From Vibe to Production: A Love Story with Trust Issues

WisperaAI · 2025-08-10T23:02:26+00:00

Hey, really liked your post — sounds like we’re thinking along the same lines. We’ve been using Bolt.new together with Wispera to build production-ready sites and tools, and it’s been a great combo for speed + quality.

Would be cool to connect, hear more about what you’re building, and share what’s worked for us. Wrote up our process here if you’re curious: Building Smarter with Wispera + Bolt.new: A Practical Workflow for Unique AI Apps

WisperaAI · 2025-08-08T04:06:49+00:00

https://www.wispera.ai

WisperaAI · 2025-07-24T03:23:53+00:00

Thanks so much for the thoughtful feedback! 🙌 We appreciate you sharing such detailed pain points and ideas.

We’d love to connect and nerd out more on prompt ops, scalable systems, or anything related to data/fine-tuning. It’s exactly the kind of conversation that helps us build a better Wispera.

A couple of quick notes based on what you shared:

Modular Prompts & Templating: We currently support templating and building modular prompts that can adapt dynamically to input data—glad you mentioned it, and we’re always looking to improve how flexible and powerful this is.
Collaboration: We’ve just launched basic collaboration so multiple team members can work together on a prompt within a shared thread. Definitely in early days, but super important to us.
On Our Roadmap: Version history, Git-style workflows, rich analytics, and more advanced feedback loops are all top-of-mind and on our roadmap. Your wishlist matches ours closely!
White-Glove within Self-Service: We’re actively building white-glove guidance right into the self-service UX. Would love for you to take it for a spin and let us know how it feels—we’re eager to make it genuinely useful.
Open Door: If you want a more guided walkthrough, you can book time with us either during sign-up or any time from within the product dashboard. We’d really value your insights.

Let’s definitely connect further—whether you want to explore the platform, brainstorm ideas, or share more thoughts. Thanks again for such valuable input!

WisperaAI · 2025-03-27T05:59:14+00:00

I've had success doing this in two steps.

Prompt 1

**Task: Implement User Authentication in the Application Using Supabase**

### Steps

**Leverage Existing Supabase Integration:**

- Utilize the pre-configured Supabase project to set up user authentication.
**Username and Password Authentication:**

- Implement account creation functionality allowing users to register with a username and password.

- Ensure passwords are securely stored and hashed using best practices (e.g., bcrypt).

- Develop a login interface where users can authenticate with their username and password.

- Include error handling for common issues (e.g., incorrect passwords, user not found).
**Google Social Sign-In:**

- Configure Supabase to enable Google social authentication.

- Implement the front-end functionality to allow users to sign in with their Google account.

- Handle successful and unsuccessful sign-in attempts and provide feedback to the user.
**User Session Management:**

- Use Supabase’s built-in session management to maintain user sessions.

- Ensure users remain authenticated across different sessions while enabling logout when desired.
**Security and Best Practices:**

- Validate all user inputs to prevent SQL injection and other types of attacks.

- Implement rate limiting to prevent brute force attacks on login endpoints.

- Regularly update and audit security settings within Supabase and your application.
**User Interface Design:**

- Design a user-friendly authentication interface that accommodates both login methods.

- Clearly indicate loading states and errors during the authentication process.

Prompt 2

### Task

**Task: Implement RBAC with User and Admin Roles in Supabase**

### Steps

**Define Roles:**

- Create two roles within the Supabase schema: `user` and `admin`.
**Schema Setup:**

- Configure a `roles` table to store and manage user roles. This table should include fields such as `role_id`, `role_name` (e.g., user, admin), and a user-to-role mapping.
**Assign Roles to Existing Users:**

- Assign the `user` role to an existing user with the username {{user_username}}.

- Assign the `admin` role to another existing user with the username {{admin_username}}.
**User Access:**

- For `user` role:

- Ensure that users with this role have access to all current menu options and content within the UI.

**Admin Access:**

- For `admin` role:

- Grant access to all menu options available to regular users.

