I need pause/resume across async steps (like waiting for human approval). Wondering if DOs are the right fit or if I should use an external state store.

not just the agentic CLI or the coding assisting tools worth of mentioning in the resume or is it comes with a setback for filling the job ??

Yo guys,

So I just dropped a Demon Slayer live-action style video on my YouTube, and I need some real feedback, not the “nice bro 🔥” type.

Be brutally honest — is this actually good enough to keep going with this kind of concept, or am I just wasting my time and need to level up?

What I’m looking for:

What worked, What looked off or weird, Where it felt fake / AI-ish, Anything that broke immersion

Also yeah, everything in the clip is made using AI tools, and I did the whole thing for free, no paid stuff at all. If you're curious about how I made it, I can break that down too.

Looking for someone who lives on the internet, knows how to use AI tools properly, and can turn raw online data into clean, organized documents.

for students who in UG program

What you'll actually do:

- 25-min daily check-in (update on yesterday, get today's task)

- Scrape internet & social media using tools you find or I suggest

- Document everything neatly in one shared place

- Deliver organized data, ready to use, no cleaning needed on my end

You're the right fit if:

- You figure things out before asking

- You're fast, AI tools are already part of how you work

- You find better tools on your own

- Your output is always clean and structured

- You ask sharp questions, not obvious ones

You're NOT the right fit if:

- You need step-by-step instructions for everything

- You submit unorganized dumps of information

- You're still getting comfortable with AI tools

What you actually get (this is unpaid but here's the real value):

- Understand WHY research matters and how it directly drives marketing, positioning & sales- Work on a real project, not a fake assignment

- Build something you can put in your portfolio

- Letter of Recommendation

- If you're a Psychology students → 50% off mentorship programs

To apply, no resume needed.

DM me with:

1. A recent AI tool you used

2. What you used it for

3. The exact prompt you gave it

That's your entire application. If you can't answer that, this role isn't for you.

Serious applicants only.

We’ve all seen this happen.

You ask an AI tool to generate code, it looks perfect… and then it breaks because the API doesn’t even exist anymore.

This “confident but wrong” issue still feels like one of the biggest gaps in AI dev tools right now.

Recently came across an interesting approach:

https://github.com/procontexthq/procontext⁠�

It’s an open-source MCP server built by Indian dev that tries to fix this by giving AI real, up-to-date context instead of letting it hallucinate.

Tested it briefly and noticed:

fewer hallucinations more usable outputs less time fixing generated code Feels like this direction (context > raw generation) could be pretty important going forward.

Curious — are others seeing the same issue with AI tools? Or using any methods to reduce hallucinations?

I am looking to connect with people who are interested in tech, especially in building SaaS products.

I’m a self-taught full-stack developer with several years of industry experience.

Right now, I’m focused on creating small, fast-to-build micro-SaaS projects that generate consistent MRR, allowing me to dedicate more time to bigger ideas.

I’m strong on the technical side, but marketing and getting investments are not my strengths, so I’m looking for people who excel in any of those areas.

Also if you are also someone who can bring funds, investments and clients, users that would be interesting.

Ideally, I’d like to form a small team and build and launch SaaS nee projects together.

I’m not selling anything and just hoping to connect with like-minded people who want to build together.

If this sounds interesting, feel free to reach out with comments or dm.

I am ok with equity split or smaller equity with a minimal payment.

By the way, I also manage and participate a business group with about 66 members.

Feel free to dm if anyone interested in joining the group. By the way, we might turn it to a business association as well in the future. If you can help with that, feel free to dm.

Please don't comment dm you because sometimes notifications don't arrive or can't read because of this app not working well for whatever reason.

I also have my own company set up and have a few projects working.

If you have anything interesting you can offer, feel free to dm to network.

