Modern Finance

A place where We learn Investing, Personal Finance Step by Step. P.S.-This is only for study Purpose.

[Modern Finance @Soalreaper]

@neha_laldas What is this, Stop misleading people

[Modern Finance @Soalreaper]

@neha_laldas What is this, Stop misleading people

[Dharm Raj @Ddharm_raj]

@CitizenKamran @Meta please leave

[Dhanush N @Dhanush_Nehru]

Anyone can type a prompt. Very few can engineer one that works 1,000 times in a row.

If you learn Prompt Engineering, you will become the person every AI team needs to ship reliably.

Stage 1: LLM Foundations
- Learn: Tokens, context windows, temperature, top-p, attention limits.

- Practice: Run one prompt at five temperatures and log how the output variance changes.

Stage 2: Prompt Anatomy
- Learn: Role, task, context, constraints, output format, delimiters.

- Practice: Rewrite a vague prompt into a structured one and compare both across 20 runs.

Stage 3: Examples & Few-Shot Design
- Learn: Zero-shot vs few-shot, example selection, negative examples, ordering effects.

- Practice: Build a classifier prompt and chart accuracy as you add examples one by one.

Stage 4: Reasoning Techniques
- Learn: Chain-of-thought, self-consistency, step-back prompting, ReAct, tree of thoughts.

- Practice: Solve 50 multi-step problems with and without reasoning prompts and compare accuracy.

Stage 5: Structured Outputs
- Learn: JSON schema, function calling, XML tags, constrained decoding, validation.

- Practice: Extract fields from messy invoices into validated JSON with zero parse failures.

Stage 6: Context Engineering
- Learn: RAG, chunking, context ordering, compaction, lost-in-the-middle.

- Practice: Feed a 100-page document to a model, then fix the retrieval until answers stop drifting.

Stage 7: Prompt Chaining & Workflows
- Learn: Decomposition, routing, parallelization, evaluator-optimizer loops.

- Practice: Split one giant prompt into a 4-step chain and measure the reliability gain.

Stage 8: Agents & Tool Use
- Learn: Tool descriptions, planning, memory, stop conditions, error recovery.

- Practice: Build an agent with search and calculator tools, then refine tool descriptions until it picks the right one 95% of the time.

Stage 9: Evals & Testing
- Learn: Golden datasets, LLM-as-judge, regression suites, A/B testing.

- Practice: Build a 50-case eval set and score every prompt change against it.

Stage 10: Prompt Security
- Learn: Prompt injection, jailbreaks, privilege separation, output filtering.

- Practice: Attack your own prompt with injected instructions, then harden it until it holds.

Stage 11: Optimization & Cost
- Learn: Prompt caching, token budgets, model routing, DSPy-style automatic optimization.

- Practice: Cut your token spend by 40% without dropping your eval score.

Stage 12: Production & Versioning
- Learn: Prompt registries, versioning, tracing, rollbacks, drift monitoring.

- Practice: Ship a prompt as versioned config with tracing and a one-click rollback.

Typing a prompt is a commodity. Prompt Engineering is the physics of reliability.

The modern prompt engineer builds the control layer between human intent and machine intelligence.

Bookmark and Repost!

[Devashish Kulkarni @AjaatShatrruu]

ल.ल - मी डॉ. ल. ल. मी तुम्हाला नमस्कार नाही करणार.

डॉ. केदारे - बरं!

😂

An absolutely deplorable state of affairs when the Director of a premier institution is forced to face such kangaroo courts.

IIT Bombay Director Dr. Shireesh Kedare deserves a ‘state apology’ for entertaining this mob!

[Modern Finance @Soalreaper]

@Nigel__DSouza Does they have any alternative to keep crude oil price below 100 dollars

[A K Mandhan @A_K_Mandhan]

🚨 BAD news for TESLA

Adani Group: More than 50,000 employees
Tax contribution: ₹74,945 crore

Reliance Industries: 3.4 lakh employees
Tax contribution: ₹2,10,269 crore

Elon Musk's companies: 0 employees

Tax contribution: 0

But obviously, Adani and Ambani
are looting India,
while Elon Musk has come to save it. 🤡

[Daku Incel Singh @nightbeatsdrop]

Imagine protesting because a professor caught someone from your community cheating. Only in India can something this ridiculous happen. Even Pakistan and Bangladesh would find this level of stupidity hard to match. Bhimtas have ruined this country.

