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A learning community for entrepreneurs in the age of AI: explore AI and strategy, share ideas, test experiments, and turn insight into action.

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73 contributions to The Automated StudyHall (Beta)
Analyzing Code
Enjoyed this one @Ejiro Akpobare ! Since I don't know how to code this one helps me out!
Analyzing Code
Notion AI
Hey, just curious if anybody here is using Notion AI. I was just watching a podcast called "Behind the Craft" It took Akshay (Notion’s co-founder) and Ryan (AI lead) 2 years of failure to build agents that can create databases, respond to Slack, and more. We had a great chat about their most surprising lessons from building the best AI agents for work. I use Notion every day, but I have not yet tried Notion AI, but I'm definitely going to consider it. I use Notion everyday, I haven't tried Notion AI yet but Definitely considering giving it a try. https://youtu.be/yflqBe9Bj4E
0 likes • Oct 21
I had tried Notion.ai back in the beginning...and was not impressed. I'm happy to try again though, but just am not a massive notion user anymore. Notion for me as overboard; I actually used it for almost everything, and it was incredibly powerful. But then I realized I needed far simpler tools.
Rollback (Git)
Use this prompt when critical issues arise that cannot be quickly fixed forward and you need to restore the codebase to a known stable state. Instead of manually executing complex git commands that could permanently delete work if done incorrectly, this prompt guides an LLM agent through a safe, documented rollback procedure with built-in safety checks. The LLM will automatically create a backup of the current state before rolling back, stop for your approval before force-pushing, and provide verification at each step—preventing the costly mistakes that often occur during high-pressure emergency situations when you're trying to restore production systems. Here's the prompt: # LLM Prompt: Rollback to Last Stable Checkpoint ``` I need you to perform a rollback of the {{{YOUR APPLICATION NAME}}} develop branch to the last stable checkpoint. This is an emergency rollback procedure due to critical issues that cannot be quickly fixed forward. ## Current Situation - The develop branch has critical issues that are blocking progress - We need to rollback to the last known stable state - We have a documented stable checkpoint that we need to restore ## Checkpoint Information Please reference the file `docs/ROLLBACK_PROCEDURES.md` to find the "Current Stable Backup Points" section which contains: - Tag name (format: v[VERSION]-stable) - Branch name (format: backup/pre-[feature]-YYYY-MM-DD) - Commit hash - Project status at that point ## Your Task Follow these steps carefully: 1. **Read the Documentation First** - Read `docs/ROLLBACK_PROCEDURES.md` completely - Identify the latest stable checkpoint from the "Current Stable Backup Points" section - Note the backup branch name and tag name 2. **Create a Safety Backup of Current State** Before doing ANY rollback, create a backup of the current develop state: ```bash git checkout develop git branch develop-pre-rollback-$(date +%Y%m%d-%H%M%S) git push origin develop-pre-rollback-$(date +%Y%m%d-%H%M%S)
1 like • Oct 20
Thanks @Warren Bullock !
Create New Checkpoint (Git)
Use this prompt when you've reached a stable milestone and want to create a rollback point before starting new development work. Rather than manually remembering the specific naming conventions, git commands, and documentation updates required for a proper checkpoint, this prompt automates the entire process through an LLM agent. The agent will gather your project's current status, create properly named tags and branches following your established conventions, update all relevant documentation files, and verify everything was created successfully—ensuring consistency across checkpoints and eliminating the human error that occurs when manually creating backups during busy development periods. Here's the prompt: # LLM Prompt: Create New Stable Checkpoint ``` I need you to create a new stable checkpoint (backup branch and tag) for {{{YOUR APPLICATION NAME}}}. We've reached a stable milestone and want to create a rollback point before continuing with new development. ## Current Situation - We've reached a significant milestone or stable point - All tests are passing and the application is stable - We want to create a checkpoint before starting new feature development - This checkpoint will serve as a rollback point if issues arise ## Your Task Follow the procedure documented in `docs/CREATING_STABLE_CHECKPOINTS.md` to create a new checkpoint. ### Step 1: Gather Information First, gather the required information: ```bash # 1. Get current version cat VERSION # 2. Get Task Master status task-master list --status=all # 3. Get current commit info git log -1 --format="%H %s" # 4. Verify we're on develop and up to date git branch --show-current git status git pull origin develop ``` Show me this information before proceeding. ### Step 2: Confirm Details With Me Before creating the checkpoint, ask me: 1. What feature or milestone are we about to START working on next? (for naming) 2. Confirm the current version number from VERSION file
1 like • Oct 20
Nice will give it a try!
Making Cinematic Photos with GPT
But it still doesn't like Asian faces!
Making Cinematic Photos with GPT
1 like • Oct 17
@Ejiro Akpobare hope so!
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Tak Lo
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@tak-lo-9285
Cofounder and Editor of The Automated

Active 44d ago
Joined Sep 7, 2025
Hong Kong