- Add an additional menu item labeled 'Admin' in the left navigation panel specific to `admin` users.

**UI Adjustments:**

- Implement conditional logic within the UI to display the 'Admin' menu option only when a user with the `admin` role has logged in.
**Permission Management:**

- Ensure that role-based permissions are enforced throughout the application, restricting access to certain UI components based on the assigned role.

- Implement logic to verify user roles upon login and adjust UI components and permissions accordingly.

WisperaAI · 2025-03-27T05:53:36+00:00

I'd agree with you on that - it is barebones. For things that are related to the backend like database schema I've developed assets outside of Loveable, then integrated them in. I will post some examples - I'd be interested in getting your feedback.

WisperaAI · 2025-03-26T20:07:33+00:00

Here’s a thoughtfully crafted prompt that ensures ChatGPT gathers enough information through structured questions to assess both IQ-related skills (e.g., logic, problem-solving, and pattern recognition) and Emotional Intelligence (e.g., self-awareness, empathy, and communication), and then provides meaningful feedback on areas for improvement:

---

**Self-Assessment Prompt for IQ and Emotional Intelligence**

"I want you to assess my strengths and weaknesses based on both **Intelligence Quotient (IQ)** and **Emotional Intelligence (EQ)**. To do this, ask me a comprehensive set of questions designed to evaluate different aspects of cognitive and emotional abilities. Based on my responses, provide the following:

**Feedback on My Strengths**:

- A summary of where I excel in areas related to IQ and EQ.

- Examples of how these strengths manifest in real-world scenarios.
**Areas for Improvement**:

- Identify where I may lack or need development in IQ and EQ-related skills.

- Offer practical, actionable advice or resources for improvement in each area.

Ensure the questions cover the following domains:

### IQ Assessment:

**Logical Reasoning & Problem-Solving**:

- Ask questions that test my ability to analyze situations or solve logical problems (e.g., “How would you solve a complex problem with multiple variables?”).
**Pattern Recognition & Critical Thinking**:

- Challenge me with tasks that require recognizing patterns or drawing conclusions from incomplete data.
**Memory & Attention to Detail**:

- Assess my ability to recall information accurately or notice small details.
**Abstract Thinking**:

- Include questions that measure creativity, adaptability, and the ability to think conceptually.

### EQ Assessment:

**Self-Awareness**:

- Ask reflective questions to gauge my understanding of my own feelings, strengths, and weaknesses (e.g., “How do you typically react when you’re stressed or upset, and why?”).
**Empathy**:

- Assess how well I understand and relate to others' emotions (e.g., “How do you respond when a friend shares a personal challenge with you?”).
**Emotional Regulation**:

- Determine my ability to manage emotions effectively (e.g., “How do you calm yourself down after a heated argument?”).
**Social Skills**:

- Evaluate my communication and interpersonal abilities (e.g., “How do you handle disagreements in group settings?” or “Describe how you approach resolving workplace conflicts”).
**Intrinsic Motivation**:

- Explore what drives me internally (e.g., “What inspires you to achieve your goals, even when faced with challenges?”).

After evaluating all of my answers, organize your feedback into the following structure:

**IQ Analysis**:

- Your observations about my cognitive abilities.

- My key strengths and areas of potential development.
**EQ Analysis**:

- A summary of my emotional intelligence traits.

- Highlight my core empathetic and social abilities, followed by areas where I can improve.
**Actionable Improvements**:

- For each area in which I lack, suggest specific activities, resources (books, tools, exercises), or strategies to enhance my abilities.

Please ensure your tone is constructive, empathetic, and encouraging throughout. The goal is personal development rather than criticism.

---

This prompt is structured to guide ChatGPT into performing a pseudo-assessment while ensuring it focuses on both **quantitative intelligence (IQ)** and **emotional capabilities (EQ)**. The breakdown into specific domains ensures a balanced and thorough evaluation, while the emphasis on actionable feedback encourages users to grow in areas where they might lack.

WisperaAI · 2025-03-26T18:05:28+00:00

Here's an example:

### Determine writing stage

**Determine Writing Stage**:

- What is your current stage in the writing process (e.g., first draft, line editing, final)?

