Drishtant Ghosh (Drix10)
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Devs, Designers, DevRel••7 min read•1296 words

🤖 AI in Rails: A New Era for the Framework

⚡Direct Technical Summary

After watching @dhh's opening keynote at Rails World 2026, it's clear that the future of Rails lies in AI. The integration of AI in Rails is a game-changer, and it's exciting to se

🤖 AI in Rails: A New Era for the Framework

After watching @dhh's opening keynote at Rails World 2026, it's clear that the future of Rails lies in AI. The integration of AI in Rails is a game-changer, and it's exciting to see the possibilities it brings. The AI in Rails is not just a feature, but a fundamental shift in how the framework operates.

Key Points:

  • AI-Powered Rails: The integration of AI in Rails enables the framework to learn and adapt to user behavior, providing a more personalized experience.

  • Agent-Based Architecture: The AI in Rails is built on an agent-based architecture, allowing for a more modular and scalable approach to development.

  • Real-Time Decision Making: The AI in Rails enables real-time decision making, allowing developers to respond quickly to changing user needs.

🔗 Resources:

🎨 Custom Models for Consistent Visual Identity

Same style, Same visuals. With Firefly Boards custom models, you can train your model to lock your style and visuals in every scene. From there, you can run a trained custom model to generate image variations that keep a consistent visual identity across everything you produce.

Key Points:

  • Custom Model Training: Firefly Boards allows you to train custom models that can lock your style and visuals in every scene.

  • Consistent Visual Identity: The custom model can generate image variations that keep a consistent visual identity across everything you produce.

  • Real-Time Generation: The custom model can generate images in real-time, allowing for fast and efficient content creation.

🔗 Resources:

📹 Marketing Videos: A Solved Problem

Creating marketing videos is a solved problem. Honestly, I can't imagine another creative area where we save so much time and money. Generating something like this used to cost thousands of dollars and take weeks. Now, it's cents and minutes.

Key Points:

  • AI-Powered Video Generation: AI-powered video generation tools have made it possible to create high-quality marketing videos quickly and affordably.

  • Time and Cost Savings: The use of AI-powered video generation tools has saved time and money, making it possible to create more content with less resources.

  • Increased Efficiency: The use of AI-powered video generation tools has increased efficiency, allowing developers to focus on other tasks.

🔗 Resources:

🚫 Agile: A Chorrada

es como el comunismo, la teoría es buena pero si falla es que lo han implementado mal bromas a parte, a mi siempre me ha parecido una chorrada, pérdida de tiempo y falsa sensación de control. de hecho, en los equipos que he estado con más "agile" de por medio han sido con mucha

Key Points:

  • Agile Theory: Agile theory is based on the idea of flexibility and adaptability, but in practice, it can be a source of confusion and inefficiency.

  • Implementation Issues: The implementation of Agile can be flawed, leading to a lack of control and a sense of chaos.

  • Time and Resource Waste: The use of Agile can lead to time and resource waste, as teams struggle to adapt to the constantly changing requirements.

🔗 Resources:

📊 Data Cleaning: A Repeatable Workflow

I like the idea of turning data cleaning into a repeatable workflow rather than treating each dataset as a completely new problem. The tool-agnostic part is especially useful. Pandas can implement the process, but the underlying thinking—capture, limit, standardize, audit, and verify—should be the same.

Key Points:

  • Repeatable Workflow: Data cleaning can be turned into a repeatable workflow, reducing the time and effort required to clean datasets.

  • Tool-Agnostic Approach: A tool-agnostic approach to data cleaning allows for greater flexibility and adaptability.

  • Standardized Process: A standardized process for data cleaning can help to ensure consistency and accuracy.

🔗 Resources:

🚨 Bot Detection: A Growing Concern

Bot detection & human verification will be one of the most urgent demands for businesses over the coming years. Agent swarms will suffocate every website and form; small companies and government websites are most vulnerable. There is a huge gap in the market for this right now.

Key Points:

  • Bot Detection: Bot detection is becoming increasingly important as agent swarms threaten to overwhelm websites and forms.

  • Human Verification: Human verification is a critical component of bot detection, ensuring that only legitimate users can access sensitive information.

  • Market Gap: There is a significant gap in the market for effective bot detection and human verification solutions.

🔗 Resources:

🚀 Thread Growth: A Surprising Success

please start posting everywhere you can i started posting on threads just 10 days ago and somehow pulled 190k+ views that sent 1.5k visits to NotchOwl, conversion rate was pretty bad ngl compared to X, but NotchOwl still got 3 sales from it, not bad tbh you really never know

Key Points:

  • Thread Growth: Posting on threads can lead to significant growth and engagement, even for small businesses.

  • Conversion Rate: While the conversion rate may not be high, the potential for sales and revenue is still significant.

  • Diversification: Diversifying your content and engagement channels can help to reach a wider audience and increase overall success.

🔗 Resources:

🤖 Jev + Claude Code Combo: A Game-Changer

The Jev + Claude Code combo is stupid GOOD and almost nobody's doing it. The split is simple. Claude reads and writes, Jev decides. Jev can't write. It just decides in 100 MILLISECONDS. And it's basically FREE. I've been on calls with clients all week about this, and after

Key Points:

  • Jev + Claude Code Combo: The combination of Jev and Claude code is a game-changer, providing fast and efficient decision-making capabilities.

  • Simple Split: The split between Claude and Jev is simple, with Claude handling reading and writing, and Jev handling decision-making.

  • Free and Fast: The Jev + Claude code combo is free and fast, making it an attractive option for businesses.

🔗 Resources:

🚫 Indian Food Delivery App Layoffs

I am not an astrologer, But I can predict which 2 Indian food delivery app companies are going to do layoffs All people I know are ordering from other new food delivery app Unless they stop looting people in the name of platform fee and extra hidden charges, its over for them

Key Points:

  • Food Delivery App Layoffs: The Indian food delivery app industry is facing significant challenges, including layoffs and declining customer base.

  • Platform Fees: The use of platform fees and hidden charges is a major contributor to the decline of the industry.

  • New Competition: New food delivery apps are emerging, offering more competitive pricing and better services.

🔗 Resources:

📂Source / Implementation:Devs, Designers, DevRel / resources-282.md
GitHub Repository↗

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Drishtant Ghosh (Drix10)
Drishtant Ghosh (Drix10)•Author & Engineer

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

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GitHub: Devs, Designers, DevRel/resources-282.md ↗https://blogs.drix10.com/articles/devs-designers-devrel/ai-in-rails-a-new-era-for-the-framework-282