sam

[Dhanian 🗯️ @e_opore]

📂 API Design Roadmap
┃
┣ 📂 Foundations
┃ ┣ 📂 What is an API?
┃ ┣ 📂 HTTP & HTTPS Fundamentals
┃ ┣ 📂 Request & Response Lifecycle
┃ ┣ 📂 JSON & Data Formats
┃ ┗ 📂 API Design Principles
┃
┣ 📂 REST API Design
┃ ┣ 📂 REST Architecture
┃ ┣ 📂 Resources & Endpoints
┃ ┣ 📂 HTTP Methods (GET, POST, PUT, DELETE, PATCH)
┃ ┣ 📂 Status Codes
┃ ┗ 📂 REST Best Practices
┃
┣ 📂 API Documentation
┃ ┣ 📂 OpenAPI Specification
┃ ┣ 📂 Swagger UI
┃ ┣ 📂 API Reference Documentation
┃ ┣ 📂 Examples & SDKs
┃ ┗ 📂 Versioned Documentation
┃
┣ 📂 Authentication & Authorization
┃ ┣ 📂 API Keys
┃ ┣ 📂 JWT Authentication
┃ ┣ 📂 OAuth 2.0 & OpenID Connect
┃ ┣ 📂 Role-Based Access Control (RBAC)
┃ ┗ 📂 Token Management
┃
┣ 📂 API Security
┃ ┣ 📂 HTTPS & TLS
┃ ┣ 📂 CORS Configuration
┃ ┣ 📂 CSRF & XSS Protection
┃ ┣ 📂 Rate Limiting & Throttling
┃ ┗ 📂 Input Validation & Sanitization
┃
┣ 📂 Advanced API Architectures
┃ ┣ 📂 GraphQL
┃ ┣ 📂 gRPC
┃ ┣ 📂 WebSockets
┃ ┣ 📂 Server-Sent Events (SSE)
┃ ┗ 📂 Event-Driven APIs
┃
┣ 📂 API Performance
┃ ┣ 📂 Pagination
┃ ┣ 📂 Filtering & Sorting
┃ ┣ 📂 Caching Strategies
┃ ┣ 📂 Compression
┃ ┗ 📂 Performance Optimization
┃
┣ 📂 API Reliability
┃ ┣ 📂 Error Handling
┃ ┣ 📂 Retry Strategies
┃ ┣ 📂 Idempotency
┃ ┣ 📂 Circuit Breaker Pattern
┃ ┗ 📂 Health Checks
┃
┣ 📂 API Testing
┃ ┣ 📂 Unit Testing
┃ ┣ 📂 Integration Testing
┃ ┣ 📂 Postman & Insomnia
┃ ┣ 📂 Load Testing
┃ ┗ 📂 Contract Testing
┃
┣ 📂 API Deployment
┃ ┣ 📂 API Gateways
┃ ┣ 📂 Reverse Proxies
┃ ┣ 📂 Docker & Containers
┃ ┣ 📂 CI/CD Pipelines
┃ ┗ 📂 Cloud Deployment
┃
┣ 📂 Monitoring & Observability
┃ ┣ 📂 Logging
┃ ┣ 📂 Metrics Collection
┃ ┣ 📂 Distributed Tracing
┃ ┣ 📂 Prometheus & Grafana
┃ ┗ 📂 API Analytics
┃
┣ 📂 AI-Powered APIs
┃ ┣ 📂 OpenAI API Integration
┃ ┣ 📂 Function Calling
┃ ┣ 📂 Streaming Responses
┃ ┣ 📂 AI Agent APIs
┃ ┗ 📂 Cost & Token Optimization
┃
┣ 📂 Real-World Projects
┃ ┣ 📂 Authentication API
┃ ┣ 📂 E-commerce REST API
┃ ┣ 📂 Payment Gateway API
┃ ┣ 📂 AI Chat API
┃ ┗ 📂 Microservices API Platform
┃
┣ 📂 Practice & Growth
┃ ┣ 📂 Build Public APIs
┃ ┣ 📂 Contribute to API Projects
┃ ┣ 📂 Write API Documentation
┃ ┣ 📂 API Design Reviews
┃ ┗ 📂 Interview Preparation
┃
┗ 📂 Career & Monetization
┣ 📂 Backend Engineer Roles
┣ 📂 API Platform Engineer
┣ 📂 SaaS Development
┣ 📂 API Consulting & Freelancing
┗ 📂 Continuous Learning

