Omkar (@itsomkar7) header
Omkar (@itsomkar7) profile picture

Data Engineer @adityabirlacapital Postman student expert @getpostman Python Developer | | Web3 Building @dsc_acpce X @W3B_NaviMumbai๐ŸคŒ

Mumbai, India
Joined April 2020
Photo by Omkar (@itsomkar7)Photo by Omkar (@itsomkar7)Photo by Omkar (@itsomkar7)Photo by Omkar (@itsomkar7)Photo by Omkar (@itsomkar7)Photo by Omkar (@itsomkar7)Photo by Omkar (@itsomkar7)Photo by Omkar (@itsomkar7)Photo by Omkar (@itsomkar7)Photo by Omkar (@itsomkar7)
This day we will remember forever! Organized first ever meetup!!! @dsc_acpce Meetups are the best way to find out the best in ourselves. communicated with great folks, had fun!!๐Ÿš€
2
8
31
As an AI Engineer. Please learn: > Harness engineering, not just prompt engineering > Context engineering, not just long prompts > Prompt caching vs. semantic caching tradeoffs > KV cache management, eviction, reuse, and memory pressure at scale > Prefill vs. decode latency and why they optimize differently > Continuous batching, paged attention, and throughput optimization > Speculative decoding vs. quantization vs. distillation tradeoffs > INT8, INT4, FP8, AWQ, GPTQ, and when quantization hurts quality > Structured output failures, schema validation, repair loops, and fallback chains > Function calling reliability, tool contracts, argument validation, and idempotency > Agent guardrails, loop budgets, tool budgets, and termination conditions > Model routing, graceful fallback logic, and degraded-mode UX > RAG architecture: chunking, embeddings, hybrid search, reranking, and freshness > Retrieval evals: recall, precision, grounding, attribution, and citation quality > Evals: golden sets, regression tests, adversarial tests, LLM-as-judge, and human evals > LLM observability as a first-class discipline: traces, spans, tokens, latency, errors, and drift > Cost attribution per feature, workflow, tenant, and user journey, not just per model > Safety engineering: prompt injection defense, data leakage prevention, and permission boundaries > Multi-tenant isolation, cache safety, and cross-user context contamination prevention > Fine-tuning vs. in-context learning vs. RAG vs. distillation, and when each is the wrong tool > Latency, quality, cost, and reliability tradeoffs across the full inference stack > Production failure modes: hallucinated tool calls, malformed JSON, stale retrieval, runaway agents, and silent eval regressions > Shipping LLM systems as reliable infrastructure, not demos wrapped around prompts aiengineeringfromscratch.comโ€ฆ
12
212
21
1,634
187,900
INSTEAD OF WATCHING NETFLIX TONIGHT. Spend 2 hour with this. Claude AI FULL COURSE that teaches you how to BUILD and AUTOMATE anything. The people who watch this tonight will wake up tomorrow with a new skill. Watch it and bookmark it now. Cc : Respective Author
74
1,227
18
6,410
860,398
Learn AI for free directly from top companies. 1 - Anthropic: anthropic.skilljar.com 2 - Google: grow.google/ai 3 - Meta: ai.meta.com/resources/ 4 - NVIDIA: developer.nvidia.com/cuda 5 - Microsoft: learn.microsoft.com/en-us/trโ€ฆ 6 - OpenAI: academy.openai.com 7 - IBM: skillsbuild.org 8 - AWS: skillbuilder.aws 9 - DeepLearning.AI: deeplearning.ai 10 - Hugging Face: huggingface.co/learn ๐Ÿ‘‡Comment "Learning" if you find this helpful. Repost so others can take help. Must bookmark for future reference.