[Ashwini Upadhyay @AshwiniUpadhyay]

ग���रुर्ब्रह्मा गुरुर्विष्णुः गुरुर्देवो महेश्वरः।
गुरुः साक्षात् परं ब्रह्म तस्मै श्रीगुरवे नमः॥

गुरु का अपमान करने और करवाने वाले का विनाश निश्चित है।

जिस देश में गुरु और प्रतिभा का अपमान ��ोता है, उसका विनाश निश्चित है।

विकास हो रहा है या विनाश?

आज नहीं, 25 वर्ष बाद पता चलेगा

[Madhu Purnima Kishwar @madhukishwar]

Simple Solution to END Caste Discrimination
SC/ST students should refuse to be taught by non SC caste teachers. Govt should arrange for exclusive institutions for SC and ST students where only SC/ST teachers are appointed who will treat them with the love and care they deserve!

[Ankit @Extreo_]

Indian Army Major Reply to Dhruv Rathee

[Augadh @AugadhBhudeva]

Dhruv Rathee Faces Veterans’ Backlash Over Army, Police Remarks

German resident and CJP leader Dhruv Rathee has come under fire for making provocative statements, invoking the slogan 'Educate, Agitate, Organise' to urge the Indian Army and police to challenge the elected government. The braveheart veterans from the Indian Army and Indian Air Force have strongly rebuked his remarks, delivering a firm response and drawing a clear line against what they view as an attempt to politicise the armed forces and law enforcement.
Credit : Republic Media Network.

[Ajeet Bharti @ajeetbharti]

धन्यवाद @BJP4India और धन्यवाद @narendramodi जी! आपने अपनी कृपादृष्टि से IIT जैसे संस्थान के डायरेक्टर की हैसियत एक तथाकथित दलित चिंतक के समक्ष यह बना दी कि वह हाथ जोड़े, ऐसे गुंडों की धमकी सुन रहा है।

संभवतः, मोदी जी चाहते हैं कि सब पत्राचार से ही पढ़ें, ताकि न IIT आना पड़े, न भेदभाव हो। मेरा सुझाव ले लो मोदी जी, 23 में से 6 IIT को दलित-पीड़ित विशेष बना दीजिए। एक्सक्लूसिव। केवल एक ही जाति-जनजाति समूह के लो��� वहाँ पढ़-पढ़ा सकें। उसका नाम भी आप चाहे तो नमो-IT कर सकते हैं।

[Balu Gorade @BaluGorade]

Sunil Mittal on Elon Musk’s Starlink:

"I am significantly ahead of him in the queue. I applied 5 years ago. My ground network has been ready for 3 years. My satellites have been hovering over India for 5 years."

Still waiting for approval. 😅🔥

[NS 🚩 @navnath400]

नियम फक्त सामान्य नागरिकांना च
आमदार साहेब 007 गाडी नंबर
जेम्स बाॅण्ड बनवून फिरत आहेत.

[Pawan Singh @pawanysingh]

Hats off to you, Sir 👏
Great work by Delhi police.🫡

इसके पीछे भी अब्दुल का हाथ 🤦😂

[News Algebra @NewsAlgebraIND]

🚨 HISTORY WILL NEVER FORGET THIS 🤯

Delhi Police EXPOSES Dipke.

DIPKE : Police did not let me speak to my family after my Dadi's demise.

DELHI POLICE 🔥 : Here is the video proof.

"We sensitively asked if he needed help with flights, phone calls, or anything else. He declined"

"We repeatedly asked if he wished to speak to his parents, but he declined"

"We offered to arrange flights. But he declined" 🤯

[Delhi Police @DelhiPolice]

When claims and reality differ, let the facts do the talking.

#FactCheck
#Truth
#DPUpdates

[Modern Finance @Soalreaper]

@BarbieBlackrose @1FlowState LoL 😂

[Pathikrit Payne @live_pathikrit]

Let #UPI be allowed in #USA. Let #BYD be allowed inside #USA. Let USA take payments in #Rupee instead of #Dollar. We will consider #Starlink then.