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AEROSPACE AI HACKATHON PROJECTS

200 AI and aerospace engineers gathered to prototype innovative solutions for the Aviation and Space industries and built an impressive array of tools ranging from AI air traffic controllers to AI flight planners to Apple Vision Pro flight simulators.

2024.04.10
gonavi.ai5 min readTLDR AI

Sponsored

THE DEVELOPER’S GUIDE TO USER MANAGEMENT

Even if you’re a startup, you can’t afford to cut corners on auth — especially when it comes to features like SSO. This free (ungated) resource [3] covers the essentials of SaaS user management — from 101 topics [3] to more advanced concepts.

2024.04.09
workos.comSponsorTLDR AI

HUGGING FACE TGI REVERTS TO OPEN SOURCE LICENSE (GITHUB COMMIT)

Hugging Face’s popular and powerful inference server was briefly licensed under non-commercial to try and prevent larger businesses from hosting a competitive version. This didn't lead to improved business outcomes but did diminish community involvement. It has reverted to a more permissive license.

2024.04.09
github.comTLDR AI

SECURING CANADA’S AI ADVANTAGE

Prime Minister Justin Trudeau announced a $2.4 billion investment package from Budget 2024 to reinforce Canada's AI sector. The package includes funding for computing capabilities, support for AI start-ups, and resources to ensure responsible AI adoption. These measures aim to accelerate job growth, enhance productivity, and maintain Canada's competitive edge in AI globally. The funds will also go towards creating a Canadian AI Safety Institute and strengthening enforcement of the Artificial Intelligence and Data Act.

2024.04.09
pm.gc.ca9 min readTLDR AI

IMAGE GENERATION WITH PROMPT AUTO-EDITING

Prompt Auto-Editing (PAE) is a method developed by researchers to advance text-to-image generation using diffusion models like Imagen and Stable Diffusion. This innovative approach automates the refinement of text prompts by dynamically adjusting the weights and injection times of specific words, guided by online reinforcement learning.

2024.04.09
arxiv.org14 min readTLDR AI

3D OBJECT RECOGNITION

Seg-NN is a framework that streamlines the process of 3D segmentation. By removing the need for extensive pre-training, these models quickly adapt to new, unseen classes without the typical domain gap issues.

2024.04.09
arxiv.org16 min readTLDR AI

A COMPREHENSIVE STUDY OF ML MODELS ADVANCING HEALTHCARE

This comprehensive survey explores the potential of Healthcare Foundation Models (HFMs) in transforming medical services. These models, which are pre-trained on diverse data, are well-suited to adapt to various healthcare tasks, potentially enhancing intelligent healthcare services across numerous scenarios.

2024.04.09
arxiv.org48 min readTLDR AI

LLM.C

LLM training in simple, pure C/CUDA by Andrei Karpathy. No need for 250mb+ of PyTorch.

2024.04.09
github.comGitHub repositoryTLDR AI

AIOS

An LLM agent operating system that embeds a large language model into Operating Systems as the brain of the OS, enabling an operating system "with soul".

2024.04.09
github.comGitHub repositoryTLDR AI

ANTHROPIC TOOL USE

Anthropic has launched a public beta allowing Claude AI to interact with custom client-side tools provided in API requests. Developers must use the 'anthropic-beta: tools-2024-04-04' header to access the feature. Claude's functionality can be extended with detailed JSON schemas for each tool.

2024.04.09
docs.anthropic.com11 min readTLDR AI

SCALING WILL NEVER GET US TO AGI

Neural networks' limited ability to generalize beyond their training data restricts their reasoning and reliability, necessitating alternative approaches to achieve artificial general intelligence.

2024.04.09
garymarcus.substack.com3 min readTLDR AI

AMERICANS’ USE OF CHATGPT IS TICKING UP, BUT FEW TRUST ITS ELECTION INFORMATION

A Pew Research Center survey indicates ChatGPT usage among U.S. adults has increased from 18% to 23% since July 2023, with upticks in occupational, educational, and entertainment contexts. Young adults and those with higher education are more likely to use ChatGPT. Reflecting general wariness about AI and politics, 40% of Americans distrust election information from ChatGPT. Despite tech companies' efforts to combat AI-generated misinformation, only 2% of Americans have used ChatGPT to seek election-related facts.

