Sarcasm Overpowered

Dissecting economics, policies, politics & global affairs with surgical sarcasm.
No sacred cows. No soft takes.
Only sharp, unfiltered truth.
Follow if you can

[Sarcasm Overpowered @ICOP90]

Dear Government

🤐 No helmet? ₹1,000.
Signal jump? ₹5,000.
No parking? ₹1,000.
Triple seat? ₹5,000.
Plastic? ₹5,000.

Potholes?

📷Broken signals?
📷Illegal banners?
📷Encroached footpaths?
📷No streetlights?
📷 Amazing system.

Citizens have rules. Citizens have fines.

Citizens have responsibilities.

But accountability? Apparently, that’s optional. Our efforts. Their enjoyment.

Time to change this. 🤫🤫

@narendramodi @AmitShah @BJP4India #bjp @ajeetbharti @NijiSachiv

[Pushpraj sharma @RealpushprajX]

एक समय था मैं कट्टर बीजेपी समर्थक था यहां तक कि मैं बीजेपी के लिए और मोदीजी के लिए किसी से भी लड़ जाता था।

बीजेपी को हर हाल में डिफेंड करता था लेकिन ��ज महामानव ने ऐसा कर दिया कि मेरे जैसा कट्टर बीजेपी समर्थक आज बीजेपी का विरोध कर रहा है।

और मैं अकेला ही नहीं मेरे जैसे कई लोग है जो पहले बीजेपी के साथ थे और आज नहीं।

और इसका कारण है बीजेपी की सवर्ण विरोधी नीतियां...।

सवर्ण समाज भी इस देश का नागरिक है उसके साथ इतना भेदभाव क्यों किया जा रहा है??

[Sarcasm Overpowered @ICOP90]

@arunesh60000360 Satyanarayan

[Mohini Goyal @Mohiniuni]

STOP WASTING HOURS TRYING TO FIGURE OUT WHAT TO LEARN IN AI.

I put together one practical roadmap with videos, GitHub repos, guides, books, research papers, and courses.

VIDEOS:
1. LLM Introduction — https://t.co/dMRYzv2Obi
2. LLMs from Scratch — https://t.co/ZqJA58pCyt
3. Agentic AI Overview (Stanford) — https://t.co/yV6998rgFL
4. Building & Evaluating Agents — https://t.co/5mUQAfcGy1
5. Building Effective Agents — https://t.co/MMhhwDVy4C
6. Building Agents with MCP — https://t.co/O2P1yXcE9D
7. Building an Agent from Scratch — https://t.co/AVsw8VAoJq
8. Philo Agents — https://t.co/9KXVt3LXL9

GITHUB REPOS:
1. GenAI Agents — https://t.co/eF7J3oWbtk
2. Microsoft AI Agents for Beginners — https://t.co/SN89Ce3eTU
3. Prompt Engineering Guide — https://t.co/OZVkfc4srL
4. Hands-On Large Language Models — https://t.co/uvHgW6uY5n
5. GenAI Agents — https://t.co/jcdXdhVr30
6. Made with ML — https://t.co/ImutBpUfHw
7. Hands-On AI Engineering — https://t.co/G01J4TC02P
8. Awesome Generative AI Guide — https://t.co/Gzqjbw4N9x
9. Designing Machine Learning Systems — https://t.co/XPIrAuGJp9
10. Machine Learning for Beginners — https://t.co/cRRLcQgU7N
11. LLM Course — https://t.co/JuvicKv4AK

GUIDES:
1. Google's Agent Whitepaper — https://t.co/kHkvXYuAl9
2. Google's Agent Companion — https://t.co/r2EwHcEokj
3. Building Effective Agents by Anthropic — https://t.co/HAiHJZfFQa
4. Claude Code Agentic Coding Practices — https://t.co/dF5Oa4S3Qy
5. OpenAI's Practical Guide to Building Agents — https://t.co/U2hUuv9gwC

BOOKS:
1. Understanding Deep Learning — https://t.co/xVKGHk96eC
2. Building an LLM from Scratch — https://t.co/A1djwzA71A
3. The LLM Engineering Handbook — https://t.co/XEkavMsiCh
4. AI Agents: The Definitive Guide — https://t.co/UsFUB2ZeRx
5. Building Applications with AI Agents — https://t.co/kSjvEDdDDV
6. AI Agents with MCP — https://t.co/xHgPjZ97dg
7. AI Engineering — https://t.co/8orWlnw8oU

RESEARCH PAPERS:
1. ReAct — https://t.co/ObYdX0Uu8L
2. Generative Agents — https://t.co/vNukwpH8MO
3. Toolformer — https://t.co/5PCXYSJ3kM
4. Chain-of-Thought Prompting — https://t.co/epdlBkPa12

