vivek

[Mr Sinha @Mrsinha]

If someone reposts a single tweet by PM Modi or praises him even once, they're instantly branded a "Modi Bhakt" or "BJP IT Cell" for life.

But when Abhijeet Dipke, a former AAP social media team member and Manish Sisodia's assistant or Ashutosh Ranka, former AAP Rajasthan spokesperson, speak, they're conveniently projected as "neutral student voices" with no political affiliation.

That's how the ecosystem works.

[vivek @vivek_e123]

@RiseofBurnol Did you see nifty in 2028?

[vivek @vivek_e123]

@siddidatri Where?

[vivek @vivek_e123]

@RiseofBurnol how about markets and as you predicted earlier..will we able to see new high in market by this year end?

[Swapna Kumar Panda @swapnakpanda]

In 2026, you could be a world-class backend engineer!!!

Spend 1 hour daily in watching these courses & build projects:

[vivek @vivek_e123]

@GunjurCharan hello sir, may I know when munnekolal roads will be repaired..they are in bad conditions after bwssb pipe work

[Akshay Shinde @ConsciousRide]

As an AI engineer.

Please learn:

- Python (deeply - it is still king in 2026)

- Core ML/DL (transformers, attention, backprop, optimization, loss functions)

- Frameworks (PyTorch 2.x / JAX - pick one deeply; understand both eventually)

- Model architectures (LLMs, diffusion, multimodal, MoE basics)

- Fine-tuning & PEFT (LoRA/QLoRA, adapters, full fine-tune trade-offs)

- Data pipelines (cleaning, augmentation, tokenization, dataloaders, streaming)

- Evaluation (benchmarks, perplexity, BLEU/ROUGE/BERTScore, human eval, RAGAS)

- Serving & inference (vLLM, TGI, TorchServe, ONNX, TensorRT, quantization)

- Prompt engineering + RAG + agents + tool calling patterns

- MLOps (tracking experiments, versioning models/data, monitoring drift)

[Dr Pooja Sachdev @ImDrPooja]

How to combine different foods to increase your protein intake ??

Watch this !!

[Dr.Sayajirao Gaikwad @DietDrsayajirao]

Most people taking magnesium are taking the wrong type
and that’s why it “doesn’t work”.

If your goal is sleep → Magnesium Glycinate
If your goal is constipation → Magnesium Citrate
If your goal is brain support → Magnesium Threonate
If your goal is fatigue → Magnesium Malate
If your goal is cardiometabolic support → Magnesium Taurate

[Living Tricks @LivingTricks_]

Little “magical” experiments that get kids to put their phones down and fall in love with science.

[Ashutosh Maheshwari @asmah2107]

For people who keep asking what to build in AI Engineering

> Build your own Reasoner (Chain of Thought implementation)

> Build your own Agent loop (ReAct pattern)

> Build your own Inference Server (in C++/Rust)

> Build your own Transformer from scratch (Attention is all you need)

> Build your own Vector Database (HNSW index)

> Build your own RAG pipeline

> Build your own Flash Attention kernel (CUDA)

> Build your own Quantization library (Int8/FP4 implementation)

> Build your own Mixture of Experts (MoE) routing layer

> Build your own Distributed training loop (FSDP/Tensor Parallelism)

> Build your own KV Cache paging system (like vLLM)

> Build your own Speculative Decoding system

> Build your own State Space Model (Mamba implementation)

> Build your own RLHF pipeline (PPO implementation)

> Build your own Small Language Model (SLM)

> Build your own Matrix Multiplication kernel

> Build your own LoRA (Low-Rank Adaptation) trainer

> Build your own Code interpreter sandbox

> Build your own DPO (Direct Preference Optimization) loss function

> Build your own Graph RAG system

> Build your own Model merger (Model Soups/Spherical Linear Interpolation)

> Build your own Interpretability tool (SAE - Sparse Autoencoders)

> Build your own Synthetic data generator

> Build your own Function Calling router

> Build your own Structured Output parser (Context Free Grammars)

> Build your own Multi-modal projector (CLIP implementation)

