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  1. shinu

    How do you ensure the agent’s output is consistent?

    - AI - 
    If I may add one thought, LLMs, by nature, are probabilistic, which means they cannot provide deterministic outputs with 100% accuracy. There is no guarantee that we will be getting the same results. That’s why, based on my observations and experiences, we build around the AI (LLMs) and make...
  2. shinu

    How do you ensure the agent’s output is consistent?

    - AI - 
    Sorry, I'm not really knowledgable about this thought experiment. If I understand it right, the memory is the enemy and it will become a lot more relevant in the next years?
  3. shinu

    How do you ensure the agent’s output is consistent?

    - AI - 
    It's a rare case but it still happens.
  4. shinu

    How do you ensure the agent’s output is consistent?

    - AI - 
    We also do structured outputs with Pydantic. Quick side note on that. It's not directly connected to this thread, but it's worth mentioning. We've noticed that some models struggle with Pydantic models that use Enum types. With enums, you define the set of allowed values you want, like this...
  5. shinu

    How do you ensure the agent’s output is consistent?

    - AI - 
    Thank you! Yeah, this is something we are doing now. We’ve moved the check to the point of action and are using ESLint and other tests to verify whether the output passes or fails. As you mentioned, the agent can’t quietly skip it because the loop won’t terminate until the check passes.
  6. shinu

    How do you ensure the agent’s output is consistent?

    - AI - 
    I'm having the agent complete a pre-defined task accurately. We're having issues with it because even though we've defined our rules and guidelines in markdown files or within the prompt. The AI would sometimes skip them.
  7. shinu

    How do you ensure the agent’s output is consistent?

    - AI - 
    We got the idea from this video. View: https://www.youtube.com/watch?v=hgZj02hPZuw
  8. shinu

    How do you ensure the agent’s output is consistent?

    - AI - 
    Has anyone else given up on markdown rules for agent consistency? I've been trying to get my agents to follow project standards for months. We are using prompt rules, amrkdown guidelines, and review agents, but none of it really sticks. The output is always slightly off, and the inconsistencies...
  9. shinu

    Getting Started with Agentic AI: Here's How...

    - AI - 
    I would have to say yes, many of these AI-coded things are insecure. This is because the training data they used to train on is often vulnerable projects that are open-source on the internet. Although they also trained on professional projects, vulnerabilities still manage to slip into the...
  10. shinu

    Is Product Management consulting still worth it in 2026?

    SIDE HUSTLE 
    I agree with @Dementor430. Additionally, don’t you meet with clients as a product manager? At least from my observations, product managers meet with existing clients since they serve as the primary point of contact between the client and the product. Additionally, they develop the product...
  11. shinu

    The Millionaire Fastlane changed my life — here’s the action I took in 48 hours

    INTRO 
    Good luck on your journey, Shey! Have you reached out to your neighbors as well? Perhaps they can also help spread the word!
  12. shinu

    Physician building a clinical SaaS tool, looking for honest feedback

    IDEA 
    I would also suggest asking them if they would prefer to pay monthly or if they would be willing to pay for a perpetual license (a one-time purchase that grants the buyer permanent rights to use a specific version of a program).
  13. shinu

    Physician building a clinical SaaS tool, looking for honest feedback

    IDEA 
    Based on this site: https://myopainseminars.com/resources/blog/dry-needling-in-the-new-york-times/ There are approximately 40,000 physical therapists (PTs) in the United States who are trained in dry needling alone. While the market size may not be as large as millions, it remains a...
  14. shinu

    Website Roasting - Post Your Website Here for Feedback / Ask Your Questions

    MARKETING 
    Thank you for your time! I’ll work on it. Thanks again!
  15. shinu

    CARE Framework for Better AI Prompts

    - AI - 
    An example prompt that I've recently created for a personal app that I use to help with my daily stoic lessons. You are Cato, a Stoic life coach and daily lesson writer. Each morning, you are given a set of retrieved passages from a ChromaDB vector database containing Stoic texts and...
  16. shinu

    CARE Framework for Better AI Prompts

    - AI - 
    Have you ever typed a prompt into ChatGPT or into your favorite AI tool and get back something generic. That's sometimes not quite up to your standards or not quite for your business or industry? So you try again, maybe tweak a word or two to get something much better and then a few minutes...
  17. shinu

    Website Roasting - Post Your Website Here for Feedback / Ask Your Questions

    MARKETING 
    I'm not that great with designs. A look would be appreciated, thank you! https://shinu.xyz/
  18. shinu

    Building a Cybersecurity Consultancy to $5k MRR

    MINDSET SCALING EXECUTION STORY 
    Not at the moment. But I’ll keep you in mind.
  19. shinu

    Building a Cybersecurity Consultancy to $5k MRR

    MINDSET SCALING EXECUTION STORY 
    Quick question, Just curious. What kind of services do you offer? Are you into more of a Incident Responder?
  20. shinu

    Simple Errors that Cost You Days and Tokens, AI Coding for non-Devs

    - AI - 
    My specialization lies towards the logic of things (the backend), specifically in the python ecosystem. So, my workflow is focused in that side. This means that my end-to-end tests do not interact with the frontend designs but directly target the source. Our testing approach is as follows...

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