COURSES:
1. Meta Data Analyst Professional Certificate: https://t.co/SGNCeOJe6A
2. Google Advanced Data Analytics Professional Certificate: https://t.co/FzC2gflTL2
3. Microsoft Power BI Data Analyst Professional Certificate: https://t.co/LElfRl0uU9
4. Google Data Analytics Professional Certificate: https://t.co/Yxymfd5fz7
5. Introduction to Data Analytics: https://t.co/rEzeCNEQHl
6. Machine Learning Specialization: https://t.co/lBiHlPA9W7
7. IBM Deep Learning with PyTorch, Keras and Tensorflow Professional Certificate: https://t.co/vVpcYYwyzS
8. Deep Learning Specialization: https://t.co/5gRjuy8l1I
9. Crash Course on Python: https://t.co/D6JCUU3PQv
10. Python for Data Science, AI & Development: https://t.co/SkKtfXTLXn
11. ChatGPT + Excel: AI-Enhanced Data Analysis & Insight Specialization: https://t.co/lv8GNM3all
12. Work Smarter with Microsoft Excel: https://t.co/tZ3XiLsBA8
13. Microsoft Excel Professional Certificate: https://t.co/EZ65YvmOJR
14. Excel Basics for Data Analysis: https://t.co/wEYI2zL14m
15. SQL Foundations: https://t.co/PzfiCYtqL8

Repost so someone else can find this roadmap, and pls consider following @Mohiniuni for more content around AI, Beauty, and businesses.

[Sarcasm Overpowered @ICOP90]

तलवा चाटने में आप अव्वल नंबर लाये है। आपके गॉडफादर की चरणचुंबक की शिक्षा उच्च स्तर पर है।

जहाँ सवर्ण लोगों को ऑफिशियल थर्ड क्लास सिटीजन बना दिया । ९० प्रतिशत से ज्यादा समाज कल्याण सुविधा सिर्फ और सिर्फ SC ST OBC को दे कर, हिंदुत्व का ज्ञान कृपया ना पेले।

UP में कितने ब्राह्मण को सवर्णो को सुविधा दी?

जब सवर्ण अपना हक मांगे तो हिन्दू विरोधी चूर्ण चला देते हो।

दॉगले कही के

[Sarcasm Overpowered @ICOP90]

@GuptaMohit1978 @BKPATIL13579 Ek hi Photo sab ko pel raha ye #BJP agent

[Sarcasm Overpowered @ICOP90]

@Sanjay_Dixit @neha_laldas @niostwit Ye #BJP kr payroll wala justification le k aaya hai .

Iski loyalty #BJP kr prati hain.

Krupaya @grok , tell me total subsidy/ scholarship given by UP Government to SC ST OBC Students yOY since 2000. Reply into tabular response with attributes wise YoY scholarship in crores .

[Sarcasm Overpowered @ICOP90]

@grok @atsshow7 Which schemes? Please list down all schemes which are for SC ST OBC

[Sarcasm Overpowered @ICOP90]

@grok @atsshow7 I said list down all schemes

[Sarcasm Overpowered @ICOP90]

@atsshow7 Share official sources along with YoY details not ToI ..

[Sarcasm Overpowered @ICOP90]

@CMOfficeUP @myogiadityanath Is baar is Hindu Savarn Virodhi ko Jantaaaf nahi kare

[Sarcasm Overpowered @ICOP90]

@neha_laldas Why not for #Modi and his government 's aircrafts?

After all, #Modi and his #Charanchumbak #Chatukars brought #ModiAct , #Reservations and #UGC acts to enihilate #Hindus in India

[Sarcasm Overpowered @ICOP90]

@RealpushprajX Ekdam Satik Post.

#BJP is Like Kalnemi who wore Hindutva Cover to fool Hondus

[Sarcasm Overpowered @ICOP90]

@JaipurDialogues Your godfather #Modi has granted #Modiact as #SCSTAct and #Reservations to leverage #cast over #qualities.

#narendramodi #shame

[Sarcasm Overpowered @ICOP90]

@Jaansu787 @natkhat Adbhut Vichar. 😁😁

[Sarcasm Overpowered @ICOP90]

@PratikPaul9434 @VoiceOfGenCat Obviously,92% of SCST Act Cases are falsely fabricated.

Aukat nahi hai Qualified hone ki aur Viman Chalane Aa gaye.

[Codez @0xCodez]

Andrej Karpathy predicted the future of AI once again:

“Everyone’s renting frontier models for jobs a 3B model could do. Small models are the future.”

this 18-page PDF breaks down Karpathy’s case for working with small LLMs.

the real question isn’t “Is the small model as good?” It’s “Which of my 1,000 calls ever needed a frontier model?”

And @thewebai just answered it for formal logic.

TwIL-LM3-Pro:
→ 3.6B params, on par with Qwen3-8B on formal logic
→ leads VibeThinker-3B on all 6 formal-logic tasks tested
→ 95.4% on BBH logic, 95% on SVAMP
→ 2.09 GiB in Q4, runs on CPU or 4GB VRAM
→ no API bill, no data leaving your machine

The secret isn't size. It's post-training.

PDF below. Model 👇
https://t.co/T9lgygHgNS

[Voice of General Category @VoiceOfGenCat]

खून की बूंदों से लिखी गई आवाज़ अब राष्ट्रपति भवन तक पहुँची है। UGC, आरक्षण सुधार और SC/ST Act के विरोध में आज हजारों पत्र खून से लिखकर राष्ट्रपति महोदया को भेजे गए।

सरकार को अब बताने की कोशिश है कि खून की हर बूंद बस एक शुरुआत है। सियासत अगर जंग चाहती है, तो जंग ही सही।