74
1,021
19
3,491
374,287
System Design Series - Day 8/30 API Gateway Patterns โ€“ The Front Door of Your Microservices API Gateway is the single entry point for all your clients. Without it: - Mobile/web clients call 10+ different services directly - Authentication is duplicated everywhere - Rate limiting, CORS, logging โ†’ repeated in every service - Services are fully exposed to the internet With it: - One clean URL for clients - Centralized auth, rate limiting, routing, aggregation - Backend services stay hidden and secure Hereโ€™s everything you need to know about API Gateway patterns. What is an API Gateway? Think of it as the hotel front desk Without a front desk: - Guests wander around looking for rooms - No security check - Housekeeping and room service have no coordination With a front desk: - Single check-in point - Routes guests to correct room - Handles security, coordination, and requests API Gateway does exactly that for your microservices. The Problem It Solves Before API Gateway: Mobile app needs user profile + orders: โ†’ Calls User Service directly โ†’ Calls Order Service directly โ†’ Calls Payment Service directly Problems: - Client knows internal service URLs - Multiple network calls (slow on mobile) - Auth tokens sent to every service - No centralized rate limiting or logging - Services exposed to the internet After API Gateway: Mobile app calls one URL: https://api.example. com/profile Gateway handles everything internally: - Authenticates once - Routes and aggregates calls - Returns combined response Benefits: - 1 network call from client - Services completely hidden (security win) - Centralized cross-cutting concerns - Much better client experience Core Responsibilities: 1. Routing Maps external URLs to internal services GET /api/users โ†’ User Service GET /api/orders โ†’ Order Service 2. Authentication & Authorization Validates JWT/OAuth once at the gateway. Services trust the gateway. 3. Rate Limiting Prevents abuse (e.g., 100 requests/min per user). 4. Request Aggregation Combines multiple backend calls into one response for the client. 5. Protocol Translation Client uses REST โ†’ Service uses gRPC (handled at gateway). Advanced Patterns - Circuit Breaker โ†’ Prevents cascading failures when a service is down - Request/Response Transformation โ†’ Convert old โ†’ new API formats - Caching โ†’ Cache frequent responses at the gateway level - Logging & Monitoring โ†’ Centralized observability When to Use API Gateway Use it when: - You have multiple microservices - External clients (mobile, web, third-party) - You need centralized auth, rate limiting, or aggregation Donโ€™t use it when: - Simple monolith (overkill) - Only internal service-to-service communication - Ultra-low latency is critical (extra hop) Popular Solutions - Kong (open-source, powerful plugins) - AWS API Gateway (managed, serverless) - NGINX + Lua (DIY, lightweight) - Traefik, Envoy, KrakenD Summary API Gateway is not just a proxy. It is the security layer, traffic manager, and aggregator for your entire backend. It simplifies client code, hides internal complexity, and centralizes cross-cutting concerns. Trade-offs: - Extra network hop (adds latency) - Becomes a critical component (make it highly available) Used correctly, itโ€™s one of the most valuable pieces in any microservices architecture. Tomorrow (Day 9): Inter-Service Communication Patterns Questions about API Gateway? Drop them below ๐Ÿ‘‡ #SystemDesign #APIGateway #Microservices #Backend
38
137
2
918
59,645
๐—ฃ๐—ฎ๐—ถ๐—ฑ ๐—–๐—ผ๐˜‚๐—ฟ๐˜€๐—ฒ ๐—™๐—ฅ๐—˜๐—˜ (PART - 1) 1. Artificial Intelligence + Data Analyst 2. Machine Learning + Data Science 3. Cloud Computing + Web Development 4. Ethical Hacking + Hacking 5. Data Analytics + DSA 6. AWS Certified + IBM COURSE 7. Data Science + Deep Learning 8. BIG DATA + SQL COMPLETE COURSE 9. Python + OTHERS 10 MBA + HANDWRITTEN NOTES (72 Hours only ) Cost About - $500 To get FREE: - 1. Follow me ( MUST) 2. Like & retweet 3. Reply " Send " I will do DM Everyone