2024.04.09
pewresearch.org5 min readTLDR AI

FLYFLOW

Flyflow is API middleware to optimize LLM applications.

2024.04.09
github.comGitHub repositoryTLDR AI

Sponsored

STYLE FROM SIMPLE TEXT PROMPTS AND 1 SELFIE

Higgsfield’s new foundational model and app [3] change the game for video AI — allowing any creator to instantly bring their vision to life with unparalleled control: ➡️ Starting from just 1 selfie [4], create highly personalized and realistic human characters that can be dropped into almost any scene.

2024.04.08
higgsfield.aiSponsorTLDR AI

AMD TO OPEN SOURCE MES FIRMWARE

AMD has agreed to open source the firmware for its Radeon GPUs. This means the community can quickly improve AI frameworks and potentially AMD adoption.

2024.04.08
theregister.com6 min readTLDR AI

XAI LOOKING TO RAISE $3B

Elon Musk's xAI is in talks with investors to raise $3B in a funding round that would value the artificial intelligence startup at $18B.

2024.04.08
economictimes.indiatimes.com1 min readTLDR AI

INTRODUCING COMMAND R+: A SCALABLE LLM BUILT FOR BUSINESS

Cohere has introduced Command R+, a powerful, scalable LLM designed for enterprise use cases, featuring advanced retrieval augmented generation with citation, multilingual coverage in 10 key languages, and tool use capabilities.

2024.04.08
txt.cohere.com4 min readTLDR AI

QWEN1.5-32B

The Qwen team has trained and released a 32B parameter model that achieves strong performance. It can be fit in more modest memory systems.

2024.04.08
qwenlm.github.io18 min readTLDR AI

SWE-AGENT

SWE-agent turns LLMs (e.g. GPT-4) into software engineering agents that can fix bugs and issues in real GitHub repositories. SWE-agent sets the state-of-the-art performance on the full SWE-bench benchmark, resolving 12.29% of issues.

2024.04.08
swe-agent.com3 min readTLDR AI

SCHEDULE FREE OPTIMIZATION

Researchers from Meta have been teasing a new optimizer on X. They have now released the code along with various integrations. The optimizer has no LR schedule, which means you don’t need to know the full number of training steps beforehand. It has been shown empirically to work on a wide variety of problems including language models.

2024.04.08
github.comGitHub repositoryTLDR AI

REPRESENTATION FINE-TUNING

ReFT is a new parameter-efficient method for fine-tuning language models. It is substantially cheaper than even PeFT while achieving strong performance.

2024.04.08
github.comGitHub repositoryTLDR AI

FOUR TAKEAWAYS ON THE RACE TO AMASS DATA FOR AI

The development of artificial intelligence heavily relies on vast amounts of data, which is being rapidly consumed by tech companies faster than it is being produced, leading to predictions that high-quality digital data may be exhausted by 2026. In response, companies like OpenAI, Google, and Meta are exploring new methods to obtain more data, including using YouTube video transcripts, revising privacy policies, considering the purchase of major publishers, and investigating the use of "synthetic" data generated by AI models, despite the risk of compounding errors.

2024.04.08
nytimes.com5 min readTLDR AI

SPEED TESTS FOR LLAMA 2, STABLE DIFFUSION

MLPerf has updated its inferencing benchmarks to include large language models like Llama 2 70B and Stable Diffusion XL, reflecting the industry's shift to massive generative AI. In the latest tests, Nvidia's systems, particularly those equipped with the H200 processor, outperformed competitors from Intel and Qualcomm in both speed and efficiency. The benchmarks highlight the importance of high-bandwidth memory in handling large AI models, with Intel's Gaudi 2 and Qualcomm's Cloud AI 100 Ultra also showcasing significant performances in the generative AI space.

