Engr.Tanveer Ahmad Wattoo

Engr.Tanveer Ahmad Wattoo The foundation of Every state is the Education of its youth .

15/03/2026

Most developers work with APIs every dayโ€ฆ
But only a few truly understand the different types of APIs and when each one should be used.

APIs are more than simple technical connectors.

They define how systems communicate, scale, and deliver value.

When designing software, architecture, or integrations, choosing the right API approach can determine whether your system runs smoothly or becomes difficult to maintain.

Hereโ€™s a simple overview ๐Ÿ‘‡

1๏ธโƒฃ Open APIs (Public APIs)

These APIs are available to external developers and third-party services.

REST APIs

Commonly used for:
โ€ข Weather services
โ€ข Authentication systems
โ€ข Product catalogs

Why theyโ€™re popular:
Lightweight, stateless, and ideal for web and mobile applications.

SOAP APIs

Commonly used for:
โ€ข Banking systems
โ€ข Insurance platforms
โ€ข Government services

Why they exist:
They provide a highly structured format designed for secure enterprise-level transactions.

GraphQL APIs

Commonly used for:
โ€ข Social media feeds
โ€ข GitHub data queries
โ€ข Applications requiring customized data responses

Why developers like them:
Clients can request only the exact data they need, improving efficiency.

2๏ธโƒฃ Internal APIs

Internal APIs manage communication within an organizationโ€™s systems.

They are a core component of modern microservice architectures.

Backend โ†’ Backend

Used for:
โ€ข Payment synchronization
โ€ข Token validation
โ€ข Inventory updates

Frontend โ†’ Backend

Used for:
โ€ข Login requests
โ€ข Profile data retrieval
โ€ข Live search features

This layer connects user interfaces with backend services.

Service โ†’ Database

Used for:
โ€ข Creating user records
โ€ข Updating profiles
โ€ข Generating reports

This enables direct interaction between services and data storage.

3๏ธโƒฃ Partner APIs

Partner APIs are shared with trusted external organizations.

B2B Integrations

Used for:
โ€ข Airline booking systems
โ€ข Hotel reservation platforms
โ€ข Payment gateways

Affiliate APIs

Used for:
โ€ข Product linking
โ€ข Commission tracking
โ€ข Click analytics

These APIs help companies expand their revenue ecosystems.

Data Sharing APIs

Used for:
โ€ข Healthcare records
โ€ข Financial data exchange
โ€ข Logistics and shipment tracking

They enable secure collaboration between organizations.

The key takeaway

APIs are not just endpoints.

They influence:
โ€ข Business models
โ€ข Security architecture
โ€ข Integration strategies
โ€ข System scalability

Selecting the right API design allows your platform to scale efficiently.

Choosing the wrong approach can turn integration into your biggest bottleneck.

For anyone working in software engineering, backend development, or system architecture, having a clear API strategy is essential.

Itโ€™s not optional.
Itโ€™s foundational.

๐Ÿ’ฌ Question for developers:
When building modern applications, do you prefer REST APIs or GraphQL?

16/03/2025

๐—”๐—ด๐—ฒ๐—ป๐˜๐—ถ๐—ฐ ๐—”๐—œ is a paradigm shift where AI models ๐—น๐—ฒ๐—ฎ๐—ฟ๐—ป, ๐—ฝ๐—น๐—ฎ๐—ป, ๐—ฎ๐—ป๐—ฑ ๐—ฒ๐˜…๐—ฒ๐—ฐ๐˜‚๐˜๐—ฒ ๐˜๐—ฎ๐˜€๐—ธ๐˜€ ๐—ฎ๐˜‚๐˜๐—ผ๐—ป๐—ผ๐—บ๐—ผ๐˜‚๐˜€๐—น๐˜†, often collaborating as multi-agent systems.

But with so many conceptsโ€”LLMs, RAG, Reinforcement Learning, and AI orchestrationโ€”how do you structure your learning?