> Build your own LLM Eval harness

> Build your own Guardrails system (Input/Output filtering)

> Build your own Prompt caching mechanism

> Build your own Tokenizer (BPE implementation)

> Build your own Autograd engine (like Micrograd)

> Build your own Diffusion model (UNet + Scheduler)

> Build your own Vision Transformer (ViT)

> Build your own Whisper-style ASR model

> Build your own Text-to-Speech pipeline

> Build your own Semantic Router

> Build your own Knowledge Graph builder

> Build your own Data curation pipeline (MinHash/Deduplication)

> Build your own AI Gateway (Load balancing/Failover)

> Build your own Parameter Efficient Fine-Tuning (PEFT) library

> Build your own Text-to-SQL engine

> Build your own Recommendation system (Two-tower architecture)

> Build your own Embedding model

> Build your own Logit Processor

> Build your own Softmax kernel optimization

> Build your own Adversarial attack generator

> Build your own Audio Spectrogram transformer

> Build your own Neural Architecture Search

> Build your own Model Distillation pipeline

> Build your own Feature Store

> Build your own Database driver (for Vectors)

[Camus @newstart_2024]

Cardiologist Dr. Pradip Jamnadas: Big belly sticking out? That's hyperinsulinemia + toxic visceral fat (organs, arteries, liver)—inflammatory bomb (high CRP/IL-6). Cruise? +5–10 lbs easy. Insulin locks everything in storage.

Hard to lose? Calorie cuts slow metabolism, torch muscle. Fasting crashes insulin → after ~12 hrs, body raids visceral fat FIRST. "The best thing you can do in the world is to do fasting."

Stubborn belly despite dieting? Tried real fasting (16:8 → longer) vs just cutting calories? Waist shrink? Energy spike? Bloodwork drop (insulin/CRP)? Share real results only—no theory!

[Abhishek Singh @0xlelouch_]

As a Backend Engineer in 2026 aiming for Staff, please learn:

1. One language deeply (Go/Rust/Java)
Not “I can write APIs”, but runtime model, memory, concurrency, profiling, GC behavior (if any), and how to read stack traces like a native.

2. Data modeling and storage fundamentals
Relational modeling, constraints, isolation levels, indexes, query plans, locks, deadlocks, migrations, backup/restore, partitioning. Most “scaling” problems are schema + query shape problems.

3. Distributed systems basics that actually show up in prod
Consistency vs availability, timeouts, retries, idempotency, backpressure, message ordering, leader election, clock skew, eventual consistency, and what happens during partial failures.

4. API design and contracts
Versioning, pagination, filtering, error models, idempotency keys, rate limits, backwards compatibility, and how to avoid breaking mobile clients for months.

5. Performance and capacity engineering
Latency budgets (p50/p95/p99), tail latency causes, load testing, queueing theory intuition, connection pools, CPU vs IO bound, and capacity planning with real numbers.

6. Reliability engineering
SLOs/SLIs, incident response, postmortems, alerting that does not spam, error budgets, graceful degradation, feature flags, circuit breakers, bulkheads.

7. Observability like a pro
Structured logs, metrics, tracing, correlation ids, RED/USE metrics, sampling strategies, and how to debug “it is slow sometimes” without just guessing.

8. Security fundamentals
AuthN/AuthZ, least privilege, secrets management, token expiry, OWASP basics, SSRF, injection, secure defaults, audit logs, threat modeling for your own services.

9. Messaging and async systems
Kafka/Rabbit/SQS semantics, at-least-once vs exactly-once (and why “exactly once” is mostly a marketing term), consumer groups, retries, DLQs, replay, dedupe.

10. Caching with correctness
Cache invalidation strategies, TTLs, stampede protection, read-through/write-through, negative caching, and when caching makes bugs harder than latency.

11. Infrastructure literacy
Linux basics, networking (DNS, TCP, TLS), containers, k8s concepts, autoscaling, deployment strategies (blue/green, canary), and what your cloud bill is really paying for.

12. System design, but with tradeoffs
Designing is picking pain. Learn to write down constraints, failure modes, data growth, and operational cost. Staff is judged on tradeoffs, not diagrams.

