but want to use hooks, Suspense, Context, or respond to React lifecycle events.

github.com

TLDR Web Dev · Tool

LEARN YJS INTERACTIVELY

Learn Yjs is an interactive tutorial series that teaches the creation of real-time collaborative applications using the Yjs CRDT library, shown with live, collaborative examples and exercises.

learn.yjs.dev

TLDR InfoSec · GitHub repository

MODELSCAN

ModelScan is an open source tool by Protect AI that scans machine learning models for unsafe code. It supports various model formats like H5, Pickle, and SavedModel. By scanning models, you can protect against Model Serialization Attacks that could compromise your data and credentials.

github.com

TLDR InfoSec · GitHub repository

DYANA

Dyana is a sandbox environment that can load and profile various types of files like machine learning models, ELFs, Pickle, and JavaScript. It provides detailed insights into GPU memory usage, filesystem interactions, network requests, and security events. Users can easily install Dyana using Python 3.10+ with PIP and leverage its default safeguards and loaders for different file types.

github.com

TLDR Design · Tool

BLUR SENSITIVE DATA FROM SCREENSHOTS

BlurData is a macOS application designed to enhance privacy by blurring sensitive information in screenshots and images.

blurdata.app

TLDR Design · Tool

CREATE 3D MODELS FROM IMAGES

Transform images into 3D models for animation, rendering, or 3D printing.

shapen.com

TLDR Design · Tool

EYEDROPPER PHOTO GAME

A daily photo game to capture a drop of color from your world.

eyedroppergame.com

TLDR Founders · Tool

CHATGPT TASKS

Ask ChatGPT to do things for you at a future time.

threadreaderapp.com

TLDR Founders · Tool

A1 BASE

Give AI Agents a real world identity.

a1base.com