TLDR AI

TLDR AI 2025-01-21

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01GENERAL

Sponsored

PROTECT YOUR APP WITH WORKOS RADAR

Does your app get fake signups, throwaway emails, or users abusing your free tier? Or worse, bots attacks and and brute force attempts?

workos.comSponsor

02HEADLINES & LAUNCHES

OPENAI QUIETLY FUNDED INDEPENDENT MATH BENCHMARK BEFORE SETTING RECORD WITH O3

OpenAI's record success with the o3 model on the FrontierMath benchmark revealed its undisclosed funding of the project. Despite excellence in solving complex math problems, a lapse in transparency was admitted by benchmark developer Epoch AI. Future collaboration promises improved openness, particularly regarding funding and data access.

the-decoder.com4 min read

PERPLEXITY AI SUBMITS BID TO MERGE WITH TIKTOK

Perplexity AI has submitted a bid to merge with TikTok US as a TikTok ban approaches. The proposal aims to combine Perplexity, TikTok US, and new equity partners while allowing ByteDance investors to retain their equity. Perplexity's merger offer seeks to integrate more video content into its AI search operations.

techcrunch.com2 min read

03RESEARCH & INNOVATION

3D RECONSTRUCTION OF MICROSTRUCTURES

OpticFusion is a multimodal neural implicit 3D reconstruction of microstructures that fuses white light interferometry and optical microscopy.

arxiv.org16 min read

DEEPSEEK R1 PAPER

DeepSeek has released a paper along with its strong MIT licensed reasoning models. Importantly, the paper shows that there is no need for extremely fancy process reward models. DeepSeek simply used accuracy of answer, a formatting reward, and large scale RL to encourage reasoning in the model. It found that distilling this reasoning ability via SFT to smaller models gave an incredible boost in final performance.

github.com18 min read

EVOLVING DEEPER LLM THINKING

Contrary to the direct R1 approach, this work from DeepMind uses an evolutionary strategy, guided by a language model, to modify and propose new responses. This leads to strong reasoning ability, specifically in planning tasks that require some exploration.

arxiv.org22 min read

04ENGINEERING & RESOURCES

Sponsored

HOW AI AGENTS ARE CHANGING PROCESS AUTOMATION

In 2025, businesses will increasingly use agentic AI applications to automate complex, knowledge-intensive workflows - including open-ended decision-making, workflow execution, knowledge retrieval, and data transformation between business systems. Join the upcoming event series by Kore.ai [13] to stay on top of this emerging trend. Register

info.kore.aiSponsor

FAST 4K MESH GENERATION

CaPa can generate high-quality 4K textured mesh under only 30 seconds. It can produce 3D assets for commercial applications such as games, movies, and VR/AR.

ncsoft.github.io3 min read

GENERATIVE MODEL OF UNBOUNDED 4D CITIES

CityDreamer4D is a framework for creating high-fidelity 4D simulations of urban environments, enabling advanced planning and analysis in smart city applications.

github.comGitHub repository

HARDWARE ACCELERATOR DESIGN LEARNING

AIRCHITECT V2 is a learning-based design space exploration tool developed to navigate the challenges of optimizing hardware accelerator designs for deep neural networks.

github.comGitHub repository

05MISCELLANEOUS

ELLIQ MAKER INTUITION ROBOTICS LAUNCHES AI SYSTEM TO SUPPORT CAREGIVERS WHO HELP OLDER ADULTS

Intuition Robotics has launched a new ElliQ solution to assist caregivers of older adults. Featuring an AI-powered companion robot and a smartphone app, the system provides remote care management and helps alleviate caregiver stress by enabling caregivers to track health changes and set care goals. This innovation aims to enhance independence for older adults while transforming caregiving into a more rewarding experience.

links.tldrnewsletter.com4 min read

META FACES BACKLASH OVER AI PROFILES

Meta plans to replace fact checkers with a community notes model and AI for content moderation. GPTZero introduces a new feature to fact-check AI-generated content, while AI startup Anthropic seeks $2 billion at a $60 billion valuation. Jeff Bezos continues to invest in AI startups, focusing on robotics companies.

forbes.com4 min read