Natesh

[Amit Kumar Pandey @1006_amit7481]

BREAKING NEWS! The engineer who built Claude Code from scratch just released a 28-minute video that's pure gold: how to write prompts that deliver ridiculously good results.

I've seen $300 courses that don't even come close to what he explains in the first 10 minutes.

CLAUDE.md files, memory shortcuts, parallel sessions, and prompting patterns that almost no one uses...

All in one single video. Completely free.

No fluff.

Whether you're a developer, just starting, or have already been using Claude for months: this changes the game for you starting today.

Save. Watch. Share.

[Dipanshu Kushwaha @Dipanshu_AI]

Don't waste 2 years learning to become an AI agentic engineer in 2026.

Andrew Ng, the godfather of AI, gave the complete playbook to become one from scratch.

1 hour course. Free:

• 00:00 - AI agent basics
• 12:12 - AI Agentic workflows & design patterns
• 53:27 - Practical tips for building AI agents
• 1:20:30 - self-improving AI agent loops
• 1:30:19 - multi-agent AI systems

I watched it last night.

Halfway through, I realized I could get into Anthropic in weeks, not years.

Bookmark now. Watch it. Then build your own AI agent

[Puneet Patwari @system_monarch]

I'm a Principal with 12 years of experience. If I was coaching you to crack system design rounds for Sr to Staff+ AI/ML roles at companies like Meta, Google, Salesforce, Amazon, etc.

I would 100% ask you to work on these fundamentals before we would start talking about interviews.

Because AI system design is still system design.

The only difference is that now your bottlenecks are not just databases, caches, and queues.

They are tokens, context windows, retrieval quality, inference cost, hallucinations, model latency, evals, and user trust.

Here are the fundamentals I would start with:

➤ LLM Basics
↬ Tokens
↬ Context Window
↬ Prompt Design
↬ System Prompts
↬ Temperature
↬ Top-p Sampling
↬ Structured Outputs
↬ JSON Mode
↬ Function Calling
↬ Tool Calling
↬ Agents
↬ Memory
↬ Guardrails
↬ Hallucinations
↬ Model Latency
↬ Model Routing
↬ Small vs Large Models
↬ Fine-tuning vs Prompting
↬ Open-source vs Closed Models

➤ RAG & Retrieval
↬ Embeddings
↬ Vector Search
↬ Vector Databases
↬ Chunking
↬ Chunk Overlap
↬ Metadata Filtering
↬ Hybrid Search
↬ Keyword Search
↬ Semantic Search
↬ Reranking
↬ Retrieval Recall
↬ Retrieval Precision
↬ Query Rewriting
↬ Document Freshness
↬ Permission-aware Retrieval
↬ Citation Grounding
↬ Evidence Selection
↬ Context Packing
↬ Missing Information Detection

➤ AI System Architecture
↬ API Gateway
↬ Request Routing
↬ Model Gateway
↬ Prompt Service
↬ Inference Service
↬ Retrieval Service
↬ Ranking Service
↬ Feature Store
↬ Offline Pipelines
↬ Online Serving
↬ Async Processing
↬ Queueing
↬ Streaming Responses
↬ Rate Limiting
↬ Fan-out/Fan-in
↬ Batch Inference
↬ Real-time Inference
↬ Human-in-the-loop Systems
↬ Fallback Workflows

➤ Cost & Performance
↬ Token Budgeting
↬ Prompt Compression
↬ Prompt Caching
↬ Semantic Caching
↬ Response Caching
↬ Batch Requests
↬ Model Quantization
↬ Distillation
↬ Latency Budgets
↬ Cold Starts
↬ GPU Utilization
↬ Throughput
↬ Cost per Query
↬ Cost per User
↬ Model Selection
↬ Inference Scaling
↬ Backpressure
↬ Load Shedding

➤ Evaluation & Quality
↬ Offline Evals
↬ Online Evals
↬ Golden Dataset
↬ Human Review
↬ LLM-as-Judge
↬ A/B Testing
↬ Regression Testing
↬ Answer Relevance
↬ Factual Accuracy
↬ Faithfulness
↬ Groundedness
↬ Toxicity Checks
↬ Safety Checks
↬ Drift Detection
↬ Feedback Loops
↬ Confidence Scoring
↬ Escalation Criteria
↬ Quality Monitoring

