TLDR AI

TLDR AI 2024-04-29

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01GENERAL

02HEADLINES & LAUNCHES

COHERE LAUNCHES DEVELOPER TOOLKIT TO ACCELERATE BUILD GEN AI APPS

Cohere launched a new developer toolkit to make enterprise AI application building faster and simpler across any cloud provider so developers can deploy in production at scale. With the Cohere Toolkit, developers have the source code to accelerate their development and quickly set up an application within just a few days.

cohere.com3 min read

THE LITTLE SMART HOME PLATFORM THAT COULD

Home Assistant has joined the Open Home Foundation, a non-profit aimed at countering Big Tech's influence by prioritizing privacy, choice, and sustainability in the smart home domain. The transition to a foundation-owned entity allows the platform to scale its consumer appeal while retaining its core open-source principles. Upcoming developments include direct-to-consumer sales on Amazon, certified partner expansions, local voice control hardware, AI integration with Nvidia, and user interface improvements for broader home approval.

theverge.com8 min read

03RESEARCH & INNOVATION

LET'S THINK DOT BY DOT

This paper shows that chain-of-thought (CoT) thinking can be obfuscated with ‘...' tokens. This requires training the model but shows that interpreting the CoT steps may not be possible and thinking can be hidden by the model.

arxiv.org23 min read

VIDEO-LANGUAGE MODELS WITH PLLAVA

Researchers have introduced a new model called PLLaVA, which stands out by adapting image-language AI models for video tasks using a unique pooling strategy.

pllava.github.io4 min read

TRACKGPT: OBJECT TRACKING WITH INSTRUCTION-BASED TECHNIQUE

TrackGPT integrates Large Vision-Language Model capabilities to transform object tracking. It understands implicit instructions for tracking, streamlining the process and enhancing performance, as shown in its impressive results on the new InsTrack benchmark and other challenging datasets.

arxiv.org15 min read

04ENGINEERING & RESOURCES

Sponsored

HOW AI IS CHANGING THE CYBERSECURITY INDUSTRY

Orca's recent announcements offer a glimpse into the future of AI and security. On the one hand, Orca is offering organizations tools to protect AI deployments using AI Security Posture Management (AI-SPM) [11]; at the same time, it is incorporating genAI-powered features [12] into its own cloud security platform.

orca.securitySponsor

TORCHTITAN

Pretraining framework for Llama models from Meta written entirely in PyTorch.

github.comGitHub repository

OPENLIT

OpenLIT is an OpenTelemetry-native GenAI and LLM Application Observability tool designed to make the integration process of observability into GenAI projects possible with just a single line of code.

github.comGitHub repository

05MISCELLANEOUS

LLAMAFILE 2X SPEED UPDATE

Llamafiles are self-contained executables that run models directly on any platform. It boasts a 2x speed up and substantial improvements to portability.

hacks.mozilla.org11 min read

FRUGALGPT

FrugalGPT is a set of actions you can take to dramatically reduce LLM API costs. They include prompt compression, caching, and more.

portkey.ai13 min read

LEARN UNSEEN THINGS

Researchers have developed a new method called AAPL that enhances the ability of AI models so that they can recognize unseen objects by using adversarial token embedding.

github.comGitHub repository