Follow this consistently for 2–4 months and you'll be able to design, build, secure, and scale production-ready APIs with confidence.

Grab the API Design Ebook:
https://t.co/t2KOeauy6O

[Swapna Kumar Panda @swapnakpanda]

You should know these terms before joining a company:

CTC - Cost To Company
LPA - Lakhs Per Annum
SDE - Software Development Engineer
SWE - Software Engineer
QA - Quality Assurance
KT - Knowledge Transfer
NP - Notice Period
OT - Overtime
WFH - Work From Home
WFO - Work From Office
OOO - Out Of Office
FTE – Full-Time Employee
LOP - Loss Of Pay
LWP - Leave Without Pay
PTO - Paid Time-Off
ASAP – As Soon As Possible
FYI – For Your Information
FYA - For Your Action
FYR - For Your Reference
MoM - Minutes Of Meeting
EOD – End of Day
COB – Close of Business
EOW – End of Week
OOO – Out of Office
ETA – Estimated Time of Arrival
TBD – To Be Determined
POC – Point of Contact
POC - Proof of Concept
RFP – Request for Proposal
SWOT – Strengths, Weaknesses, Opportunities, Threats
MVP – Minimum Viable Product
USP – Unique Selling Proposition
BAU – Business As Usual
B2B – Business to Business
B2C – Business to Consumer
CRM – Customer Relationship Management
ERP – Enterprise Resource Planning
ROI – Return on Investment
MRR - Monthly Recurring Revenue
ARR - Annual Recurring Revenue
ROI - Return on Investment
ROE - Return on Equity/Rate of Exchange
CAGR – Compound Annual Growth Rate
P&L – Profit and Loss
MoM – Month over Month
YoY – Year over Year
FY - Fiscal Year
CEO – Chief Executive Officer
CFO – Chief Financial Officer
COO – Chief Operating Officer
CTO – Chief Technology Officer
CMO – Chief Marketing Officer
VP – Vice President
HR – Human Resources
R&D – Research and Development
BTW – By The Way
LMK – Let Me Know
IMO – In My Opinion
SLA - Service Level Agreement
NDA - Non Disclosure Agreement
SOP - Standard Operating Procedure
ITR - Income Tax Return
PF - Provident Fund
EPF - Employees Provident Fund

[Lunar @LunarResearcher]

Google just released a free 2-hour+ course on full agent engineering.

How to go from one prompt to a system that runs while you sleep:

38:46 - Build your first AI agent
54:46 - Connect MCP tools
1:12:43 - Run agents with four loop patterns
1:20:57 - Turn agent loops into graphs
2:22:31 - Build the complete autonomous system

Most people are still building one agent and stopping there.

Google is already teaching the full stack:

Agents → Tools → Loops → Graphs → Autonomous Systems

Single agents are the old workflow.

Systems that run without you are the new one.

This course is worth more than most paid agent engineering bootcamps.

Bookmark and watch it today

Then read the full graph engineering playbook below

[Vineeth K @DealsDhamaka]

I know many Indians, including me, struggled with 1 thing

Not math, coding, problem-solving

Communication 🗣️

It was my biggest weakness when I joined consulting.

