Agentic News

Article header

Agentic News

📚 Latest Research Papers

Research Papers: Showing 3 items. Latest academic research in AI and machine learning.

Paper 1/3 📄 Research Paper ⏱️ 3min read

Does Reinforcement Learning Really Incentivize Reasoning Capacity in LLMs Beyond the Base Model?

Paper visualization

Key Results

  • • RL-trained models perform worse than base models at large k values, indicating a narrower reasoning capability boundary.
  • • The reasoning capacity of RL-trained models is bounded by the capabilities of their base models.
  • • Distillation is shown to genuinely expand the reasoning boundary, unlike RLVR.

Key Insights

  • • Reinforcement Learning with Verifiable Rewards (RLVR) does not elicit fundamentally new reasoning patterns in LLMs.
  • • RLVR improves sampling efficiency but reduces the overall reasoning capacity of models.
  • • Distillation introduces new knowledge and expands reasoning capabilities beyond those of base models.

Read the full paper →

Paper 2/3 📄 Research Paper ⏱️ 3min read

Trust, but verify

Paper visualization

Key Results

  • • Experimental data shows significant statistical differences between outputs of different LLMs.
  • • Knowledge bases also produce distinguishable outputs, validating the detection method.
  • • The proposed AVS design can effectively monitor and penalize dishonest Gaia nodes.

Key Insights

  • • Decentralized AI networks like Gaia enable customized LLMs on personal computers.
  • • Social consensus among mostly honest nodes can detect unauthorized LLMs.
  • • Intersubjective validation with financial incentives can promote honest behavior.

Read the full paper →

Paper 3/3 📄 Research Paper ⏱️ 3min read

PerceptionLM: Open-Access Data and Models for Detailed Visual Understanding

Paper visualization

Key Results

  • • PLM achieves competitive performance across 40 image and video benchmarks compared to state-of-the-art models.
  • • The PLM-8B model outperforms existing models in fine-grained video QA and video captioning tasks.
  • • The model sets a new state-of-the-art in detailed visual understanding without relying on proprietary data.

Key Insights

  • • PerceptionLM (PLM) is a fully open and reproducible vision-language model for detailed visual understanding.
  • • The model addresses critical data gaps in video understanding by providing 2.8M human-labeled instances.
  • • PLM includes a benchmark suite, PLM-VideoBench, for evaluating fine-grained video understanding tasks.

Read the full paper →

💻 Trending on GitHub

GitHub Repositories: Showing 5 items. Most popular AI-related repositories today.

Repo 1/5 🔤 TypeScript ⭐ 1103 stars today 🔄 414 forks

kortix-ai/suna

Repository Screenshot

Key Features

  • • Fully open source AI assistant for real-world tasks.
  • • Natural conversation interface for task completion.
  • • Seamless browser automation for web navigation and data extraction.
  • • File management for document creation and editing.
  • • Web crawling and extended search capabilities.
  • • Command-line execution for system tasks.
  • • Website deployment and integration with various APIs.
Repo 2/5 🔤 Python ⭐ 128 stars today 🔄 4994 forks

RVC-Boss/GPT-SoVITS

Repository Screenshot

Key Features

  • • Zero-shot TTS: Instant text-to-speech conversion from a 5-second vocal sample.
  • • Few-shot TTS: Fine-tune with just 1 minute of training data for better voice similarity.
  • • Cross-lingual Support: Supports multiple languages including English, Japanese, Korean, Cantonese, and Chinese.
  • • WebUI Tools: Includes tools for voice separation, training set segmentation, ASR, and text labeling.
Repo 3/5 🔤 Jupyter Notebook ⭐ 297 stars today 🔄 41170 forks

microsoft/generative-ai-for-beginners

Repository Screenshot

Key Features

  • • 21 comprehensive lessons on building Generative AI applications
  • • Lessons include both theoretical concepts and practical coding examples in Python and TypeScript
  • • Includes a 'Keep Learning' section with additional resources for each lesson
Repo 4/5 🔤 Python ⭐ 39 stars today 🔄 1612 forks

khoj-ai/khoj

Repository Screenshot

Key Features

  • • Personal AI app that scales from on-device to cloud-scale enterprise AI.
  • • Chat with various local or online LLMs (e.g., llama3, gpt, etc.).
  • • Access answers from the internet and various document formats (PDF, Markdown, etc.).
  • • Create custom agents with tailored knowledge and personas.
  • • Automate research and receive personal newsletters.
  • • Advanced semantic search for quick document retrieval.
  • • Open-source and self-hostable.
  • • Available on multiple platforms: Browser, Obsidian, Emacs, Desktop, Phone, Whatsapp.
Repo 5/5 🔤 C++ ⭐ 43 stars today 🔄 74648 forks

tensorflow/tensorflow

Repository Screenshot

Key Features

  • • End-to-end open source platform for machine learning.
  • • Comprehensive ecosystem of tools, libraries, and community resources.
  • • Stable Python and C++ APIs, with support for other languages.

🔥 HackerNews Highlights

HackerNews Posts: Showing 4 items. Top AI discussions from the HN community.

📰 HN Discussion

AI Horseless Carriages

📰 HN Discussion

The hidden cost of AI coding

🎯 Reddit Discussions

Reddit Posts: Showing 8 items. Popular AI discussions across Reddit.

💬 r/MachineLearning ⬆️ 29 💭 19 comments

[D] What are the best subreddits you follow for AI/ML/LLMs/NLP/Agentic AI etc?

The post is a request for recommendations on the best subreddits to follow for staying updated on topics related to AI, Machine Learning, Deep Learning, LLMs, Agents, NLP, tools, and datasets.

💬 r/singularity ⬆️ 1055 💭 166 comments

Xpeng Iron fluid walking spotted at Shangai Auto Show

The post discusses the Xpeng Iron fluid walking technology showcased at the Shanghai Auto Show.

💬 r/ArtificialInteligence ⬆️ 139 💭 40 comments

The Great AI Lock-In Has Begun

The post discusses the onset of a significant phase in artificial intelligence development, referred to as the 'Great AI Lock-In,' highlighting concerns and implications for the future of AI technology.

💬 r/OpenAI ⬆️ 489 💭 161 comments

OpenAI employee confirms the public has access to models close to the bleeding edge

An OpenAI employee has confirmed that the public has access to models that are very close to the latest advancements in AI technology.

💬 r/StableDiffusion ⬆️ 490 💭 607 comments

Civitai banning certain extreme content and limiting real people depictions

Civitai is updating its policies to ban certain extreme content and limit depictions of real people in response to scrutiny around AI content. New rules include mandatory metadata for uploads, blocking celebrity names, and a minimum denoise setting for custom images. The changes aim to improve content safety and tagging, with a focus on removing ToS violating content after 30 days.

💬 r/LocalLLaMA ⬆️ 221 💭 78 comments

Bartowski just updated his glm-4-32B quants. working in lmstudio soon?

Bartowski has updated his glm-4-32B quantization parameters and is expected to work in lmstudio soon.

💬 r/ClaudeAI ⬆️ 75 💭 33 comments

"When ChatGPT came out, it could only do 30 second coding tasks. Today, AI agents can do coding tasks that take humans an hour."

The post discusses the evolution of AI capabilities, highlighting how ChatGPT initially handled only short coding tasks but has since advanced to perform tasks that would typically take humans much longer.

💬 r/perplexity_ai ⬆️ 140 💭 64 comments

Perplexity announced iOS Voice Assistant.

Perplexity has announced the launch of its iOS Voice Assistant.

Found this digest helpful? Share it with your network!

Manage subscriptionBack to top