๐—›๐—ฒ๐—ฟ๐—ฒโ€™๐˜€ ๐—ฎ ๐—ฆ๐˜๐—ฟ๐—ฎ๐˜๐—ฒ๐—ด๐—ถ๐—ฐ ๐—ฅ๐—ผ๐—ฎ๐—ฑ๐—บ๐—ฎ๐—ฝ ๐˜๐—ผ ๐—š๐˜‚๐—ถ๐—ฑ๐—ฒ ๐—ฌ๐—ผ๐˜‚:

๐Ÿญ. ๐—œ๐—ป๐˜๐—ฟ๐—ผ๐—ฑ๐˜‚๐—ฐ๐˜๐—ถ๐—ผ๐—ป ๐˜๐—ผ ๐—”๐—ด๐—ฒ๐—ป๐˜๐—ถ๐—ฐ ๐—”๐—œ โ€“ Understand how AI agents differ from traditional AI models and where they fit in real-world automation.

๐Ÿฎ. ๐—”๐—œ & ๐— ๐—Ÿ ๐—™๐˜‚๐—ป๐—ฑ๐—ฎ๐—บ๐—ฒ๐—ป๐˜๐—ฎ๐—น๐˜€ โ€“ Build a strong foundation in deep learning, supervised vs. unsupervised learning, and reinforcement learning for smart agents.

๐Ÿฏ. ๐—”๐—œ ๐—ฃ๐—ฟ๐—ผ๐—ด๐—ฟ๐—ฎ๐—บ๐—บ๐—ถ๐—ป๐—ด & ๐—™๐—ฟ๐—ฎ๐—บ๐—ฒ๐˜„๐—ผ๐—ฟ๐—ธ๐˜€ โ€“ Work with ๐—Ÿ๐—ฎ๐—ป๐—ด๐—–๐—ต๐—ฎ๐—ถ๐—ป, ๐—”๐˜‚๐˜๐—ผ๐—š๐—ฒ๐—ป, ๐—ฎ๐—ป๐—ฑ ๐—–๐—ฟ๐—ฒ๐˜„๐—”๐—œ to design AI agents that interact with APIs and function calls.

๐Ÿฐ. ๐—Ÿ๐—ฎ๐—ฟ๐—ด๐—ฒ ๐—Ÿ๐—ฎ๐—ป๐—ด๐˜‚๐—ฎ๐—ด๐—ฒ ๐— ๐—ผ๐—ฑ๐—ฒ๐—น๐˜€ (๐—Ÿ๐—Ÿ๐— ๐˜€) โ€“ Go beyond basic promptingโ€”dive into ๐˜๐—ผ๐—ธ๐—ฒ๐—ป๐—ถ๐˜‡๐—ฎ๐˜๐—ถ๐—ผ๐—ป, ๐—ฒ๐—บ๐—ฏ๐—ฒ๐—ฑ๐—ฑ๐—ถ๐—ป๐—ด๐˜€, ๐—ฎ๐—ป๐—ฑ ๐—ณ๐—ถ๐—ป๐—ฒ-๐˜๐˜‚๐—ป๐—ถ๐—ป๐—ด for better reasoning and memory.

๐Ÿฑ. ๐—จ๐—ป๐—ฑ๐—ฒ๐—ฟ๐˜€๐˜๐—ฎ๐—ป๐—ฑ๐—ถ๐—ป๐—ด ๐—”๐—œ ๐—”๐—ด๐—ฒ๐—ป๐˜๐˜€ โ€“ Explore ๐—บ๐˜‚๐—น๐˜๐—ถ-๐—ฎ๐—ด๐—ฒ๐—ป๐˜ ๐—ฐ๐—ผ๐—น๐—น๐—ฎ๐—ฏ๐—ผ๐—ฟ๐—ฎ๐˜๐—ถ๐—ผ๐—ป, ๐—ฑ๐—ฒ๐—ฐ๐—ถ๐˜€๐—ถ๐—ผ๐—ป-๐—บ๐—ฎ๐—ธ๐—ถ๐—ป๐—ด, ๐—ฎ๐—ป๐—ฑ ๐˜„๐—ผ๐—ฟ๐—ธ๐—ณ๐—น๐—ผ๐˜„๐˜€ to enable complex problem-solving.