If it is something you face, listen to this 1-hour on How to Speak

Share 🔖 Bookmark

[Chrome @0xchromium]

Andrej Karpathy spent 2h showing how he actually uses AI day to day

he's a co-founder of OpenAI and led AI at Tesla, so when he shows how he works, it’s worth watching

and the whole session is just him telling the machine what he wants in simple terms, like he's briefing a coworker

watch what's actually happening the entire time:

> he describes the task in normal words
> it goes off and does the work
> he glances at the result and nudges it with one more sentence

that's the whole skill, and you've had it since you learned to talk

the only gap between that and a worker that runs on its own is handing that sentence a schedule and the tools to act

check his work, then build the version that keeps working when you stop

[sam @sam03048]

@md_deepesh From the people
By the people and with the people

And people don't want d.pradhan as education minister.
Simple ....
When people are demanding this they actually making decisions from past works.
Have you every seen d.pradhan on discussion on any education points
So sympathy 0

[Movez @0xMovez]

Andrew Ng:

"100% of my tasks are now done by AI agents - hype has exceeded my expectations. Loops is next step.

in 3-6 months, everyone will be using self-improving loops. No more prompting."

In a 30-minute talk, Andrew Ng explains how to build self-improving agentic systems from scratch.

Worth more than a $500 agentic course.

[sam @sam03048]

@DrAadityaMehta Philosophy ni Kami parents ma and dosharopan ni PHD 😂😁

[Andrew @s4yonnara]

Andrej Karpathy spent 70 minutes breaking down how top AI users actually work with LLMs.

The reality is simpler than people expect. You tell the model what you want in plain language and let it run.

No 40-line system prompts. No secret tricks.

By 2026 the engineer who writes off LLMs loses to the junior who just set one up properly.

70 minutes. Free. A rare straight look from an OpenAI co-founder.

Bookmark it and watch.

[Codez @0xCodez]

Claude Code creator:

"100% of our pull requests at Anthropic are run by Claude Code. 80-90% of code review too.

feature I'm using most is /loops. I'm not prompting Claude anymore - I'm building loops."

in 1-hour podcast, Boris breaks down the exact setup behind the #1 coding tool of the year.

More value than a $500 vibe-coding course.

[Jaydeep @_jaydeepkarale]

A web-based System Design Simulator, where you drag & drop architecture components and actually simulate traffic, failures, latency, and scaling in real time

Best way to learn concepts.

Link in next post post

[Mr. Buzzoni @Mr_Buzzoni]

This 1-hour Stanford lecture covers more about the tech inside Claude than most $1,000 AI bootcamps

it answers the exact questions they'll ask you in an AI product or engineering interview:

> why can Claude see images but only reply with text?
> why does making the model "smarter" at reading make it better at generating output?
> what is the "MoT" architecture that lets Claude learn vision without losing logic?
> why is physical world interaction still the hardest problem to solve?

the person who understands this framework doesn't just use Claude - they explain how it's built

save this before your next interview

[Rohit @HeyRohhit]

This 26-minute breakdown from a Google Cloud AI engineer shows how they build and deploy apps with Claude from start to finish.
Practical, real-world, and worth watching.

[Swapna Kumar Panda @swapnakpanda]

Be a world-class BACKEND ENGINEER once you complete watching all these courses:

[sam @sam03048]

@jayousafzai008 @narendramodi Demolition of only perpetrators

[Umesh Kumar Yadav @Umesh__digital]

DSA Preparation Roadmap (From Zero to OA Ready)

