Ayan Mehta

[Suraj Sharma @suraj_sharma14]

CANCEL your weekend plans.

You NEED to:

• Learn vLLM + SGLang for high-throughput inference
• Build 2-3 optimized serving pipelines with paged attention
• Set up KV cache eviction strategies for long contexts
• Learn speculative decoding + draft model handoffs
• Master quantization tradeoffs (INT4, FP8, AWQ, GPTQ)
• Build your own model router by cost/latency/quality
• Create a token budgeting system per user request
• Experiment with edge deployment (ONNX, TensorRT, WebLLM)
• Try Ollama, LM Studio, LiteLLM for local testing
• Learn continuous batching + request queue management
• Build observability for latency, tokens, errors, costs
• Run load tests with 1000+ concurrent requests
• Learn Kubernetes for AI workloads (HPA, pod autoscaling)
• Use Grafana + Prometheus for inference dashboards
• Build one optimized inference service and benchmark it publicly
• Read inference research instead of model release news
• Start sharing your optimization benchmarks
• Learn how inference costs actually break unit economics

You have way too much to do.

Bookmark & Repost

happy building!

[Ayan Mehta @AyanMehta5]

@ACTFibernet Day 5 , still connection is pending , no one from ACT even picking up my call , please do something @ACTFibernet

[Ayan Mehta @AyanMehta5]

@ACTFibernet when will i have my connection installed , its been 4 days since i booked no one is picking up my calls after taking booking amount ?

new installation for my ACT Connection 102810909972.

[Ayan Mehta @AyanMehta5]

@JioCare @JioCare day 40 of asking where is my refund ?

[Ayan Mehta @AyanMehta5]

Fraud alert 🚨 Jio holding customer refunds. trick to inflate their upcoming IPO, Ground-level sales scams chasing targets and broken automated support . I have been tweeting since 30 days no response or action taken .@reliancejio @jagograhakjago @SEBI_India

[Ayan Mehta @AyanMehta5]

@JioCare @JioCare what happened to the refund you said Is processing? Since 30 days

[Ayan Mehta @AyanMehta5]

@JioCare I want refund , you expect me to book jio connection and wait for a month after that ? Wow @JioCare sometime you say refund is processed then you say check the status of connection, what is going on pre ipo jio is not looking good

[Ayan Mehta @AyanMehta5]

@JioCare You said my refund is in progress , its been 3 days , is someone coming to deliver my refund ? Pathetic claims @JioCare

[Ayan Mehta @AyanMehta5]

@JioCare 5 days ago you said the same , then 2 days ago you said I am not eligible for refund , and now you again say its in progress ; which clearly means these are meaningless tweets another plain sight fraud by @JioCare

[Ayan Mehta @AyanMehta5]

@JioCare 🥲🚨 day 32 still nothing , @JioCare

[Ayan Mehta @AyanMehta5]

@JioCare @JioCare no matter i mail you tweet you , your attitude toward fixing a issue remains same , automated mail without understanding light of customer since 30 days 🚨 , pathetic , i will goto office now directly

[Ayan Mehta @AyanMehta5]

@JioCare Its been 31 days 🚨,
and jio team is still working on it without giving me any formal updates , a clear money fraud in hindsight being executed by jio @JioCare @SEBI_India @jagograhakjago

[Ayan Mehta @AyanMehta5]

@JioCare See the lie 15 days ago ticket number was something else , not it has changed , I am not able to track either , wow what a official certified scam jio is running @jagograhakjago @SEBI_India

[Ayan Mehta @AyanMehta5]

@JioCare May i know the reason atleast ? Some email message, i paid money for booking but the setup was never installed
, plain lies there is no such ticket that you mentioned @JioCare

[Ayan Mehta @AyanMehta5]

@JioCare Please donot say that I have been hearing same thing from past 29 days , show me progress ? @JioCare

[Ayan Mehta @AyanMehta5]

Day 15 🚨 , still no refund and amount of ₹3333 is stuck with @reliancejio , might be reflecting good on company profits @JioCare

[Ayan Mehta @AyanMehta5]

@AyaanShaik78278 @JioCare You will not get the money , jio is holding up on cash before its IPO , reflects good on its sheet i guess , many people including me facing exact same issue , beware any investors of jio false claims @reliancejio @SEBI_India @BSEIndia @JioCare

[Ayan Mehta @AyanMehta5]

@TyrantOppressor How does food become dirty enough to contaminate a river after someone has eaten it ? Science ❌. OCD ✅

[Dr Aniruddha Malpani, MD @malpani]

Reading the same biology chapter 5 times and still blanking in the exam isn't a memory problem. It's the illusion of learning — and re-reading is the most useless study technique that exists. #Biology

[Elon Musk @elonmusk]

“Full access” 😂