Prasad Lvv

Every next level of your life will demand a different you

[DeepDownAnalysis @deepdownanlyz]

Elon Musk’s frustration over Starlink’s delayed India entry is not just about competition or Modi or Ambani.

It is also about BILLIONS OF DOLLARS in satellite economics.

Here is the financial math most people are missing.
1. Starlink operates a capital-intensive satellite network. Satellites typically need replacement every 5–7 years. Every month without market access means lost revenue opportunities against massive infrastructure investments.

2. Unused satellite capacity is perishable. When satellites pass over India without paying customers, potential revenue goes unrealised. The infrastructure costs continue regardless.

3. India is a massive financial opportunity. Even 1 million subscribers paying ₹2,000/month would generate ₹2,400 crore in annual revenue. At 5 million subscribers, that becomes ₹12,000 crore annually!

4. India's satellite broadband market is projected to reach $1.9 billion by 2030. Beyond consumers, aviation, maritime, defence and enterprises offer lucrative opportunities.

5. The real battle is about scaling revenue while recovering fixed costs. More paying customers improve the economics of an already deployed constellation.

Now you understand why Musk is getting increasingly impatient.

But there is another side.

India has made its position clear: Starlink, Jio and OneWeb must undergo security assessments and regulatory clearances. No special treatment.
Elon Musk needs India's market.

India does not need to compromise its national security or regulatory sovereignty for Elon Musk.

That is the difference between a billionaire's commercial urgency and a nation's strategic priorities.

[Scott @bitcoinregulate]

What the F*ck is this @Starlink ? I'm in rural Alaska with only 1 internet provider. My internet is 20mb down and 5mb up. Worse than any other country. Yet you want $1500...

[Venkat Madala @venky4a]

Just brilliant 25 minutes
How Physical AI Learns Across Language, Video and Action — Ming-Yu Liu https://t.co/1BlUFwCbVv via @YouTube @MLStreetTalk

[Andrew Ng @AndrewYNg]

With AI Engineering skills, you actively shape the build: You influence what gets built, and drive the build loop. Here're key skills to do this. https://t.co/sysOYdzuZY

[nicco @0xnicc0]

Google Brain founder, Andrew Ng:

"Prompting will be dead in 6 months

Graphs are what's replacing it"

In 2 hours at Stanford, he breaks down why zero-shot prompt engineering has hit a hard ceiling—and how to replace it with autonomous execution graphs

Prompts → Linear Chains → Tool Loops → Directed Graphs → Self-Improving Systems

Single-turn generation collapses under real-world complexity

Instead of tweaking adjectives in a massive prompt template, you wire agents into dynamic graphs that route tasks, audit errors, and refine outputs across iterations

The first 10 minutes give you more foundational systems architecture than most $500 agent courses ever deliver

You probably don't have 2 hours right now

Don't let this vanish from your feed

Watch the lecture first

Then read the step-by-step guide below on how to build a system that improves itself

[Shreya @shreyacasmalert]

Software Engineering is truly doomed

[SANDEEP JSP @JspSandeep_]

పవన్ కళ్యాణ్ గారికి తెలంగాణ మీద, తెలంగాణ పాట మీద ఆట మీద ఉన్న ప్రేమ ను కొత్తగా నిరూపించుకోవాలా ?

తెలంగాణ గాయకులను , రైటర్లను ఇప్పుడు కాదు 2001 టైం లోనే ఇంటికి పిలిచి వారిని గౌరవించి వాళ్ళ పాటలను తన సినిమాలో పెట��టుకున్న వ్యక్తి పవన్ కల్యాణ్

#PawanKalyanAneNenu

[Swathi Reddy(Gowthami Swetha) @Swathireddytdp]

Amaravati లో ఫౌండేషన్ కోసం తీసిన గుంతలో నీళ్లు చూపించి…
అమరావతి మునిగి పోతుంది అని
శునకానందం పొందారు.

తెలంగాణ సెక్రటేరియట్ దగ్గర flooding ఇలా ఉంది.

అందుకే చెప్పేది
ఆంధ్రా మీద పడి ఏడ్చినంతమాత్రాన
తెలంగాణ బాగు పడదు అని

[JSP West Godavari @JSPWestGodavari]

��ంధ్రమూలాలు ఉన్న వ్యక్తి తెలంగాణకు న్యాయం చేయలేడు. - TPCC చీఫ్ @Bmaheshgoud6666

మీ వెర్షన్ లోనే ఒక ప్రశ్న.