1. Sliding Window: 3, 76, 209, 424, 567, 904
2. Two Pointers: 11, 15, 16, 18, 42, 167
3. Fast/Slow Pointers (Linked List): 141, 142, 19, 876, 160, 234
4. Binary Search on Sorted Data: 33, 34, 35, 153, 162, 704
5. Binary Search on Answer: 875, 1011, 410, 774, 1283, 1482
6. Hashing / Frequency Maps: 1, 49, 128, 217, 242, 347
7. Prefix Sum / Running Sum: 303, 560, 724, 930, 974, 523
8. Difference Array / Range Updates: 370, 1094, 1109, 1893, 1943, 2381
9. Monotonic Stack: 739, 496, 503, 84, 85, 901
10. Monotonic Queue / Deque: 239, 862, 1425, 1438, 1499, 1696
11. Heap / Top K: 215, 347, 692, 703, 973, 1046
12. Intervals: 56, 57, 252, 253, 435, 452
13. Greedy Scheduling / Sorting: 45, 55, 406, 621, 763, 134
14. Linked List Manipulation: 21, 23, 24, 25, 92, 138
15. Tree DFS: 104, 112, 113, 543, 124, 226
16. Tree BFS / Level Order: 102, 103, 199, 515, 637, 116
17. BST Problems: 98, 99, 230, 235, 450, 700
18. Backtracking Basics: 46, 47, 77, 78, 90, 39
19. Backtracking with Constraints: 40, 17, 79, 131, 51, 52
20. Graph BFS / DFS: 200, 695, 733, 994, 1091, 1254
21. Topological Sort / DAG: 207, 210, 802, 1462, 1203, 2115
22. Union Find / DSU: 547, 684, 1319, 1579, 990, 1202
23. Shortest Path: 743, 787, 1514, 1631, 1334, 1976
24. MST / Graph Greedy: 1584, 1135, 1168, 1489, 778, 1102
25. Trie: 208, 211, 212, 648, 677, 1268
26. Bit Manipulation: 136, 137, 191, 338, 268, 190
27. 1D DP Basics: 70, 198, 213, 322, 279, 300
28. Knapsack / Subset DP: 416, 494, 518, 474, 1049, 879
29. Grid DP: 62, 63, 64, 221, 931, 120
30. String DP / Sequence DP: 1143, 72, 115, 583, 97, 1312

How to use this list?
- These numbers are Leetcode problem numbers
- Do 3 patterns at a time, not all 30 together.
- For each pattern, solve the first 2 to understand the idea, the next 2 to get repetition, and the last 2 to stretch yourself.
- After every pattern, write one reusable template from memory.
- Do not just “solve and move on.” Ask: what signal in the question pointed to this pattern?
- If you get stuck, revisit the same pattern after 3 to 4 days. Pattern recognition is built by spacing, not cramming.

[sam @sam03048]

@vipinsarohayt @kanika_itsme Comment on us president trump please?😁😀

[Vaibhav Sisinty @VaibhavSisinty]

Recruiters are cooked. 🤯

Claude can now read your resume and pull the highest-paying job roles you actually qualify for. ranked. in one chat.

here's the whole setup:

→ connect apify to Claude. https://t.co/nEyboKc0jy, search and tools, add connectors, Apify. one click.

→ drop your resume in the chat. "based on my resume, find the highest-paying roles i should apply for right now." it pulls live listings from internet and ranks them by fit to your real experience, salary attached.

→ pick one. "tailor my resume for this role." it rewrites the keywords and framing to that exact job description.

no fake "interview odds." real listings, ranked to you, then your resume rebuilt for the one you pick.

the part of the job hunt you paid a recruiter for is now a chat window.

[NOVA @Its_Nova1012]

10 AI related accounts you should follow on Twitter:

1. Andrej Karpathy — @karpathy
2. Yann LeCun — @ylecun
3. François Chollet — @fchollet
4. Andrew Ng — @AndrewYNg
5. Lilian Weng — @lilianweng
6. Demis Hassabis — @demishassabis
7. Fei-Fei Li — @drfeifei
8. John Carmack — @ID_AA_Carmack
9. Jeremy Howard — @jeremyphoward
10. Gwern Branwen — @gwern

follow these 10 before everyone else does.
Let me know who I missed?

[sam @sam03048]

@SanaullahMutmal @GiorgiaMeloni @narendramodi And you humanity killer. Even not know how to respect women 🙄,
Spread anarchy in the world with world 'kafir'.