➤ Reliability & Security
↬ Timeouts
↬ Retries
↬ Circuit Breakers
↬ Failover
↬ Model Fallbacks
↬ Graceful Degradation
↬ Observability
↬ Tracing
↬ Prompt Logs
↬ Token Metrics
↬ Error Budgets
↬ PII Redaction
↬ Data Privacy
↬ Access Control
↬ Prompt Injection
↬ Jailbreak Defense
↬ Audit Logs
↬ Compliance

[Natesh @Nateshhi5]

Thanks @krishnabgowda for first time in bengaluru i am seeing a real change. I walk from seetharampalya metro station to my office in bagmane solarium. Usually footpath used to be occupied by food vendors, last few days it was cleared and easy to walk.

[Movez @0xMovez]

Andrew Ng just dropped a 3-hour course on how to become an AI Engineer in 2026:

• 00:00 - How to build agentic AI systems
• 04:25 - Future of AI engineering
• 23:38 - AI Prompting full course
• 2:52:17 - Creating an app with AI in 30 minutes

This 3-hour watch could replace 10 AI engineering courses on the internet.

Watch it today, then read how to run a self-improving system in the article below.

[Natesh @Nateshhi5]

@aashraygowda @GodrejProp Did you get response from @GodrejProp ? Those guys who took eoi amount are not responding. Let's all come together and take legal action. Lets go to their site location and demand. Shame on @GodrejProp for scamming people.

[Natesh @Nateshhi5]

@GodrejProp I have paid 1 lakh EOI to #GodrejVanantara in presence of Sales and channel partner. I was not allotted because i have not participated. Now i am following up for almost a week with no response. Sent multiple emails with no response. They dont even pick my calls.

[Natesh @Nateshhi5]

@NammaBNP @krishnabgowda sir, new hope after you taking up bangalore development ministry.
Bannerghatta road is major road connecting schools,hospitals, colleges. The quality of work done is not good. Tar is already peeling off.

[Natesh @Nateshhi5]

@SurajGuptax5 @GodrejProp I have been following up for more than 2 weeks with no response. Sales team who took the amount is ignoring my calls. No response to emails. Legally we should take action. Spread the message so other will think abt godrej @GodrejProp

[Natesh @Nateshhi5]

@GodrejProp @afroz_kh @GodrejProp - you are responding with auto reply messages and after we share details with you no one has called to update the status. It is our hardearned money @OfficeRera @KA_HomeBuyers. #RETHINKBEFOREINVESTING in godrej

[Natesh @Nateshhi5]

@GodrejProp @GodrejProp - i have not received resoonse and our eoi amounts are blocked. Why there is no accountability when the amount has to be refunded? No response from vanatara team. I see few more people waiting for refund .

[Natesh @Nateshhi5]

@GodrejProp @GodrejProp - No rrponse from your team though i have shared my details few days back. It's been 2 weeks and we dont know what is happening. You will be ready to take EOI amount but when it has to be refunded then you delay it. Communication on when it will be refunded helps.

[Natesh @Nateshhi5]

@aashraygowda @GodrejProp Same with me no response . People will think twice when they invest in Godrej @Godrejprop

[Natesh @Nateshhi5]

@Manu_Sisti Claude

[Natesh @Nateshhi5]

@krishnabgowda @krishnabgowda sir, please ask your authorities to look at outer ring road, garbage dumped every where especially near CMRIT stretch towards sitaram palya Metro. People from other countries visit IT campuses and it potrays bad image of Bengaluru.

[Natesh @Nateshhi5]

@JioCare 9739973256

[Natesh @Nateshhi5]

@JioCare
Ordered for new jio sim conn 2 days ago and amount is deducted. Delivery person is assigned to deliver the sim to home address. Delivery person comes and asks for 99Rs extra saying it is jio prime activation when i denied he left the premises. No supp from customer care

[Natesh @Nateshhi5]

@JioCare NO00015E8PF7. Customer care is not able to register my complaint.

[Natesh @Nateshhi5]

@YSRCParty Vizag people are matured, they understood why you have spent 500cr. If it is for any government needs then why do they need a palace to stay?
Someone rightly said if it was shown earlier party wouldn't even have got 11 seats.

[Natesh @Nateshhi5]

@EurekaForbes I have requested for a free service for 6 months old water purifier as the water taste got changed. It allowed me to select a preferred time slot but no technicians has been assigned yet.