Drishtant Ghosh (Drix10)
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Computer Vision and AI Applicationsโ€ขโ€ข8 min readโ€ข1593 words

๐Ÿค– AI Model Limitations - Claude Pro vs Astra

โšกDirect Technical Summary

Claude Pro, a large language model, no longer includes Fable 5/5.1 in its subscription quota, requiring users to purchase usage credits. In contrast, ChatGPT Plus offers limited ac

๐Ÿค– AI Model Limitations - Claude Pro vs Astra

Claude Pro, a large language model, no longer includes Fable 5/5.1 in its subscription quota, requiring users to purchase usage credits. In contrast, ChatGPT Plus offers limited access to Astra, a more advanced model, as part of its subscription. This disparity highlights the limitations of current AI models and the need for more accessible and affordable options.

Key Points:

  • Model Limitations: Claude Pro's decision to remove Fable 5/5.1 from its subscription quota highlights the limitations of current AI models and the need for more accessible and affordable options.

  • Access to Advanced Models: ChatGPT Plus offers limited access to Astra, a more advanced model, as part of its subscription, demonstrating the potential for more advanced models to be made available to users.

  • Subscription Quotas: The use of subscription quotas to limit access to advanced models can create barriers for users, highlighting the need for more flexible and affordable pricing models.

  • Future Directions: The limitations of current AI models and the need for more accessible and affordable options will likely drive innovation and development in the field of AI, leading to more advanced and user-friendly models in the future.

๐Ÿ”— Resources:

๐Ÿค– AI in Surgery - Understanding Surgical Actions

What if AI could actually understand what happens during surgery? Not simply recognize an image, but identify surgical actions, track instruments, assess technical skill, recognize critical steps, and potentially predict whether a procedure will succeed. This emerging field has the potential to revolutionize the way surgery is performed and improve patient outcomes.

Key Points:

  • AI in Surgery: The use of AI in surgery has the potential to revolutionize the way surgery is performed and improve patient outcomes by enabling AI to understand and analyze surgical actions.

  • Surgical Action Recognition: AI can be trained to recognize and identify surgical actions, track instruments, and assess technical skill, providing valuable insights for surgeons.

  • Critical Step Recognition: AI can also recognize critical steps in surgical procedures, enabling surgeons to make more informed decisions and improve patient outcomes.

  • Predictive Analytics: The use of AI in surgery can also enable predictive analytics, allowing surgeons to predict whether a procedure will succeed or fail, and make adjustments accordingly.

๐Ÿ”— Resources:

๐ŸŽฅ Filmic Plus - Compositor Tool

I'm excited to release the full version of my most proud project yet - Filmic Plus! It's a compositor tool that essentially turns your blender scene into a genuine Fujifilm camera, as well as realistic film & lens characteristics! This tool has the potential to revolutionize the way we create and edit video content.

Key Points:

  • Filmic Plus: Filmic Plus is a compositor tool that enables users to turn their blender scenes into genuine Fujifilm cameras, with realistic film and lens characteristics.

  • Compositor Tool: The tool has the potential to revolutionize the way we create and edit video content by providing a more realistic and authentic look.

  • Blender Scene Transformation: Filmic Plus can transform blender scenes into realistic film and lens characteristics, enabling users to create more authentic and engaging video content.

  • Realistic Film and Lens Characteristics: The tool provides realistic film and lens characteristics, enabling users to create more realistic and authentic video content.

๐Ÿ”— Resources:

๐Ÿ“š An Age of Experimentation - BlueHat Asia 2026

Wow, these slides are fantastic to just read through and contemplate. https://thomasdullien.github.io/about/slides/A โ†— n-age-of-experimentation-BlueHat-Asia-2026.pdf โ€ฆ Thanks, @halvarflake !

Key Points:

  • An Age of Experimentation: The slides discuss the concept of an age of experimentation, where new technologies and approaches are being explored and developed.

  • BlueHat Asia 2026: The slides were presented at BlueHat Asia 2026, a conference focused on cybersecurity and technology.

  • Experimentation and Innovation: The slides highlight the importance of experimentation and innovation in driving progress and improvement in various fields.

  • Thomas Dullien's Work: The slides showcase Thomas Dullien's work and expertise in the field of cybersecurity and technology.

๐Ÿ”— Resources:

๐Ÿค– Training Search Agents with GRPO

We need more examples like this in the open-source RL ecosystem Very well-written and articulated blog by @lu_jasper on training search agents with GRPO was a nice weekend read !

Key Points:

  • Training Search Agents: The blog discusses the topic of training search agents using GRPO, a reinforcement learning algorithm.