తెలంగాణ రాజ్యసభ సీటుకు ఢిల్లీకి చెందిన అభిషేక్ మను సింఘ్వీ గారిని పంపినప్పుడు తెలంగాణ సెంటిమెంట్ గుర్తుకు రాలేదా?

ఆ స్థానంలో తెలంగాణకు చెందిన నాయకుడికి అవకాశం ఇవ్వవచ్చు కదా?

ఒకవేళ “ఆంధ్రా మూలాలు ఉన్న వ్యక్తి తెలంగాణకు న్యాయం చేయలేడు” అనేది మీ పార్టీ అభిప్రాయం అయితే, తెలంగాణకు చెందని వ్యక్తిని తెలంగాణ ప్రభుత్వం తరుపున రాజ్యసభకు పంపడాన్ని ఎలా సమర్థిస్తారు?

నాయకుడి సామర్థ్యం, ప్రజల కోసం చేసే పని ముఖ్యమా? లేక ఆయన పుట్టిన ప్రాంతమే ముఖ్యమా?

ఒక విషయంలో తెలంగాణ సెంటిమెంట్, మరో విషయంలో రాజకీయ సౌలభ్యం — ఇదేనా కాంగ్రెస్ విధానం?

@INCIndia @revanth_anumula @JSPTelangana

[Dr. Srinath Karnati @karnati_srinath]

తెలంగాణకు @PawanKalyan గారు ఇంత చేశారా??

[AK4 @loyal_PSPK]

. @PawanKalyan

[AsyncTrix @asynctrix]

Kubernetes ReplicaSet Lifecycle ✍️☸️

1️⃣ API Server
→ You create a ReplicaSet (replicas = 4)

2️⃣ ReplicaSet Controller
→ Watches the ReplicaSet
→ Creates required Pods

3️⃣ Scheduler
→ Watches for unassigned Pods
→ Selects the best Node

4️⃣ Kubelet (on Node)
→ Watches assigned Pods
→ Pulls container image
→ Starts containers

5️⃣ Containers Running 🚀
→ Pod transitions to Running

6️⃣ Status Update
→ Kubelet updates Pod status
→ API Server stores latest state

🔁 ReplicaSet ensures:
Desired state = Actual state

If a Pod dies?
→ The controller creates a new one automatically.

That’s the lifecycle.
Simple. Clean. Powerful. ☸️

[GitHub Status @githubstatus]

We have identified the cause of the authentication issues affecting GitHub Actions and are actively working on mitigation https://t.co/njQToA23j5

[Prasad Lvv @prasad_lvv]

@duplxey down :)

[Ayaan 🐧 @twtayaan]

Essential Kubernetes YAML Files 📄

A quick cheat sheet of the most important Kubernetes YAML manifests every DevOps engineer should know.

→ Pods & Deployments
→ Services & Ingress
→ ConfigMaps & Secrets
→ RBAC & Service Accounts
→ Volumes & Storage Classes
→ HPA, ResourceQuota & LimitRange

[YourCloudDude | AWS & Python @yourclouddude]

AWS Roadmap for 2026 (skip overwhelm, get hired):

1️⃣ Basics first
Linux • Networking • Git • Python

2️⃣ Cloud fundamentals
Regions • AZs • Pricing
IaaS vs PaaS vs SaaS

3️⃣ Master THESE 7 services
EC2 → compute
S3 → storage
IAM → access
RDS → database
Lambda → serverless
VPC → networking
CloudWatch → monitoring

(ignore the 200+)

4️⃣ Learn connections (this is key)
EC2 ↔ RDS
S3 ↔ CloudFront
Lambda ↔ API Gateway
VPC ↔ everything

5️⃣ Build 3–5 projects
• Static site (S3 + CloudFront)
• App on EC2
• Serverless API
• Monitoring system

6️⃣ Security basics
IAM • least privilege • encryption

7️⃣ Deployment basics
SSH • setup • CI/CD (GitHub Actions)

8️⃣ (Optional) Cert path
CLF → SAA

9���⃣ Portfolio
GitHub + simple case studies

🔟 Apply smart
Cloud • DevOps • Support roles

Don’t learn AWS.
Build with AWS. ☁️

[Ayaan 🐧 @twtayaan]

