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Sponsored

TAKE THE PROJECT MANAGEMENT OUT OF PRODUCT BUILDING

When you started building a product, you didn’t dream of endless admin and organization tasks. You wanted to make something people would love. Meet Height [11], an AI project tool to manage the work for you, invisibly, automatically, and autonomously.

2024.02.20
height.appSponsorTLDR AI

LIBRARY FOR CONTROLVECTORS

ControlVectors are a way to cheaply steer semantic generation output. They are cheaper to train than LoRA but can still be quite effective. This library makes it easier.

2024.02.20
github.comGitHub repositoryTLDR AI

OPENRLHF

This is a Ray-based implementation of RLHF for Llama-style models, which includes Mistral. It contains a number of PPO stabilization tricks to improve performance.

2024.02.20
github.comGitHub repositoryTLDR AI

3D DIFFUSER FOR SMARTER ROBOTS

The 3D Diffuser Actor combines diffusion policies and 3D scene representations to improve robot manipulation. This AI-driven approach allows robots to understand and interact with their environment more effectively.

2024.02.20
github.comGitHub repositoryTLDR AI

HOW TO JOINTLY TUNE LR AND WD IN ADAMW

AdamW is commonly used to decouple learning rate and weight decay. However, the common implementation in Pytorch doesn’t explicitly do this. This post discusses how to tune these parameters.

2024.02.20
fabian-sp.github.io12 min readTLDR AI

INSIDE OPENAI (68 MINUTE PODCAST)

Ever wondered how OpenAI is able to innovate and build at such a fast pace? In this podcast, Logan Kilpatrick, OpenAI's head of developer relations, discusses OpenAI's unique culture, the importance of high agency and urgency, and the company's decision-making framework for launching products.

2024.02.20
lennyspodcast.comTLDR AI

OPENLLMETRY

OpenLLMetry-JS is a set of extensions built on top of OpenTelemetry that gives you complete observability over your LLM application.

2024.02.20
github.comGitHub repositoryTLDR AI

OPENAI'S NEXT AI PRODUCT COULD BE AFTER YOUR JOB (AGAIN)

OpenAI has been reportedly developing two types of AI agent software for over a year. The first type can be used to automate complex tasks by taking over a customer's device. The second AI agent class handles web-based tasks and can gather public data. It is unclear when the company plans to release these agents.

2024.02.19
androidauthority.com2 min readTLDR AI

GEMINI 1.5 PRO

Google released a new MoE model that matches Gemini 1.0 Ultra in performance but scales up to 1m tokens in context while using less compute due to its smaller size. It is natively multimodal.

2024.02.19
blog.google12 min readTLDR AI

LONG IS MORE FOR ALIGNMENT

It is often challenging to know which examples should be used when aligning language models using preference data. This work suggests a surprisingly robust baseline - choose the 1,000 longest examples.

2024.02.19
arxiv.org28 min readTLDR AI

EXTREME VIDEO COMPRESSION WITH PRE-TRAINED DIFFUSION MODELS

Diffusion models can be repurposed for their broad ‘knowledge’ of the world as they get better at synthesizing images and videos. This paper found a phenomenal 0.02 bits per pixel compression. The key trick here was to measure perceptual similarity along the way and resend an original video frame as needed.

2024.02.19
arxiv.org18 min readTLDR AI

IMPROVING MATH SKILLS IN LLMS

Researchers have created OpenMathInstruct-1, a new dataset for training open-source Large Language Models in math, matching the performance of closed-source models. This breakthrough, featuring 1.8 million problem-solution pairs, opens the door for more accessible and competitive math instruction AI tools.

2024.02.19
arxiv.org19 min readTLDR AI

MINBPE

Andrej Karpathy released a minimal, clean, and extensible implementation of the byte pair encoding used in language model tokenizers.

2024.02.19
github.comGitHub repositoryTLDR AI

GPTSCRIPT

GPTScript is a new scripting language that automates interactions with OpenAI large language models. The project's ultimate goal is to create a fully natural language-based programming experience.

2024.02.19
github.comGitHub repositoryTLDR AI

QWEN 1.8B AND 72B LLMS

These models, which look similar to Llama 2, are trained on 3T tokens and excel at a number of tasks. The Qwen team has released chat versions and quants. Excitingly, the models seem to excel at reasoning, math, and code.