2024.04.08
spectrum.ieee.org6 min readTLDR AI

RABBIT PARTNERS WITH ELEVENLABS TO POWER VOICE COMMANDS ON ITS DEVICE

Rabbit partners with ElevenLabs to incorporate voice command technology into its upcoming r1 devices, enhancing human-device interaction with low latency models for a more natural experience. The first batch of r1 devices, which feature functionalities like chatbot interaction and bi-directional translation, is set to ship by March 31. ElevenLabs has recently raised $80 million, despite facing challenges with misuse of its voice cloning technology.

2024.04.08
techcrunch.com2 min readTLDR AI

Sponsored

🆕 AWS AND HUGGING FACE LAUNCH FREE GENAI EVENT SERIES

Learn how to make the most of Hugging Face models, Sagemaker, and Inferentia2. Join free, expert-guided, in-person workshops: Seattle (4/11) [21], Santa Clara(4/17) [22], NYC(4/25) [23], or Austin(5/30) [24].

2024.04.08
aws.amazon.comSponsorTLDR AI

LLOCALSEARCH

A completely locally running search engine using LLM Agents.

2024.04.08
github.comGitHub repositoryTLDR AI

Sponsored

INVEST BEFORE THIS COMPANY REDEFINES SMART LIVING

Where were you when Amazon acquired Ring for $1B? Or when Google bought Nest for a cool $3.2B? Hopefully, you were invested in those promising startups. But for those that missed out, the next groundbreaking Smart Home innovation has arrived 一 RYSE. Their automated window shade tech just launched in +100 Best Buy stores [3] and their pre-IPO investment offering is open to the public for a limited time. But hurry, their SHARE PRICE HAS ALREADY GROWN 20% from their last round!

2024.04.05
invest.helloryse.comSponsorTLDR AI

OPENAI EXPANDS ITS CUSTOM MODEL TRAINING PROGRAM

OpenAI is expanding its Custom Model program with assisted fine-tuning and custom-trained models to help enterprise customers develop tailored generative AI models for specific use cases.

2024.04.05
techcrunch.com2 min readTLDR AI

MIXTURE OF DEPTHS

One drawback of modern transformers is that each token uses the same amount of predictive compute. However, some tokens are much easier to predict than others. This work from DeepMind allows models to exit early during generation to spend less flops on certain tokens, effectively opening the door to dynamic compute - with a fixed maximum. The results are 50% fewer flops at generation time for equivalent performance.

2024.04.05
arxiv.org23 min readTLDR AI

IMPROVED OPEN-DOMAIN QUESTION-ANSWERING

MGFiD enhances the way question-answering systems understand and select relevant information by introducing a multi-level evidence discernment method.

2024.04.05
arxiv.org18 min readTLDR AI

HANDLING LONG SEQUENCES IN LLMS

Linear Attention Sequence Parallel (LASP) introduces a new strategy for efficiently managing long sequences in language models, surpassing traditional methods with its innovative use of linear attention.

2024.04.05
arxiv.org16 min readTLDR AI

Sponsored

📈 96% OF ENTERPRISES SURVEYED PLAN TO EXPAND THEIR INVESTMENT IN AI COMPUTE

A new global survey by ClearML [10], the AI Infrastructure Alliance, and FuriosaAI reveals the current state of AI infrastructure planning — including high interest in open source tools, challenges in GPU utilization [10], and dissatisfaction with current job scheduling options. Get the full survey results and research analysis for free >> Download

2024.04.05
go.clear.mlSponsorTLDR AI

TEXT TO SQL DATASET

23m tokens of text to SQL data is now available on HuggingFace. Gretel has collected a significant dataset to help generate SQL queries based on natural language tasks. This can help in RAG applications and in synthetic data generation.

2024.04.05
gretel.ai6 min readTLDR AI

IMAGE CUSTOMIZATION WITH INSTANTSTYLE

InstantStyle introduces a new approach to image personalization, overcoming the challenge of style consistency without the need for complex tuning. By cleverly separating style and content in images and focusing on style-specific areas, this framework ensures detailed and consistent visual stylization, blending style intensity with text control seamlessly.

2024.04.05
github.comGitHub repositoryTLDR AI