Suman Das 👨🏽‍💻 ⚽

An AI Enthusiast & Principal Software Engineer 👨🏽‍💻, My blog 👉

[Suman Das 👨🏽‍💻 ⚽ @dassum_]

I am happy to share that my project called "RoamWise" secured 3rd place in RASA LLM Community Challenge.

Really thankful to @Rasa_HQ for providing this opportunity.

Sharing my project video below which I submitted.

https://t.co/PpxrTTf2o3
#GenAI
https://t.co/6MPPVlSHZM

[Suman Das 👨🏽‍💻 ⚽ @dassum_]

@droidbuilds 😂

[Mehmet Songur @mehmetsongur_]

MIT’den Prof. Rama Ramakrishnan tarafından verilen Hands-on Deep Learning kursu

🔗Kurs Notları

https://t.co/1PyREeaaFA

🔗Kurs Videoları

https://t.co/1Ks5p3nkOR

[DeepLearning.AI @DeepLearningAI]

🚀 We just launched our new public https://t.co/ow1eKAiljc GitHub repo!

Find:
📚 Course artifacts
🛠️ Developer tools
🔗 A master course catalog
✨ More resources coming soon

Follow the repo, and give it a ⭐to stay up to date with new additions.

🔗 https://t.co/3txuRnk7nu

[Tom Dörr @tom_doerr]

Comprehensive Claude Code guide covering setup, MCP, and 954+ agent skills

https://t.co/toumPhim77

[Suman Das 👨🏽‍💻 ⚽ @dassum_]

@omarsar0 💯

[kynd.info @kyndinfo]

Principal Component Analysis 主成分分析
[Math short write-up]
https://t.co/CKulZU34GM

[Sebastian Raschka @rasbt]

It's been a while! 4 nice additions to the open-weight local-LLM-on-consumer-hardware ecosystem:

[Sydney Runkle @sydneyrunkle]

https://t.co/qV7B67dyxV

[Nicolas Krassas @Dinosn]

Security scanner for AI agent skills. Detect vulnerabilities, malicious patterns, and security risks. https://t.co/QTnbJID5UK

[Suman Das 👨🏽‍💻 ⚽ @dassum_]

@OnlyCFO 😂

[Suman Das 👨🏽‍💻 ⚽ @dassum_]

@KkrKaravan No

[Suman Das 👨🏽‍💻 ⚽ @dassum_]

@Karn975 💯

[Bull Theory @BullTheoryio]

🚨 THE ENTIRE AI BOOM MIGHT BE BUILT ON FAKE REVENUE.

Latest corporate filings show that OpenAI and Anthropic alone make up over half of the entire $2 trillion future cloud backlog held by Microsoft, Oracle, Google, and Amazon.

This massive pipeline is actually being created through a circular accounting trick called a round trip revenue loop.

But how it works ?

A tech giant gives billions of dollars to an AI startup as an "investment". But hidden in the contract is a strict rule forcing the startup to hand that exact same money straight back to the tech giant to rent their computer servers.

Look at the documented case of Microsoft and OpenAI.

When Microsoft invested $13 billion into OpenAI, it didn't just give them cash; it gave them "cloud credits" to use Microsoft servers. OpenAI used those exact credits to train its AI models, and Microsoft then turned around and recorded that server usage as brand new "cloud revenue" from a customer.

The tech giant is literally paying itself with its own money and calling it a sale.

This is why OpenAI’s annual cloud bill has ballooned to over $60 billion, double its actual revenue of $25 billion, kept alive solely by this recycled funding loop.

Anthropic runs the exact same play, spending $2.66 billion on Amazon Web Services in just nine months, which was basically 100% of all the money it earned at the time.

This manufactured demand triggers a second accounting trick where tech giants book massive paper profits. Every time a startup gets a higher value from a new funding round, the tech giant updates the value of its investment on its books and counts that unearned paper gain as direct profit.

In Q1 2026, Alphabet reported a record $62.6 billion profit, but $28.7 billion nearly half, was just a paper markup on its Anthropic investment. In the same quarter, Amazon reported $30.3 billion in profit, but $16.8 billion of it was just an Anthropic paper gain.

While Amazon reported record profits, its actual free cash flow collapsed 95% to just $1.2 billion because it had to spend $44.2 billion in real cash to build physical data centers.

This has created a massive danger where these giant companies rely heavily on just one or two unstable startups. Microsoft has 49% of its $627 billion future backlog tied to OpenAI, while Oracle has an incredible 54% of its entire $553 billion pipeline relying on OpenAI alone.

This perfectly mirrors the 2001 dot-com crash when Global Crossing and Qwest Communications swapped identical fiber-optic network capacity with each other just to book fake sales.

Qwest had to erase $1.4 billion in fake income, and Global Crossing went completely bankrupt.

The only difference is that the dot-com swaps were illegal, but today's AI loop is fully legal under current accounting rules.

This legal loop inflates tech company stock prices, forcing automatic retirement accounts and index funds to buy even more of these tech stocks. It is a self feeding loop where investments, sales, and stock prices all go up on paper without the AI technology ever making real cash profits.

[Suman Das 👨🏽‍💻 ⚽ @dassum_]

@KKRWeRule They should release him and try to get kl rahul from Delhi.

[Suman Das 👨🏽‍💻 ⚽ @dassum_]

@peamceout One of the best thing happen to kkr this season is finding saurabh dubey.

[Suman Das 👨🏽‍💻 ⚽ @dassum_]

Is Tejasvi regular keeper 🤔
@KKRiders
#kkrvsdc
#ipl

[Suman Das 👨🏽‍💻 ⚽ @dassum_]

@rasbt 🙌

[Bilgin Ibryam @bibryam]

AI Agent Governance Toolkit - by Microsoft

Runtime governance for AI agents through deterministic policy enforcement, zero-trust identity, execution sandboxing, and SRE for autonomous agents. Covers all 10 OWASP Agentic risks with 13,000+ tests.

https://t.co/sONejSjsrX

[Microsoft Learn @MicrosoftLearn]

Register for Microsoft AI Skills Fest!

Join Microsoft AI Skills Fest, a week of free, practical skill-building. Whether you’re a business or tech pro, a leader, a student, or even someone who’s simply curious about AI. No matter your background, there’s something here for you.

Register now for AI learning, live sessions, and chances to earn prizes and Certification exam vouchers.*

📅 AI Skills Fest runs June 8–12

Learn more: https://t.co/GdBsTlvt4t

👉 Register now and be part of the fest!

*Terms and conditions apply https://t.co/pS4qysMJZn

[Microsoft Learn @MicrosoftLearn]

The Agents League Hackathon registration is now live!
Build your agent. Ship your project. Win real prizes.
Pick your lane:
• Creative Apps
• Reasoning Agents
• Enterprise Agents

Get in and start building: https://t.co/exWAaqrcCx

*NO PURCHASE NECESSARY. Open only to persons 18+. Game ends 6/14/2026. For details, see Official Rules [https://t.co/qAODJFoddU].