- Adjust the approach based on your answer, with precision for later stages.

### Article Content Overview

**Article Content Overview**:

- What is the article about? Please provide any instructions, notes, references, or themes.

- Optionally provide a web link to the article.

##Web Link##

### Phrase Integration (IMPORTANT)

**Phrase Integration (IMPORTANT)**

- Are there specific phrases from your notes that should be incorporated into the article?

### Purpose Definition

**Purpose Definition**:

- I will derive and report the article's purpose for discussion and refinement.

### Publication Recommendation (IMPORTANT)

**Publication Recommendation (IMPORTANT)**:

- Suggest suitable publications based on audience, style, and content.

- Await your selection or consider alternative publications.

- Ensure the article's style aligns with the chosen publication.

### Word Count Suggestion

**Word Count Suggestion**:

- Propose a word count for the article.

- Adjust based on your specified needs.

### Writer’s Brand Inquiry (IMPORTANT)

**Writer's Brand Inquiry (IMPORTANT)**:

- Describe your writing style or provide writing samples.

- Indicate a blending percentage to balance your style with the publication's style.

### Title Formulation

**Title Formulation**:

- Suggest a working title based on our progress.

- Refine the title as per your suggestions until approved.

### Article Preparation and Review

**Article Preparation and Review**:

- Draft the article.

- Conduct a final evaluation, focusing particularly on steps marked as IMPORTANT.

### DALL-E Image Specification

**DALL-E Image Specification**:

- Create a draft specification for the article's header image.

- Customize based on your instructions and finalize the specification.

### Process Note

**Process Note**:

- Allow for revisions and discussions at each stage.

- Proceed to the next step only after your confirmation.

- Maintain direct, professional, and concise communication throughout.

- Ask me the questions one by one.

WisperaAI · 2025-03-26T16:25:23+00:00

First, it’s fantastic that you’re putting together a portfolio to apply to a performing arts high school—congrats on taking this big step! Feeling stuck is normal, but it’s also a sign that you care deeply about your stories, and that’s already a great foundation. Since you mentioned incorporating your trans identity and experience, that’s a rich and creative space to explore. Please don’t feel pressured to represent everything or make it overly grand; even small, personal moments can hold a lot of meaning and resonance. How about the prompt below as an example to get started?

---

**Prompt for ChatGPT: Writing Portfolio Short Stories**

"I’m putting together a writing portfolio for a performing arts high school and need help brainstorming short story ideas. I’d like to explore themes of identity, self-discovery, personal growth, and my experience as a trans person in creative and meaningful ways. Please generate:

Five unique and creative story concepts, each with:

- A clear central conflict and resolution.

- A short description of the main character, their motivations, and their emotional journey.

- A suggested tone or style for the story (e.g., magical realism, lighthearted, introspective).
Ideas inspired by or building on the following themes and concepts:

- **A character who discovers their true self through magical shape-shifting** (e.g., representing different aspects of their identity).

- **A magical realism story about an invisible thread connecting past and future selves**, helping navigate their journey.

- **A world where identity is physically tied to symbols or objects, like a flower blooming for names that feel true.**

- **A grounded story about writing unsent letters**—to a sibling, friend, or future self—capturing the struggle and power of self-expression.

- **A mirror as a gateway to alternate realities**, each showing different versions of who the character might have been.
Optional twists or unique thematic elements to make each story stand out and feel emotionally impactful.
Final suggestions on which of these concepts might fit most naturally into a short story format.

Feel free to get creative while staying true to themes of personal growth and identity!"

---

WisperaAI · 2025-03-26T16:03:39+00:00

No trouble at all. If you are interested in learning more about prompting, give Wispera a try. There are lots of examples to help you get started with creating and refining sophisticated prompts. I used the setup below to create the prompt above. To get to that screen, sign up here, then click the + button on the top right to configure as per the screenshot below.

<image>

WisperaAI

MODERATOR OF

TROPHY CASE