TLDR AI

TLDR AI 2024-07-24

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01HEADLINES & LAUNCHES

LLAMA 3.1 AND 405B MODELS

Meta has released its first open frontier AI model along with training details. The model is on par with top closed models with a 128k context length, chat models, and a great open system.

ai.meta.com12 min read

HARVEY RAISES $100M SERIES C

The legal startup, now a unicorn, has raised from Google ventures and others to continue its push into big law firms.

harvey.ai3 min read

OPEN SOURCE IS THE PATH FORWARD

Mark Zuckerberg outlined why open source is key to Meta's strategy and how Meta plans to support this work.

about.fb.com6 min read

02RESEARCH & INNOVATION

IMPROVED TEST-TIME ADAPTATION

STAble Memory rePlay (STAMP) is a method that addresses distribution shifts between training and test data using only unlabeled test data. Unlike existing methods, STAMP excels in both recognizing known classes and rejecting outliers during inference.

arxiv.org24 min read

VIDEO POINT TRACKING

LocoTrack is an advanced model for tracking any point across video sequences. It uses local 4D correlation and bidirectional correspondence for precise tracking. LocoTrack operates nearly six times faster than current leading models.

ku-cvlab.github.io2 min read

STAR OPERATION TO TRAIN NEURAL NETWORKS

The star operation is a method that enriches AI models by projecting data into complex, high-dimensional spaces without the need for bulky architectures.

arxiv.org15 min read

03ENGINEERING & RESOURCES

Sponsored

[GITHUB REPO] DATACHAIN: UNSTRUCTURED DATA MANAGEMENT FOR AI PROJECTS, REIMAGINED

Iterative's new open-source tool lets you simplify AI projects and scale unstructured data management. With DataChain, you can source, curate, and version cloud data at scale [10]; easily integrate metadata from various formats; parallelize local and API-based AI model inferences for 3x-10x speedup [10]; and store AI model outputs

github.comSponsor

LLAMA AGENT STACK

Meta has released an example system for using its Llama models as agents to perform a variety of tasks.

github.comGitHub repository

OPEN-WORLD EXPLORATION IN MINECRAFT

Odyssey is a new framework that equips large language model-based agents with advanced skills for exploring Minecraft.

github.comGitHub repository

04MISCELLANEOUS

GUMLOOP SEED ROUND

Gumloop raised a $3.1M Seed round led by First Round Capital with participation from YC and co-founders at Instacart, Dropbox, and Airtable. Gumloop is a no-code AI automation platform that lets any employee within a business build their own AI tooling and have as much impact as an engineer.

blog.gumloop.com3 min read

AI DEVELOPMENT KITS: TENSTORRENT UPDATE

Tenstorrent has launched affordable AI development hardware, including the Wormhole n150 and n300 PCIe cards, priced at $999 and $1,399, as well as developer workstations, the air-cooled TT-LoudBox for $12,000 and water-cooled TT-QuietBox for $15,000, both designed to aid AI development with a focus on connectivity and scaled-out performance.

links.tldrnewsletter.com5 min read

AI PREDICTS DROUGHTS A YEAR IN ADVANCE

Skoltech and Sber researchers have developed AI models that can predict droughts several months to a year in advance, improving risk management for agriculture, insurance, and finance sectors. The models, tested across various climates, utilize spatiotemporal neural networks and publicly available data. Russia's largest bank plans to integrate these findings into its risk assessment systems.

preventionweb.net3 min read