๐Ÿฒ. ๐—”๐—œ ๐— ๐—ฒ๐—บ๐—ผ๐—ฟ๐˜† & ๐—ž๐—ป๐—ผ๐˜„๐—น๐—ฒ๐—ฑ๐—ด๐—ฒ ๐—ฅ๐—ฒ๐˜๐—ฟ๐—ถ๐—ฒ๐˜ƒ๐—ฎ๐—น โ€“ Learn ๐—ฅ๐—”๐—š ๐˜๐—ฒ๐—ฐ๐—ต๐—ป๐—ถ๐—พ๐˜‚๐—ฒ๐˜€, ๐˜ƒ๐—ฒ๐—ฐ๐˜๐—ผ๐—ฟ ๐—ฑ๐—ฎ๐˜๐—ฎ๐—ฏ๐—ฎ๐˜€๐—ฒ๐˜€, ๐—ฎ๐—ป๐—ฑ ๐˜€๐—ฒ๐—บ๐—ฎ๐—ป๐˜๐—ถ๐—ฐ ๐˜€๐—ฒ๐—ฎ๐—ฟ๐—ฐ๐—ต to make AI recall and use information effectively.

๐Ÿณ. ๐——๐—ฒ๐—ฐ๐—ถ๐˜€๐—ถ๐—ผ๐—ป-๐— ๐—ฎ๐—ธ๐—ถ๐—ป๐—ด & ๐—ฃ๐—น๐—ฎ๐—ป๐—ป๐—ถ๐—ป๐—ด โ€“ Implement ๐—ต๐—ถ๐—ฒ๐—ฟ๐—ฎ๐—ฟ๐—ฐ๐—ต๐—ถ๐—ฐ๐—ฎ๐—น ๐—ฝ๐—น๐—ฎ๐—ป๐—ป๐—ถ๐—ป๐—ด, ๐—ฎ๐˜‚๐˜๐—ผ๐—ป๐—ผ๐—บ๐—ผ๐˜‚๐˜€ ๐—ด๐—ผ๐—ฎ๐—น-๐˜€๐—ฒ๐˜๐˜๐—ถ๐—ป๐—ด, ๐—ฎ๐—ป๐—ฑ ๐˜€๐—ฒ๐—น๐—ณ-๐—น๐—ฒ๐—ฎ๐—ฟ๐—ป๐—ถ๐—ป๐—ด with reinforcement feedback.

๐Ÿด. ๐—ฃ๐—ฟ๐—ผ๐—บ๐—ฝ๐˜ ๐—˜๐—ป๐—ด๐—ถ๐—ป๐—ฒ๐—ฒ๐—ฟ๐—ถ๐—ป๐—ด & ๐—”๐—ฑ๐—ฎ๐—ฝ๐˜๐—ฎ๐˜๐—ถ๐—ผ๐—ป โ€“ Leverage ๐—ณ๐—ฒ๐˜„-๐˜€๐—ต๐—ผ๐˜, ๐˜‡๐—ฒ๐—ฟ๐—ผ-๐˜€๐—ต๐—ผ๐˜ ๐—น๐—ฒ๐—ฎ๐—ฟ๐—ป๐—ถ๐—ป๐—ด, ๐—ฐ๐—ต๐—ฎ๐—ถ๐—ป-๐—ผ๐—ณ-๐˜๐—ต๐—ผ๐˜‚๐—ด๐—ต๐˜ ๐—ฟ๐—ฒ๐—ฎ๐˜€๐—ผ๐—ป๐—ถ๐—ป๐—ด, ๐—ฎ๐—ป๐—ฑ ๐—ฑ๐˜†๐—ป๐—ฎ๐—บ๐—ถ๐—ฐ ๐˜๐˜‚๐—ป๐—ถ๐—ป๐—ด for better responses.

