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15 contributions to Clief Notes
Turn Telegram Into Your AI Workspace
Most people use Telegram for messaging but it can become much more powerful. By connecting an AI agent with MiMo Claw, you can turn Telegram into a workspace that writes code, searches the web, creates documents, generates images, edits files, connects with tools like GitHub and Notion and automates everyday tasks—all from a simple chat. The setup takes only a few minutes and is a great example of how AI agents are transforming everyday applications into powerful productivity tools. Have you tried using AI agents inside Telegram or another messaging app? Share your experience or your favorite AI workflow below. 👇
Turn Telegram Into Your AI Workspace
2 likes • 2d
@George Wandan Thanks for sharing! That sounds like a great approach. A lightweight gateway between messaging apps and AI agents makes it much easier to trigger real workflows from anywhere. I will definitely check out Owain Lewis's work.
1 like • 2d
@Christopher Robin Gallego Absolutely! Once you start connecting Telegram with AI agents and external tools, it becomes much more than a messaging app. It's a surprisingly effective interface for triggering and managing real-world workflows.
🔁 Loop Engineering: The Next Evolution of AI Workflows
Most people still use AI like a chatbot. Write a prompt. Get an answer. Rewrite the prompt. Repeat. Loop engineering changes that. Instead of manually reviewing every response, you create a workflow where AI evaluates its own output, follows predefined rules and continuously improves until it meets your standards. This approach isn't about replacing human judgment—it's about reducing repetitive work and building more reliable AI systems. In this guide, you'll learn how to: - Build your first review loop with Codex - Structure projects using AGENTS.md - Create repeatable AI review workflows - Automate quality checks for code and content - Develop systems that improve through iteration The most effective AI systems are not built from a single perfect prompt. They are built from simple, reliable loops that consistently solve one problem at a time. How do you see loop engineering changing the way we build with AI over the next few years? I'd love to hear your thoughts.
🔁 Loop Engineering: The Next Evolution of AI Workflows
2 likes • 7d
@Greg Traver Thank you! That really means a lot. Making complex AI concepts practical and easy to understand is exactly what I aim for. I am glad it helped connect the dots for you and I hope it gives you a solid foundation for building your own AI workflows.
1 like • 6d
@Luiz Marques Neto You are very welcome! I am glad you found it useful. I hope it helps you build more reliable and efficient AI workflows.
AI careers are not just for programmers.
Many of today's fastest-growing AI roles focus on skills like communication, marketing, customer success, content creation, product strategy and technical support—not advanced coding. As AI adoption grows, companies are looking for people who can bridge the gap between technology and business. Which AI role interests you the most? Follow for more AI insights and practical resources.
AI careers are not just for programmers.
2 likes • 12d
@Jon Pagliari That's true but everyone starts somewhere. The best way to build that knowledge is by solving real business problems one project at a time. Consistency matters far more than knowing everything from day one.
3 likes • 12d
@Till Trojer Great point. It was not intentional. The post focused on roles that are currently seeing rapid growth across AI adoption but AI Governance, Responsible AI and AI Ethics are absolutely important and will only become more critical as organizations scale AI. Thanks for highlighting that.
Before / After: 10 days since joining...
It has been 10 days since I joined Clief Notes community and started Jake's coursework. It has been a massive step change in how I understand - and now use AI more effectively. A few days ago I joined into a paid subscription and the resources have proved to be very helpful in setting up my own folder structure. Before joining this community my use of AI was prompting the web user interface and copying the artefacts / outputs for my work. I had projects setup with various context files and instructions. I recently created my first website (in-progress) using Claude Code in VS Code and Jake's 'workflow-starter-code-project.md' template to create the folder structure. Most of the time has been spent in learning ICM, configuring the folder and file structure to route AI, and planning the geological database schema. Building the website was the easy bit! What has changed / unlocked in my use of AI: - spending more time planning and less time managing prompts and outputs - output has significantly increased with less prompts required to get the same job done I feel more "human" now and less like a "machine" in my use with AI since moving to the ICM method. The time being creative and planning is often away from the computer, where I'm spending time with family or doing the things I enjoy outdoors. I appreciate how Claude just "gets me" now without typing out an essay or giving me vague responses or hallucinations. If you are new here my advice is: - take your time to work through the foundation content - no rush, it takes time to learn and understand how to implement this knowledge into your work - start small and build for something specific - don't spend time creating a folder structure on what you think you will use - build for what you will use today, in 30 minutes. - play around and fail fast it won't be perfect to start with and that is OK :) Thank you to Jake - and everyone who has contributed to this community and built the resources that exist.
Before / After: 10 days since joining...
3 likes • 19d
@Knowlix Knowlix Could not agree more. Great insight.
2 likes • 16d
@James Hewett Thank you, That's a great point. Having dedicated time definitely helps but the goal of the community is to provide a clear path so people can make steady progress, even with full-time work and other commitments. Glad to have you with us!
Welcome to Clief Notes. Here's where to start.
1. Go check out 📚Navigating The Course to see how to get around and what's here. 2. Start with The Foundation. Concepts, folder architecture, prompting framework. Everything else builds on this. 3. Check in at the bottom of each lesson. Polls, discussion posts, other members working through the same stuff. Use them. 4. When you're ready to build real things join in on our Biweekly competitions and win some real cash. ⭐ Competitions Mega Thread 5. If you are wanting to dive into the masterminds, grab all the past templates, artifacts and resources. Upgrade and head into the The Vault for Premium and The Drawing Room (VIP) for VIP 6. Post your work. Ask questions. Help others when you can. What are you here to build?
1 like • 18d
@Alex Beery Joined 2 days ago.
1 like • 16d
@Alex Beery no i an not thanks
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Zane Phillips
4
87 points to level up
@zane-phillips
I run an AI agency focused on helping small businesses scale and grow faster using automation and AI.

Active 4m ago
Joined Jul 9, 2026
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