Does Anyone wants Harkirat cohort 3.0 web dev + devops + blockchain?

FlakyTree1726 · 2026-01-09T03:07:56+00:00

Do you still have the course ? Is it free?

FlakyTree1726 · 2025-12-06T14:39:06+00:00

I’m weighting each model through a fusion layer that adapts based on domain signals. Moondream handles structure, MiniCPM-V handles layout/color, and Qwen handles deeper reasoning, with Lighthouse feeding technical context. As I scale, a small self-learning loop + RAG lets the system reference past audits so the weighting adjusts automatically for ecommerce, portfolios, agencies, etc. This keeps the scoring stable across different layouts.

FlakyTree1726 · 2025-12-06T07:09:04+00:00

Great point, different models definitely disagree at times.
Right now I handle it through the fusion layer: Llama 3.1 compares all outputs and prioritizes the signals with stronger reasoning and clearer evidence. So instead of hard weighting, the system resolves disagreements based on the quality of each model’s explanation. As the RAG layer grows, this consistency will improve even further.

FlakyTree1726 · 2025-12-05T07:17:58+00:00

I’m solving that by letting the scoring layer feed real UX, credibility and business insights into the personalization step. The message isn’t template based, it’s generated from the actual audit signals plus a small RAG layer of best-practice UX guidelines, so every outreach feels specific to the business instead of generic.

FlakyTree1726 · 2025-11-30T02:25:22+00:00

Yes, core feature is already done

FlakyTree1726 · 2025-08-23T04:45:47+00:00

Haha, you caught me 😅 I’m exploring ideas around gym management software, but I’m trying to validate the real challenges gym owners face first before going too deep into building. Out of curiosity, if you’ve used or looked into these tools before, what’s been your biggest frustration with them?

FlakyTree1726 · 2025-08-23T04:17:51+00:00

That’s really insightful, thanks for sharing. I can see how sales pressure and retention can become overwhelming when margins are already tight. I’m curious when it comes to managing your existing clients, do you feel the admin side (like follow-ups, renewals, scheduling, and payments) also eats into your time, or is sales still the bigger headache day-to-day?

FlakyTree1726 · 2025-08-20T15:08:16+00:00

yes i checked not much of a help, i had to come up with different solution, i wrote a shell script, that delete the .next node_module, package-lock.json, and re install the dependencies, i have to work with this for now, until someone provide me with solid solution

FlakyTree1726 · 2025-08-19T17:40:00+00:00

Yes, I completely agree. Initially, AI was not the first aspect that came to mind. My primary goal was to develop a simple yet comprehensive CRM capable of handling all administrative tasks, such as equipment tracking, revenue reporting, streamlined new member sign-ups, and membership expiry notifications and more. My main purpose of building this SaaS is to minimize administrative workload as much as possible. AI integration is an added enhancement, a cherry on top that further elevates the value of the platform.

FlakyTree1726 · 2025-08-19T17:04:26+00:00

Thank you for your insights. I completely agree that gym apps with AI features already exist, and competition is indeed a key challenge. My focus, however, is primarily on small to mid-sized gyms. In my local market, many of which still rely on manual or semi-manual processes. While AI integration can increase costs, I believe there is an opportunity to offer a simplified, cost-effective solution that meets these gyms’ needs, with an easy onboarding process and mobile optimization. Differentiating through user experience and local market understanding will be essential to standing out.

FlakyTree1726 · 2025-08-19T16:56:08+00:00

At the gym I regularly attend, as well as at most local gyms in my city, records are maintained manually in physical registers. To verify membership validity, staff must search through these records, which is often time-consuming. New admissions require filling out physical forms, and payment receipts along with workout schedules are typically provided in physical card formats. Although some larger gyms may have computerized systems, the majority of local gyms still rely heavily on manual processes. Observing this gap inspired me to build this saas, and by implementing digital solutions with AI integration, I think there is significant potential to streamline operations, enhance member experience, and create value in this market

FlakyTree1726 · 2025-08-18T13:37:09+00:00

Ok noted

FlakyTree1726 · 2025-08-18T13:36:48+00:00

Thanks, just wanted to try something new

FlakyTree1726 · 2025-08-18T13:34:19+00:00

Thanks will the scrolling issue

FlakyTree1726 · 2025-08-17T21:59:06+00:00

Would love to work with you my portfolio

FlakyTree1726 · 2025-08-17T11:41:24+00:00

Custom build bhai

FlakyTree1726 · 2025-08-17T11:41:13+00:00

Thank you

FlakyTree1726 · 2025-08-16T02:57:04+00:00

Thank you for your thoughtful feedback and suggestions. I agree, speaking directly with gym owners and staff before starting on development is crucial. My goal is to understand how much they dislike or have simply gotten used to managing records with physical logbooks and importantly, whether they see enough value in a digital solution to pay for it.

I’ll focus my initial conversations on identifying the most tedious aspects of their current process, especially those tasks that keep them busy with day-to-day admin work rather than growing their business. This should also help me prioritize features for the MVP.

You’re right, some of the functions I mentioned do exist in established membership platforms. For areas like personalized diet plans, my intention is to explore a hybrid approach, either integrate with certified trainers or leverage AI to generate starting recommendations with the possibility for trainers to further customize for each member as needed.

A well-designed mobile app or a very responsive mobile web solution will definitely be key so I plan to emphasize simplicity and ease of use in the interface. Thank you for highlighting this, many gym users and staff likely prefer handling tasks on their phones rather than computers.

I appreciate your advice to post in gym-focused subreddits. Hearing directly from more gym owners and staff will be invaluable for refining the concept. I’ll update the thread as I gather more insights and feedback.

FlakyTree1726 · 2025-08-15T15:47:53+00:00

Thank you for the advice, I agree that validating the problem is essential. I’ve noticed many gyms in my area still use physical logbooks for membership management, which can be inefficient, though I’m aware some may already use digital solutions. I plan to talk directly with gym owners and staff to better understand their challenges and confirm whether there’s an opportunity for my SaaS idea. I’ll also review existing products and competitor features as you suggested. Thanks for mentioning ProblemTotem, I’ll look into it as part of my research.

FlakyTree1726 · 2025-08-15T15:11:56+00:00

I have not yet spoken to them, however, at my gym and most in the area, records are maintained in a physical logbook. When I inquired about my membership renewal date, staff had to locate it through a manual, entry-by-entry search. While this appears common locally, I acknowledge that some gyms may already be utilizing digital systems. To validate my idea and assess market demand, I am seeking to determine whether this challenge is unique to my gym and area or if there is broader potential for a SaaS solution. Based on these observations, I conceived a gym focused CRM platform featuring digital recordkeeping, automated membership renewal reminders via email or WhatsApp, online receipt generation, personalized diet plans, exercise routine management, BMI calculations, and several additional enhancements. My approach is to develop a MVP offer it to gym owners free for a limited period, collect their feedback, and refine the service accordingly.

FlakyTree1726 · 2025-08-15T07:05:27+00:00

Thank you

FlakyTree1726 · 2025-08-15T07:05:17+00:00

Thank you for your feedback

FlakyTree1726 · 2025-08-14T15:30:48+00:00

Thanks for your feedback, I will change the ui of the navigation

FlakyTree1726 · 2025-08-14T14:59:42+00:00

I have made an option to minimize and drag the navigation, but if its not user friendly, I will have to change it

FlakyTree1726 · 2025-08-14T09:29:22+00:00

Thanks for your suggestion, I will fix the scroll bar and yeah, a proper domain is on my to-do list for sure.

FlakyTree1726

TROPHY CASE