  • GRPO Algorithm: GRPO is a reinforcement learning algorithm that enables the training of search agents.

  • Open-Source RL Ecosystem: The blog highlights the importance of the open-source RL ecosystem and the need for more examples and research in this area.

  • Lu Jasper's Work: The blog showcases Lu Jasper's work and expertise in the field of reinforcement learning and search agents.

๐Ÿ”— Resources:

๐Ÿง™โ€โ™‚๏ธ The Genie in the Bottle - AI Agents

AI agents are the genie in the bottle. Viewed in modern terms, the parable of the genie in the bottle is a cautionary tale of greed combined with misalignment. The story goes as follows. You find an old lantern, start polishing it, and out comes a magic genie who offers to grant your wishes.

Key Points:

  • The Genie in the Bottle: The parable of the genie in the bottle is a cautionary tale of greed combined with misalignment, highlighting the potential risks and consequences of creating and using AI agents.

  • AI Agents: AI agents are the modern equivalent of the genie in the bottle, with the potential to grant wishes and shape the world in powerful ways.

  • Greed and Misalignment: The story highlights the dangers of greed and misalignment, where the pursuit of power and control can lead to unintended consequences and harm.

  • Cautionary Tale: The parable serves as a cautionary tale, warning us of the potential risks and consequences of creating and using AI agents.

๐Ÿ”— Resources:

๐Ÿค– HP ZGX Nano - Mini Node

Two HP ZGX Nano โ€ฆ better than one. We'll see what this mini node will achieve. And meanwhile, tomorrow I'll post something about Nano and Hermes Agents. First thing in the morning! Something bigger and recurring that we created with HP Polska.

Key Points:

  • HP ZGX Nano: The HP ZGX Nano is a mini node that has the potential to achieve great things.

  • Mini Node: The mini node is a smaller and more compact version of the traditional node, with the potential to be more efficient and effective.

  • Nano and Hermes Agents: The post mentions the possibility of using the mini node with Nano and Hermes Agents, which could lead to new and exciting developments.

  • HP Polska: The post mentions the collaboration between HP Polska and the creator of the mini node, highlighting the potential for innovation and progress.

๐Ÿ”— Resources:

๐Ÿ“š Science Academies Summer Research Fellowship Program

Science Academies Summer Research Fellowship Program-an opportunity for students and college/university teachers across India to work with scientists associated with Science Academies on short-term research projects. Details at https:// webjapps.ias.ac.in/fellowship2027 /application_instructions.jsp โ€ฆ Apply by 30th November 2026

Key Points:

  • Science Academies Summer Research Fellowship Program: The program provides an opportunity for students and college/university teachers to work with scientists on short-term research projects.

  • Research Opportunities: The program offers research opportunities in various fields, enabling participants to gain hands-on experience and develop their skills.

  • Application Instructions: The program provides detailed application instructions, including deadlines and requirements.

  • Eligibility: The program is open to students and college/university teachers across India.

๐Ÿ”— Resources:

  • Original source โ†—
  • Original source
  • skvdst
  • Science Academies Summer Research Fellowship Program
  • Research Opportunities
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๐Ÿ—บ๏ธ 16 Layers of Data - Paranรก in 3D

A new piece of terrain-based storytelling by @Avner Gomes showing 16 data layers on the state of Paranรก in 3D ๐’๐จ๐ฎ๐ซ๐œ๐ž: https:// linkedin.com/posts/avnergom es_16-layers-of-data-45-seconds-one-piece-ugcPost-7485620643414216704-gfI6/ โ€ฆ ๐“๐ก๐ž ๐๐ž๐ฐ ๐’๐œ๐ข๐ž๐ง๐œ๐ž ๐จ๐Ÿ ๐Œ๐š๐ฉ๐ฌ - https:// thenewscienceofmaps.com

Key Points:

  • 16 Layers of Data: The piece of terrain-based storytelling showcases 16 data layers on the state of Paranรก in 3D.

  • Data Visualization: The use of 3D visualization enables the viewer to gain a deeper understanding of the data and its relationships.

  • Avner Gomes' Work: The piece highlights Avner Gomes' expertise in data visualization and storytelling.

  • The New Science of Maps: The piece is part of a larger project, The New Science of Maps, which explores the intersection of data and geography.

๐Ÿ”— Resources:

๐Ÿš€ Founder Fellows - $75K+ Investment

FELLOWSHIP: @upfrontvc will back you with $75K+ the moment you

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Drishtant Ghosh (Drix10)
Drishtant Ghosh (Drix10)โ€ขAuthor & Engineer

Technical founder and engineer working across AI systems, developer infrastructure, and cybersecurity.

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