
Data Engineer @adityabirlacapital Postman student expert @getpostman Python Developer | | Web3 Building @dsc_acpce X @W3B_NaviMumbai๐ค
Mumbai, India
Joined April 2020
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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!!๐
Omkar retweeted
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.comโฆ
Omkar retweeted
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
Omkar retweeted
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/trโฆ
6 - OpenAI:
academy.openai.com
7 - IBM:
skillsbuild.org
8 - AWS:
skillbuilder.aws
9 - DeepLearning.AI:
deeplearning.ai
10 - Hugging Face:
huggingface.co/learn
๐Comment "Learning" if you find this helpful.
Repost so others can take help.
Must bookmark for future reference.
Omkar retweeted
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
Hereโs 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
Donโt 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, itโs one of the most valuable pieces in any microservices architecture.
Tomorrow (Day 9): Inter-Service Communication Patterns
Questions about API Gateway?
Drop them below ๐
#SystemDesign #APIGateway #Microservices #Backend
Omkar retweeted
๐ฃ๐ฎ๐ถ๐ฑ ๐๐ผ๐๐ฟ๐๐ฒ ๐๐ฅ๐๐ (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
Omkar retweeted
๐ ๐๐ข๐ก๐ฆ ๐๐๐ข ๐ต๐ฎ๐ ๐ฎ๐ฟ๐ฟ๐ถ๐๐ฒ๐ฑ ๐ผ๐ป ๐ง๐๐ถ๐๐๐ฒ๐ฟ! ๐
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. ๐๐
๐ #eonsdao #Web3 #web3community
Omkar retweeted
DevOps Projects you should bookmark fast ๐
1. Caroot - eBPF tool
github.com/coroot/coroot
2. Trufflehog - leaked creds
github.com/trufflesecurity/tโฆ
3. Sealos - k8s
github.com/labring/sealos
4. Cdk-Cost-Limit
github.com/revant-io/cdk-cosโฆ
5. Python AI SQL Agent
github.com/vanna-ai/vanna
Omkar retweeted
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
Omkar retweeted
Giveaway alert! ๐
I have 5 FREE tickets to @jsconf_india!
This is the most prestigious JavaScript conference you won't want to miss:
โข 2nd June
โข 1500+ attendees
โข 25+ speakers
To get it,
โ Like
โ Retweet (for reach)
I'll pick 5 random winners in the next 48 hours!
Omkar retweeted
Check out our new video with @siddharth_hacks, where he talks about DevRel and Community Management.
Link: instagram.com/reel/CozisWkujโฆ
#community #devrel
Omkar retweeted
Don't want to miss out on any paid open-source opportunities or internships.
Check the thread ๐งต๐
(1/5)
Omkar retweeted
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
Omkar retweeted
ChatGPT is a free money printer.
But 99% of people don't use it properly.
That's why I created this FREE resource:
โข100+ ChatGPT Business Ideas
โข500+ Prompts
โข500+ AI tools
โขBest ChatGPT Resources
Like, Retweet, Follow, Comment 'me'
& I'll DM it to you, for free
Omkar retweeted
GIVE AWAY ๐ $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 ๐
Omkar retweeted
Summarising my Adventurous year end with amazing folks ๐;
With @Aanchalmishra__ x @etrnlnite x @ManaliJagtap5 x Omkar x Nitin x Prathamesh and 150 others ๐



