๐Ÿต. ๐—ฅ๐—ฒ๐—ถ๐—ป๐—ณ๐—ผ๐—ฟ๐—ฐ๐—ฒ๐—บ๐—ฒ๐—ป๐˜ ๐—Ÿ๐—ฒ๐—ฎ๐—ฟ๐—ป๐—ถ๐—ป๐—ด & ๐—ฆ๐—ฒ๐—น๐—ณ-๐—œ๐—บ๐—ฝ๐—ฟ๐—ผ๐˜ƒ๐—ฒ๐—บ๐—ฒ๐—ป๐˜ โ€“ Train AI agents using ๐—ต๐˜‚๐—บ๐—ฎ๐—ป ๐—ณ๐—ฒ๐—ฒ๐—ฑ๐—ฏ๐—ฎ๐—ฐ๐—ธ ๐—ฎ๐—ป๐—ฑ ๐—ฎ๐—ฑ๐—ฎ๐—ฝ๐˜๐—ถ๐˜ƒ๐—ฒ ๐—น๐—ฒ๐—ฎ๐—ฟ๐—ป๐—ถ๐—ป๐—ด for continuous improvement.

๐Ÿญ๐Ÿฌ. ๐—ฅ๐—ฒ๐˜๐—ฟ๐—ถ๐—ฒ๐˜ƒ๐—ฎ๐—น-๐—”๐˜‚๐—ด๐—บ๐—ฒ๐—ป๐˜๐—ฒ๐—ฑ ๐—š๐—ฒ๐—ป๐—ฒ๐—ฟ๐—ฎ๐˜๐—ถ๐—ผ๐—ป (๐—ฅ๐—”๐—š) โ€“ Optimize AI context expansion and hybrid AI search for better responses.

๐Ÿญ๐Ÿญ. ๐——๐—ฒ๐—ฝ๐—น๐—ผ๐˜†๐—ถ๐—ป๐—ด ๐—”๐—œ ๐—”๐—ด๐—ฒ๐—ป๐˜๐˜€ โ€“ Scale AI workflows, optimize latency, and monitor AI behavior in production.

๐Ÿญ๐Ÿฎ. ๐—ฅ๐—ฒ๐—ฎ๐—น-๐—ช๐—ผ๐—ฟ๐—น๐—ฑ ๐—”๐—œ ๐—”๐—ฝ๐—ฝ๐—น๐—ถ๐—ฐ๐—ฎ๐˜๐—ถ๐—ผ๐—ป๐˜€ โ€“ Use AI for ๐—ฎ๐˜‚๐˜๐—ผ๐—บ๐—ฎ๐˜๐—ถ๐—ผ๐—ป, ๐—ฑ๐—ฒ๐—ฐ๐—ถ๐˜€๐—ถ๐—ผ๐—ป-๐—บ๐—ฎ๐—ธ๐—ถ๐—ป๐—ด, ๐—ฎ๐—ป๐—ฑ ๐—ฟ๐—ฒ๐˜€๐—ฒ๐—ฎ๐—ฟ๐—ฐ๐—ต across industries.

Agentic AI isn't just theoreticalโ€”itโ€™s powering ๐—ป๐—ฒ๐˜…๐˜-๐—ด๐—ฒ๐—ป ๐—”๐—œ ๐—ฎ๐˜€๐˜€๐—ถ๐˜€๐˜๐—ฎ๐—ป๐˜๐˜€, ๐—ฟ๐—ฒ๐˜€๐—ฒ๐—ฎ๐—ฟ๐—ฐ๐—ต ๐—ฎ๐˜‚๐˜๐—ผ๐—บ๐—ฎ๐˜๐—ถ๐—ผ๐—ป, ๐—ฎ๐—ป๐—ฑ ๐—ฒ๐—ป๐˜๐—ฒ๐—ฟ๐—ฝ๐—ฟ๐—ถ๐˜€๐—ฒ ๐—”๐—œ ๐˜„๐—ผ๐—ฟ๐—ธ๐—ณ๐—น๐—ผ๐˜„๐˜€.

Understanding how AI agents work will be a defining skill for AI engineers, researchers, and developers in 2025 and beyond.

Whatโ€™s your take on Agentic AI?

14/03/2025
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06/09/2024

With profound sorrow, we announce the passing of Mr. M. A. Raoof, Patron-in-Chief of the University of Lahore.

A visionary in education, his unwavering dedication to advancing academic excellence and empowering countless students has left an indelible mark on the University and beyond. His legacy will continue to inspire future generations.

May his soul rest in peace.

Address

Lahore

Website

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