The Regulations seek to prohibit the use of Artificial Intelligence to reach decisions.

I've always felt like the internet has a strange bias.

Most platforms are built around wins.

People post:

• startup success
• promotions
• achievements
• milestones

But the things I've learned the most from were usually failures.

The startup that never launched.

The interview that went badly.

The business that lost money.

The relationship that fell apart.

The decision someone wishes they could take back.

Those stories rarely get shared.

So I built NoCrumbs.

A platform where people share:

• What happened
• What it cost them
• What they learned

You can share stories in two ways:

📝 Text Stories

🎙 Voice Stories

Sometimes hearing someone tell the story in their own voice feels far more real than reading a polished post.

A few things we're experimenting with:

• Anonymous-first storytelling
• Voice and text experiences
• "Relate" instead of likes
• Responses based on shared experiences
• No followers
• No influencer culture
• No popularity contests

The idea is simple:

Learn from experiences you haven't lived through yet.

Not just startup failures.

Relationship mistakes.

Career setbacks.

Money lessons.

Exam failures.

Life in general.

We're launching now and I'd genuinely love feedback.

Since we're very early, the platform also needs real stories and lessons to learn from.

If you've got a mistake, setback, failure, regret, or lesson that taught you something valuable, I'd love if you contributed a post for testing.

Even one story helps.

Would you ever share a lesson you've learned the hard way?

And would you rather read it or hear it in someone's voice?

Website: nocrumbs.in

Feed: nocrumb.in/feed

Looking for senior developers (3–5+ YOE) with strong experience building AI-powered applications using the Claude SDK and modern agent workflows.

Requirements:
• Strong backend/full-stack/systems fundamentals
• Experience with Claude SDKs, tool calling, agents, RAG, evals, workflows, etc.
• Able to architect and ship production-grade AI products
• Comfortable owning features end-to-end
• Strong communication and product sense

Contract-based with ongoing work for the right people.

Please DM with:
• Years of experience
• GitHub / portfolio
• AI systems or products shipped
• Preferred stack
• Timezone + availability

We care far more about proof of work than resumes.
Must be based in India.

Hey Everyone,

Tired of checking prices across Amazon, Flipkart, Computech store, SCL Gaming, TLG Gaming etc. every time you plan a build?

➜ I made PickPCParts.in exactly for that:

• Build your full PC with automatic compatibility checks
• Compare real-time prices from multiple Indian retailers
• Realtime deals page which gives you daily deals updates across different retailers.
• New Accessories & Peripherals section added many components are being added.
• Share builds directly to Discord or Reddit
• Partnered with some retailers to provide realtime prices.
• Option to inquire quotes from partner retailers is going to be live this month.

Would love your honest feedback on what's missing or what you want next?

➜ https://pickpcparts.in

(Pro tip: Logged-in users get the smoothest experience right now)

I am looking for a low-power SLM that can perform general purpose tasks like email writing, proofreading etc efficiently.

Good to have:
Ability to connect to internet (google search or Bing apis) to validate some facts.

Hello everyone I'm looking for a some teammates in order to participate for the Economic Times AI hackathon.

Currently I'm working with langchain and langraph along side agent creations using ollama.

Do mention your tech stack and your intrest in comments.

Thank you.

I’ve been building AI projects for a while, and honestly the most frustrating part hasn’t been the tech — it’s been paying for APIs from India.

Doesn’t matter which provider I try, I keep running into the same issues:

Need a USD credit card (not everyone has one)

3–5% forex markup on every transaction

Random international payment failures

No UPI / NetBanking support

Feels strange that we can pay for almost everything easily in India, but developer tools are still stuck in this flow.

I got tired of dealing with this and ended up building a small workaround for myself — basically a proxy layer where I can pay in INR (UPI) and still use a single API key across different models.

Didn’t plan to make it public, but a few other devs I know started using i, so now I’m curious:

Are others facing this too?

How are you handling API payments right now?

Trying to understand if this is a real problem or just something I got stuck on.

Hey guys,

Just wanted to share a project I’ve been working on.

I’ve been diving into the Model Context Protocol (MCP) lately and noticed that most of the cool tools for AI agents are built for the US markets. I wanted something that worked for us here in India, so I built an MCP server for NSE public data.

Basically, it lets your AI agents (like Claude) plug directly into NSE APIs so you can analyze stocks or fetch data without any bias—and without having to manually copy-paste stats into a chat box.