2024.02.19
github.comGitHub repositoryTLDR AI

THE DATA REVOLUTION IN VENTURE CAPITAL

Over 75% of public market trades (AUM of $1T+) are now driven by data-driven algorithms, a revolution initiated by hedge funds in the 90s. Today, that data-driven approach is rapidly infiltrating venture capital, with projections indicating that over 75% of VC deal reviews will involve AI and data analytics by 2025, transforming how investments are sourced, evaluated, and managed.

2024.02.19
signatureblock.co10 min readTLDR AI

COMMUNITY, COLLABORATION, CREATIVITY IN THE AGE OF AI

How we talk to each other, collaborate, and undertake creative tasks has meaningfully shifted since we introduced software. We’re starting to see the beginnings of another meaningful shift with AI. How substantial this shift will be is being underestimated. Startups born with AI integration in their products from day one will have a huge advantage over existing companies adding it on top of their existing products.

2024.02.19
digitalnative.tech11 min readTLDR AI

OPENAI SURPASSES $2 BILLION IN ANNUALIZED REVENUE

OpenAI has achieved an annual revenue run rate exceeding $2 billion propelled by the immense success of ChatGPT, making it one of the fastest-growing tech firms. With strong interest from enterprise clients looking to adopt Generative AI, OpenAI aims to more than double this figure in 2025.

2024.02.19
ft.com3 min readTLDR AI

NVIDIA CHAT WITH RTX

Chat with RTX now supports multiple file formats and can import content directly from YouTube playlists for convenient content querying.

2024.02.19
nvidia.com1 min readTLDR AI

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2024.02.16
learn.interviewkickstart.comTLDR AI

Sponsored

SKILLS

Feeling overwhelmed by the relentless pace of innovation in AI? Struggle no more! Join INTERVIEW KICKSTART’S ADVANCED GENERATIVE AI AND MLOPS MASTERCLASS [5] on FEB 18 AT 5 PM PST, led by Parivesh Priye (AI Scientist, FAANG), and unlock the door to cutting-edge skills and career clarity.

2024.02.16
learn.interviewkickstart.comSponsorTLDR AI

OPENAI SORA

OpenAI released a new video generation model with stunning quality. It is currently available for red teamers to test.

2024.02.16
openai.com6 min readTLDR AI

US SAYS AI MODELS CAN’T HOLD PATENTS

The United States Patent and Trademark Office has issued guidance stating that only natural persons who significantly contribute to an invention's conception can be named as inventors. The guidance explicitly excludes AI systems from inventorship despite their role in the creative process.

2024.02.16
arstechnica.com1 min readTLDR AI

META’S V-JEPA MODEL

Meta’s VP & Chief AI Scientist Yann LeCun has previously said that we need more data-efficient self-supervised models for general intelligence. This work is one step towards that, with models trained on video to understand aspects of the world. The models are publicly available.

2024.02.16
ai.meta.com8 min readTLDR AI

VIDEO COMPRESSION WITH DIFFUSION MODELS

Researchers have developed a new video compression method using diffusion models that generate high-quality video frames while maintaining low data rates.

2024.02.16
arxiv.org9 min readTLDR AI

NEURAL FLOW

This is a Python script for plotting the intermediate layer outputs of Mistral 7B. It produces a 512 x 256 image representing the output at every layer of the model.

2024.02.16
github.comGitHub repositoryTLDR AI

SPEEDING UP LLMS

SLEB is a new method to streamline large language models by pruning redundant transformer blocks.

2024.02.16
arxiv.org14 min readTLDR AI

NEW POLICY FOR EFFICIENT LLMS

RoCo is a robust cache omission policy that enhances the efficiency of large language models in limited-resource environments.

2024.02.16
github.comGitHub repositoryTLDR AI

Sponsored

WEBPAGES FOR RAG OR MODEL TRAINING

Looking for high quality, ethically-sourced data for your AI applications? The Brave Search API [5] is an affordable way for developers to access an independent index of the Web [5] with over 20 billion webpages.

2024.02.15
brave.comSponsorTLDR AI