13. Codebase leadership
Design docs, RFCs, review quality, mentorship, aligning teams, reducing complexity, owning a subsystem end-to-end, making boring systems that do not wake people at 2am.

14. Pick ONE domain to go deep
Payments, search, streaming, identity, infra, data platform, etc. Staff engineers are “the person for a hard area”, not generic API writers.

Stop hopping stacks every month. Pick a lane, build proof of reliability, and become the person people call when prod is on fire. That is Staff.

[Dalton (Analyze & Optimize) @Outdoctrination]

EYE FLOATERS - a sign your body is quietly suffering.

This is how they form, what that tells you about your underlying health, and how to prevent/eliminate them.

(🧵1/8)

[Dr SHRADDHEY KATIYAR @Wegiveyouhealt1]

Supplements that can harm you 💊✅

Calcium
Never calcium carbonate.
Needs strong stomach acid. Most people don’t have it.
Causes bloating and stones.
Use calcium citrate or calcium malate.
Better absorption. Gentler on the gut. Goes where it’s needed.

Folic Acid
Synthetic folic acid is outdated.
Many people can’t convert it properly.
It just circulates unmetabolized.
Use L-methylfolate.
That’s the active form your cells actually use.

Vitamin E
Avoid “dl-alpha tocopherol”.
That’s synthetic and incomplete.
Use natural mixed tocopherols.
Look for d-alpha with gamma, beta, delta.
Tocotrinol is slightly better form.
Real antioxidant protection works as a team.

Vitamin K
K1 alone is not enough.
It works mostly in blood clotting.
For bones and arteries, you need K2.
Specifically MK-7.
It tells calcium where to go and where not to.

Omega-3
Most fish oil is weak and oxidized.
Low EPA, low DHA, high hype.
Choose triglyceride or re-esterified TG form, cod liver oil.
High EPA + DHA.
If vegetarian, use algae oil. Clean and effective.

Zinc
Zinc oxide is cheap filler.
Poor absorption. Upsets the stomach.
Use zinc picolinate Zinc citrate or zinc bisglycinate.
Better uptake. Better tolerance. Better results.

Lesson:
Dose matters.
But form matters more.

Your body is biology, not a chemistry lab.
Choose nutrients it actually recognizes.

[Dalton (Analyze & Optimize) @Outdoctrination]

DANDRUFF - An inflammatory / fungal sign your underlying health is deteriorating.

Let's go through exactly how it develops, what it means for your health, and some ways to help. (🧵1/13)

[vivek @vivek_e123]

Hey guys, check out this amazing AI photo editing tool by https://t.co/fvwROlx02O @ai_picup. Get 5 FREE Credits Here ↓ https://t.co/CdsH7OeVk0

[Dr. Jasmeet Kaur (PhD) @jasmeet481]

Most autoimmune conditions come with hypothyroidism.
And that’s not a coincidence.

Hypothyroidism is the most underestimated condition in medicine.
Treated casually. Monitored casually.
Treated by a single pill by looking at just a single blood marker.

Do you people know that low thyroid hormone action disrupts immune balance causing AI condition, disrupt metabolism, mitochondria, lipids and everything in the body.

But we still treat it using one pill and looking at one number (TSH),
ignoring conversion, tissue response, nutrients, stress, gut.

Chronic hypothyroidism isn’t harmless.
It can create autoimmunity, metabolic disease, even CVD.

Foundational problem. Superficial treatment.

[sunitha krishnan @sunita_krishnan]

If you ever travel to #Hampi, I suggest you to take an #Auto for the local sightseeing. The ruins spread over 35kms will require an expert to show you around.
Naik (9380170622) my auto driver, who in the past three days has become more like a brother is too good. His patience and his ability to understand what you need is amazing.

[YourCardJourney @YourCardJourney]

Let’s get into the AVIOS Q&A FAQ business.

Thinking of applying for the IndusInd Avios Card but confused about options, bonuses, family pooling, or expiry rules? 🤔

You’re not alone.