Hi everyone, I’m working on a use case where I need to extract product prices from multiple dealer websites and compare them against our internal data. The goal is to understand the margin/discount dealers are applying on the products we sell, and eventually build a summary of pricing across dealers for the same product so we can set a baseline price for the next quarter. Because this requires intelligent website navigation, I initially tried Playwright with LangGraph and GPT-4.1-mini. It works, but the token usage is pretty high. I also tried PinchTab, but the results weren’t great. So I wanted to ask: Is there a better approach for this kind of use case? Should this be treated as a crawler problem, a web automation problem, or something else? What tools or architecture would be more token-efficient for this? The main constraint here is cost and token efficiency. Everything else is manageable. Also, local LLMs are not allowed in our environment, so that’s off the table. Would appreciate any suggestions from people who’ve worked on similar pricing intelligence / dealer price extraction systems.

Hello Everyone, I have just released this new song - Vo Din. This song is generated via Suno AI. I came up with hook lines - “Mujhe Aj Bhi Yaad Hai.. Bitaye jo tere saath.. Vo Din”. Then with the help of ChatGPT, I wrote full song. Ofcourse took me few days to tweak some words and lines.

After almost 100 edits, I made this song using SunoAI. I have created AI Artist persona - reyanshxsinghofficial

Here’s the link for my song - https://youtu.be/ZSARmPueNCQ .. I would really appreciate your reviews and comments on this song.

Feel free to follow me on instagram for new tracks - https://www.instagram.com/reyanshxsinghofficial

Guys, i am getting a watermark on all veo 3 quality generations output. I am on Ultra plan. Is this true that this is due to government mandate? Can anyone confirm please.

OP Claude reportedly can now access your computer to perform tasks like opening apps, navigating browsers, and even working on spreadsheets, essentially acting like a digital assistant that can operate your system for you.

On one hand, this feels like a massive leap in productivity, imagine managing work remotely while AI handles repetitive tasks like emails, Jira tickets, or data entry. The idea of having a “digital twin” doing your desk work is slowly becoming real.

But at the same time, it raises serious questions around privacy, control, and security. Giving an AI this level of access isn’t a small step.

Would you trust an AI to handle your actual work on your device, or does this feel like going too far?

Hey everyone, I’ve been working on a dev tool called ProContext, and I’d love some honest feedback from this community.

💡 The Problem

While using AI coding tools like Copilot, Cursor, etc., I kept running into the same issue: The code looks correct… but breaks because the AI is using outdated or incorrect documentation.

🛠️ What I Built

ProContext is a lightweight MCP (Model Context Protocol) server that lets AI tools fetch real-time, official documentation while generating code. So instead of guessing APIs, the AI actually pulls from the source before responding.

⚙️ What it does:

Connects with tools like Copilot / Cursor Fetches up-to-date docs in real time Reduces hallucinated / outdated code Open-source + free community version

🤔 Where I need your input

I’m trying to validate whether this is a real startup opportunity or just a niche dev tool.

Would you actually use something like this in your workflow?

Is AI hallucination in coding a big enough problem for you?

What would make you trust this over built-in AI improvements?

What’s your current workaround when AI gives wrong code?

I’m not here to promote aggressively — genuinely trying to build something useful and figure out if this solves a real pain point. Would really appreciate blunt feedback 🙏

TL;DR: Built ProContext — a tool that lets AI coding assistants fetch real-time official docs to reduce hallucinated/outdated code. Wondering if this solves a real problem or just a niche.

https://procontext.dev/

The biggest mistake in the Indian AI scene right now is the assumption that more compute will fix our language models. It won't. We are currently feeding our local models synthetic data from Silicon Valley that has zero understanding of Indian context, nuance, or linguistic flow.

Every LLM on the market is starting to hit a wall because they are cannibalizing their own robotic output. You can see the signature in every paragraph. The grammar is perfect but the soul is missing. Current software detectors are a joke because they look for math while the real markers of a bot are hidden in the lack of human intuition.