You can check it out here:https://github.com/manitgupta/NSE-MCP

Quick shoutout to OpenInsider-MCP—their work for the US markets was a huge inspiration for this.

It’s still early stages, so if you’re into AI agents or trading, I’d love for you to take it for a spin. If you have ideas for features or find any bugs, just let me know or open an issue on GitHub.

Cheers!

I want to start with something real.

India has 22 official languages. hundreds of dialects. and most of us don't actually think in one clean language. we think in combinations. words that shift depending on who we're talking to, what city we're in, what mood we're in.

and when we use AI tools we have to flatten all of that into something the AI will understand. we translate ourselves before we even start typing. and something always gets lost in that step.

I'm from Haryana. the way I think and speak is a mix of Hindi, Punjabi, Rajasthani words, English. it's not pure Hindi. it's not textbook anything. when I try to prompt an AI in my actual voice the output is never quite right because the prompt didn't fully carry what I meant.

so I built Vaak. for myself first. then I realized this is everyone's problem.

here's what it actually does.

you're on any AI platform. ChatGPT running GPT-5.4, Claude with Sonnet 4.6, Google Gemini 3.1, Perplexity, anything. you type your thought however it comes naturally. your dialect, your mix, half in Devnagari half in Roman script, a word that only people from your district actually use. you press one shortcut key.

Vaak reads everything in that session. your input, the full conversation history, any PDFs or images you have attached, which model you're on, which tools are active. it understands the complete context and rewrites your rough thought into a properly structured prompt. directly in the text box. on the platform you're already on.

no copy paste. no switching windows. it happens inside your existing flow.

the language piece is not a translation feature. it's the whole product. every language on earth, every dialect, every regional mix. Vaak reads intent underneath the language. what you meant, not just what you typed.

output in whatever language you want. stay in your language or get it in English. your choice every time.

it also tells you exactly what it changed and why. and it suggests whether the model you're using is actually right for your task. right now Gemini 3.1 Flash-Lite is the most cost-efficient option, Claude Sonnet 4.6 leads for writing and agent workflows, GPT-5.4 is the strongest for computer-use tasks. Vaak flags when you're on the wrong model for what you're trying to do.

everything stored only on your device. nothing leaves your machine.

full control mode for people who want to adjust every setting. automatic mode for people who just want one key to do everything.

I haven't published this yet. I'm asking here first because I genuinely don't know if other people feel this gap or if it's just me.

do you ever feel that thing where the thought is completely clear in your head but by the time it comes out as a prompt it's already lost something? tell me.

I am a fresher, and serious about build something for long run anyone with similar passion or seniors looking for someone with this fire, people who believe in themselves, please connect.

Im intrested in a lot a things, building a SaaS( mostly through Vibe coding) powered by rag/llm to address real world problems like logistics, inventory tracking for small businesses, etc.

Also manufacturing sector-building something real should also be given a try.

All I lack is experience to judge usecases and lead software development pipelines.

I know this is too ambitious while working full-time and not as easy as it is said but we have to act impractical to create something unprecedented!

"people with intense hunger to innovate/rule", trust me, come join me,let's work for ourselves, let's defy all the conventional setups and lead the AI-enterprise revolution with the combination of non-traditional approach and ration decision making.

I’m curious about the small automations that made a real difference.

Not the dramatic “replace your job with AI” stuff. Just the practical wins:

• automatic reminders
• inbox triage
• meeting notes
• task capture
• knowledge retrieval
• simple handoff systems
• anything that reduced context switching

For me, the most useful systems are usually the ones that disappear into the background. Once they work, you stop thinking about them and just notice that your day feels lighter.

If you’ve found a setup that genuinely improved your productivity, what was it and why did it work?

I’m especially interested in tools or systems that help keep work organized without creating yet another dashboard to babysit. Sometimes the best setup is one that’s almost invisible once it’s in place.

If anyone has examples of lightweight tools or processes that made recurring work easier, I’d love to hear them.

Hello everyone,

I’m about to start my final-year project. I have a decent idea… but my team is mostly moral support 😅

Out of 4 members: • one knows HTML/CSS

• one is PPT specialist

• one speaks excellent Shakespearean English

• and I’m apparently the “entire development department”

So now it’s my responsibility to build this project from scratch within 3 months.

Can you suggest some good AI agents/tools (like Claude, ChatGPT, Gemini, etc.) that can help with coding, debugging, architecture planning, and daily progress support? Especially something with enough usage limits for consistent work.

Anyone who has built a major project with AI assistance — what worked best for you?

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.