749
526
8
1,408
215,086
Excited to be a part of #KCDmumbai #kerasday #tfugmumbai
Proud to announce @ElasticMumbai as our official Community Partner. #kerasday #tfugmumbai
5
13
474
๐ŸŒŸ ๐—˜๐—ข๐—ก๐—ฆ ๐——๐—”๐—ข ๐—ต๐—ฎ๐˜€ ๐—ฎ๐—ฟ๐—ฟ๐—ถ๐˜ƒ๐—ฒ๐—ฑ ๐—ผ๐—ป ๐—ง๐˜„๐—ถ๐˜๐˜๐—ฒ๐—ฟ! ๐ŸŒŸ Web2 or Web3, it doesn't matter! EONS DAO is THE hub where projects and our team merge, bringing the entire community together in one dynamic space. ๐Ÿš€๐ŸŒ ๐Ÿš€ #eonsdao #Web3 #web3community
4
6
2
13
6,875
DevOps Projects you should bookmark fast ๐Ÿ”– 1. Caroot - eBPF tool github.com/coroot/coroot 2. Trufflehog - leaked creds github.com/trufflesecurity/tโ€ฆ 3. Sealos - k8s github.com/labring/sealos 4. Cdk-Cost-Limit github.com/revant-io/cdk-cosโ€ฆ 5. Python AI SQL Agent github.com/vanna-ai/vanna
8
158
2
481
56,358
JavaScript Learning Roadmap 2023: what is Javascript โ†“ Understand its role in web development โ†“ client-side vs server-side usage โ†“ Variables and Data Types โ†“ data types โ†“ Operators โ†“ Arithmetic and comparison operators โ†“ if else and loops โ†“ Functions โ†“ Arrays and Objects โ†“ Create and Manipulate Arrays โ†“ Objects, Properties, and Methods โ†“ DOM Manipulation โ†“ Interact with the DOM โ†“ Event Handling and Interactivity โ†“ Asynchronous JavaScript โ†“ Promises and async/await โ†“ ES6 Features (Arrow Functions, Template Literals, etc.) โ†“ Modules and Classes โ†“ API Fetching โ†“ Error Handling โ†“ Browser Storage โ†“ Closures and Scope โ†“ Functional Programming Concepts โ†“ JavaScript Design Patterns โ†“ Libraries and Frameworks โ†“ Build Projects
26
227
4
825
147,693
Just published my first blog about What is SSR, SSG, ISR in Next.js. React Server side components. Learn how you can improve user experience using NextJs. Check out my article ๐Ÿ”—pranitpatil.com/blogs/what-iโ€ฆ #NextJs #React @nextjs @reactjs @vercel
2
5
13
490
Giveaway alert! ๐ŸŽ‰ I have 5 FREE tickets to @jsconf_india! This is the most prestigious JavaScript conference you won't want to miss: โ€ข 2nd June โ€ข 1500+ attendees โ€ข 25+ speakers To get it, โ€“ Like โ€“ Retweet (for reach) I'll pick 5 random winners in the next 48 hours!
136
328
20
635
108,802
Kasa kai Mumbai !
6
15
3
49
4,728
Check out our new video with @siddharth_hacks, where he talks about DevRel and Community Management. Link: instagram.com/reel/CozisWkujโ€ฆ #community #devrel
5
1
23
2,614
Don't want to miss out on any paid open-source opportunities or internships. Check the thread ๐Ÿงต๐Ÿ‘‡ (1/5)
21
351
10
1,001
You can use ChatGPT as a FREE crypto trading assistant. But most people don't know how. So I built a ChatGPT Crypto Trading Resource. Like, Retweet, Follow, Comment 'dm' & I'll DM it to you, for free
979
876
23
1,645
203,923
ChatGPT is a free money printer. But 99% of people don't use it properly. That's why I created this FREE resource: โ€ข100+ ChatGPT Business Ideas โ€ข500+ Prompts โ€ข500+ AI tools โ€ขBest ChatGPT Resources Like, Retweet, Follow, Comment 'me' & I'll DM it to you, for free
5,290
5,547
123
12,945
1,518,621
Something exciting coming up!! ๐Ÿฅณ
3
13
3
32
3,316
GIVE AWAY ๐ŸŽ‰ $150 of GitHub Swag to be won (3 people will win $50 voucher each) The EddieHub Open Source project LinkFree is trending on GitHub! To enter follow these 3 steps: 1. Like, Comment and Retweet Steps 2 and 3 below ๐Ÿ‘‡
304
286
27
739
145,567
Summarising my Adventurous year end with amazing folks ๐Ÿ˜‹; With @Aanchalmishra__ x @etrnlnite x @ManaliJagtap5 x Omkar x Nitin x Prathamesh and 150 others ๐ŸŽ‰
3
4
1
42
1,630
Don't pay a ridiculous amount of money to study Python, Linux, DevOps, MLOps, and Data Science. Learn with these courses from Google, IBM, Microsoft, RedHat, Best Instructors and Top Universities like Stanford, MIT, and Harvard for absolutely FREE: ๐Ÿงต
69
826
13
2,364
243,502