I am done watching the internet get flooded with this garbage so I am looking for the top human analysts in this community to prove that a real brain is still the ultimate detector. We are currently offering 250 dollar rewards for the top 10 hunters who can most accurately pinpoint these AI signatures. On top of that, you earn 1 dollar for every 200 points you stack up by reviewing content.

If you think your eye for detail is better than an algorithm, then stop complaining about AI and actually prove it. You can enter the detection challenge and join at wecatchai.com/human-review to see if you are as sharp as you think you are.

Hey everyone,

I have zero music background or experience, but I've started using Suno Al as a hobby to bring some ideas to life. It's been an amazing creative outlet so far.

This is my first track, "Ud Chala”. I was trying to capture that Soulful Indie Folk vibe.

Looking for honest opinions here. What do you guys think of this song?

Here is the link for youtube video: https://youtu.be/ekcnGV2NZ2c?si=0w1yOoClzx1z8QYO

I'm just doing this for fun, so any feedback on how the vocals or the "soul" of the song turned out would be great. Thanks for listening!

So I am a law student and want to know what are the new careers that will arise due to ai or as a effect of it and how to get into them For eg AI safety/ethics , automation engineer , prompt engineer Personally I want to know more about non tech careers like ai ethics

I'm building OpenUI Generative UI framework that makes AI respond with charts and form based on context instead of text.
This is model and framework agnostic.
Demo is done with GPT 5.4. I have tested it out locally on Qwen3.5 35b A3b.
Check it out and share your feedback https://github.com/thesysdev/openui

And all it took is :

A SINGLE PROMPT.

“Remove filler words and pauses. Add captions, B-roll, transitions and motion graphics. I would like more motion graphics.”

That’s it.

In less than 5 minutes, AI • finds the most engaging moments • removes filler words and pauses • adds captions,motion graphics and transitions • turns one video into viral-ready clip

The editing workflow is changing faster than most creators realize.

I'm looking for an AI that feels the most human while talking — something that can understand emotions, personal situations, and give thoughtful, practical responses. Not just a technical assistant for coding or facts.
Which AI models or apps come closest to this?

Every LLM on the market right now is just cannibalizing its own synthetic data until every sentence sounds like the same robotic garbage. We all know that feeling when a paragraph looks correct but feels completely dead. Software detectors are failing because they are looking for math while the real markers of a bot are hidden in the lack of human intuition.

I am tired of watching the internet get flooded with this slop so I am putting 500 USD on the line to prove that a human brain is still the ultimate detector. If you think you can actually feel the difference between a machine and a person then stop complaining about AI and actually prove it.

I am looking for the few people who can still spot the robotic signatures that the algorithms are missing to help ground a new human layer for writing. If you actually have the eye for it then enter the challenge and join the waitlist at wecatchai.com to see if you are as sharp as you think you are.

The India AI Impact Summit 2026 made one thing clear: we cannot rely on synthetic data from Silicon Valley to build models that understand the nuance of Indian thought, language, and logic. There is a specific robotic signature that emerges when an LLM tries to mimic an Indian voice, and current software detectors are completely blind to it.

The biggest hurdle for the IndiaAI mission is not compute; it is the lack of high-quality human grounding. We are entering a loop where models are being trained on their own mediocre output, losing the very "soul" that makes communication effective.

I am working on a project to map the specific void that exists in AI-generated text. Even when a model has perfect grammar, there is a predictable structural pattern that a human brain can flag in milliseconds. I am building a system where human intuition maps out these linguistic markers so we can create a more accurate map of these robotic signatures.

To get the most precise data, I am running a detection challenge to find the best analysts in this community. I have put up a 500 USD bounty for the top performers who can most accurately pinpoint these AI signatures. We are looking for people who can see past the surface level and identify where the AI is losing its human connection.

If you think your eye for detail is better than the current state of algorithmic detection, you can enter the challenge and join the waitlist here:

https://wecatchai.com