8 GitHub Repos to Learn Kubernetes

1. Kubernetes The Hard Way
https://t.co/d1bKyDsKDd

2. Awesome Kubernetes
https://t.co/p6swgFeqT6

3. Kubernetes Examples
https://t.co/MaV0jlQRdz

4. CKAD Exercises
https://t.co/4MhhkPfoub

5. Kubernetes Hands-On Projects
https://t.co/gIkzyiiEMx

6. Kubernetes Practical Exercises
https://t.co/rQuAh5z1bL

7. Kubernetes Learning Path
https://t.co/wl68AuXhfW

8. Fast Kubernetes
https://t.co/HmOw9Hbu3k

[Dhanian 🗯️ @e_opore]

If I had to start with backend engineering, I'd learn these concepts:

1. HTTP/HTTPS

2. TCP/IP

3. DNS

4. REST APIs

5. GraphQL

6. gRPC

7. API Design

8. CRUD Operations

9. Authentication

10. Authorization

11. Sessions & Cookies

12. JWT

13. OAuth

14. WebSockets

15. Server-Sent Events

16. Middleware

17. MVC Architecture

18. Layered Architecture

19. Clean Architecture

20. Microservices

21. Monolith

22. Serverless

23. Load Balancing

24. Reverse Proxy

25. Nginx

26. Caching

27. Redis

28. Memcached

29. Database Design

30. SQL

31. NoSQL

32. Indexing

33. Query Optimization

34. Transactions

35. ACID

36. CAP Theorem

37. Replication

38. Sharding

39. Connection Pooling

40. ORM

41. Data Validation

42. Serialization

43. Deserialization

44. Message Queues

45. Pub/Sub

46. Event-Driven Architecture

47. Background Jobs

48. Cron Jobs

49. Rate Limiting

50. Throttling

51. API Gateway

52. Service Discovery

53. Circuit Breaker

54. Retry Logic

55. Timeout

56. Fault Tolerance

57. Logging

58. Monitoring

59. Metrics

60. Tracing

61. Observability

62. Error Handling

63. Debugging

64. Testing

65. Unit Testing

66. Integration Testing

67. End-to-End Testing

68. CI/CD

69. Docker

70. Kubernetes

71. Containerization

72. Deployment Strategies

73. Blue-Green Deployment

74. Canary Releases

75. Feature Flags

76. Secrets Management

77. Environment Variables

78. Encryption

79. HTTPS/TLS

80. Security Best Practices

81. OWASP Top 10

82. Input Sanitization

83. CSRF

84. CORS

85. XSS

86. Data Compression

87. File Upload Handling

88. Streaming

89. CDN Integration

90. Storage Systems

91. Object Storage

92. Data Pipelines

93. ETL

94. Batch Processing

95. Stream Processing

96. Scalability

97. High Availability

98. Performance Optimization

(...and more concepts)

===

👋 PS - Want a detailed breakdown of each concept?

Read right now:

→ Get the Backend Engineering Ebook
Link: https://t.co/GuPlsGm9YF

===

💾 Save this for later & RT to help others learn backend engineering.

👤 Follow @e_opore + turn on notifications.

[Akshay 🚀 @akshay_pachaar]

How to setup your Claude code project?

TL;DR

Most developers skip the setup and just start prompting. That's the mistake.

A proper Claude Code project lives inside a .𝗰𝗹��𝘂𝗱𝗲/ folder. Start with 𝗖𝗟𝗔𝗨𝗗𝗘.𝗺𝗱 as Claude's instruction manual. Split it into a 𝗿𝘂𝗹𝗲𝘀/ folder as it grows. Add 𝗰𝗼𝗺𝗺𝗮𝗻𝗱𝘀/ for repeatable workflows, 𝘀𝗸𝗶𝗹𝗹𝘀/ for context-triggered automation, and 𝗮𝗴𝗲𝗻𝘁𝘀/ for isolated subagents. Lock down permissions in 𝘀𝗲𝘁𝘁𝗶𝗻𝗴𝘀.𝗷𝘀𝗼𝗻.

There are two .𝗰𝗹𝗮𝘂𝗱𝗲/ folders: one committed with your repo, one global at ~/.𝗰𝗹𝗮𝘂𝗱𝗲/ for personal preferences and auto-memory across projects.

The .𝗰𝗹𝗮𝘂𝗱𝗲/ folder is infrastructure. Treat it like one.

The article below is a complete guide to 𝗖𝗟𝗔𝗨𝗗𝗘.𝗺𝗱, custom commands, skills, agents, and permissions, and how to set them up properly.

[sysxplore @sysxplore]

Nearly 700 pages of awesome Linux content.
Almost ready. 🔥