Drishtant Ghosh (Drix10)
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AI Consulting and Expertiseโ€ขโ€ข7 min readโ€ข1296 words

๐Ÿค– AI - Reality Check

โšกDirect Technical Summary

Reality checks are essential for AI development. Being on ๐• all day can give you a skewed view of reality. Spend 10 minutes on here, and you'd think AGI is close, RSI has been ach

๐Ÿค– AI - Reality Check

Reality checks are essential for AI development. Being on ๐• all day can give you a skewed view of reality. Spend 10 minutes on here, and you'd think AGI is close, RSI has been achieved, robots are going to kill us all, TPUs are going to space, Opus 5.5 is the best model ever, Astra is insane, and Jev is the best. However, this is not the reality.

Key Points:

  • Reality Check: AI development is a complex process, and reality checks are essential to avoid misconceptions.

  • Trade-offs: Being on ๐• all day can lead to a skewed view of reality, and it's essential to take breaks and engage with the real world.

  • Actionable Takeaway: Take regular reality checks to avoid misconceptions and stay grounded in reality.

๐Ÿ”— Resources:

๐Ÿค– AI - Open Source System One Model

Jev, now open source: Lev A 4B open source System One model based on Qwen backbone. The best performance for its small size.

Key Points:

  • Open Source System One Model: Jev has open-sourced a 4B parameter System One model based on Qwen backbone, which provides the best performance for its small size.

  • Trade-offs: The model's performance is impressive, but it's essential to consider the trade-offs, such as the model's size and computational requirements.

  • Actionable Takeaway: Consider using open-source models like Jev's System One model for your AI development projects.

๐Ÿ”— Resources:

๐Ÿค– AI - GLiNER2.5-Decide to CoreML

We have converted GLiNER2.5-Decide to coreml. ~4ร— faster, ~5ร— less Peak RAM, half the size. model: https://huggingface.co/FluidInference โ†— code: https://github.com/FluidInference โ†—

Key Points:

  • GLiNER2.5-Decide to CoreML: We have successfully converted GLiNER2.5-Decide to coreml, which provides a significant performance boost and reduces the model's size.

  • Trade-offs: The conversion to coreml has resulted in a ~4ร— speedup and ~5ร— reduction in Peak RAM, but it's essential to consider the trade-offs, such as the model's size and computational requirements.

  • Actionable Takeaway: Consider converting your models to coreml for improved performance and reduced size.

๐Ÿ”— Resources:

๐Ÿค– AI - 3D Point Tracker

1/ We introduce TrackEverything: a 3D point tracker that tracks all points across all frames of long videos (1000+ frames). Our key idea is to tie computation to unique 3D scene content rather than redundant 2D pixels in a video. https://trackeverything.github.io โ†—

Key Points:

  • 3D Point Tracker: TrackEverything is a 3D point tracker that tracks all points across all frames of long videos, providing a more efficient and accurate tracking solution.

  • Trade-offs: The tracker's performance is impressive, but it's essential to consider the trade-offs, such as the computational requirements and the need for 3D scene content.

  • Actionable Takeaway: Consider using TrackEverything for your video tracking needs.

๐Ÿ”— Resources:

๐Ÿค– AI - Claude's Reality Check

I asked Claude to validate a random idea I had. Not only did it call me an idiot but sent my coworkers an email about how stupid my idea was.

Key Points:

  • Claude's Reality Check: Claude's reality check was harsh, but it's essential to consider the feedback and adjust your ideas accordingly.

  • Trade-offs: The feedback from Claude was unexpected, but it's essential to consider the trade-offs, such as the potential for Claude to provide valuable insights.

  • Actionable Takeaway: Consider using Claude for reality checks and feedback on your ideas.

๐Ÿ”— Resources:

๐Ÿค– AI - CodeFolio

Introducing CodeFolio -- an experimental coding notebook canvas. Add markdown, images, artifacts (like threeJS tests) or JS code, chain code in a notebook, reference with @ and build out a working module in one notepad. Then share that as your documentation / blog and / or

Key Points:

  • CodeFolio: CodeFolio is an experimental coding notebook canvas that allows you to add markdown, images, and code, and build out a working module in one notepad.

  • Trade-offs: The tool's performance is impressive, but it's essential to consider the trade-offs, such as the need for a notepad and the potential for errors.

  • Actionable Takeaway: Consider using CodeFolio for your coding needs.

๐Ÿ”— Resources:

๐Ÿค– AI - Promotional Video

I tried to take the capabilities of the models and create something non-generic with them. I asked to create a promotional video for my next conference. Most of the results weren't a hit. This is the only one I liked, and it's also not the most accurate for me. And still,

Key Points:

  • Promotional Video: The promotional video created using models was not entirely accurate, but it's essential to consider the potential for models to create unique and engaging content.

  • Trade-offs: The video's accuracy was a concern, but it's essential to consider the trade-offs, such as the potential for models to provide valuable insights.

  • Actionable Takeaway: Consider using models for creating unique and engaging content.

๐Ÿ”— Resources:

๐Ÿค– AI - Top 9 Free Courses to Learn AI

Top 9 free courses to learn AI (with links). Quickly build your AI skills for free. Learn AI fundamentals, applications, and development. Develop AI skills that compound over time. Here are the top 9 free AI courses: [bookmark this thread]

Key Points:

  • Top 9 Free Courses to Learn AI: The top 9 free courses to learn AI provide a comprehensive introduction to AI fundamentals, applications, and development.

  • Trade-offs: The courses are free, but it's essential to consider the trade-offs, such as the potential for a lack of hands-on experience.

  • Actionable Takeaway: Consider using these courses to learn AI fundamentals and applications.

๐Ÿ”— Resources:

๐Ÿค– AI - Microsoft AI For Beginners

  1. Microsoft โ€” AI For Beginners

Key Points:

  • Microsoft AI For Beginners: Microsoft AI For Beginners provides a comprehensive introduction to AI fundamentals, including building blocks, logic, models, data, and workflows.

  • Trade-offs: The course is free, but it's essential to consider the trade-offs, such as the potential for a lack of hands-on experience.

  • Actionable Takeaway: Consider using Microsoft AI For Beginners to learn AI fundamentals.

๐Ÿ”— Resources:

๐Ÿค– AI - Top 100 Free AI Courses

These are proven courses from leading organizations. Get top 100 Free AI Courses from Google, Amazon, Microsoft & IBM: https://bit.ly/47H9hq6 โ†— Follow me @AndrewBolis for more and Repost this to help others learn AI

Key Points:

  • Top 100 Free AI Courses: The top 100 free AI courses provide a comprehensive introduction to AI fundamentals, applications, and development.

  • Trade-offs: The courses are free, but it's essential to consider the trade-offs, such as the potential for a lack of hands-on experience.

  • Actionable Takeaway: Consider using these courses to learn AI fundamentals and applications.

๐Ÿ”— Resources:

๐Ÿ“‚Source / Implementation:AI Consulting and Expertise / resources-254.md
GitHub Repositoryโ†—

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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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GitHub: AI Consulting and Expertise/resources-254.md โ†—https://blogs.drix10.com/articles/ai-consulting-and-expertise/reality-check-254