⋆˙⟡ sivi ⋆˙⟡ 🫧

[⋆˙⟡ sivi ⋆˙⟡ 🫧 @user_sats]

🧷

[Shubh Jain @shubh19]

Zero-to-hired Data Engineering curriculum using entirely free resources.

Follow these 18 steps:
1. SQL (Alex The Analyst, LeetCode)
2. Python & Pandas (Corey Schafer)
3. Databases (Postgres, MySQL, Mongo)
4. Linux & Git
5. Warehousing (BigQuery, Snowflake)
6. Kimball Data Modeling
7. ETL/ELT (DataTalksClub)
8. Docker
9. Airflow & Orchestration
10. dbt transformations
11. PySpark & Big Data
12. Kafka streaming
13. Cloud (AWS/GCP)
14. DuckDB & Lakehouses
15. Data Quality
16. CI/CD
17. Pipeline Monitoring
18. Portfolio Projects

[arrow 🏹 #1 avery hayes stan 🐧 @edthekraken]

- write your notes by hand
- don't just copy points from the lecture slides, reword it in a way that makes sense to you.
- do the reading. print out physical copies that you can highlight, annotate, and underline.
- practice explaining the concept (verbally or in writing)

[⋆˙⟡ sivi ⋆˙⟡ 🫧 @user_sats]

@batuhanppn Y=5

[disha @dishaarawal]

someone needs to build India's A24 or I will (in a decade)

[Kirk Borne @KirkDBorne]

16 fields of Mathematics, in order of difficulty.

Source: https://t.co/X0dtQgFCPz

[bud wiser @w0rdgenerator]

The issue with being competitive but also a sore loser is that you have to really act like you’re not competitive at all

[fatima⁷ @fatimasvogue]

blood tests for my girlies: iron studies, vitamin D, vitamin B12, thyroid functions, HbA1C

[noah @ylnoahhh]

need more mornings in cities i don’t live in

[⋆˙⟡ sivi ⋆˙⟡ 🫧 @user_sats]

@SatinTweety Niche queen

[⋆˙⟡ sivi ⋆˙⟡ 🫧 @user_sats]

@gaslightr2 😂😂😂

[vm @sunshine_soull]

what doesn’t kill you introduces you to astrology, spirituality and neuroplasticity

[realyuriyearners @realyuriyearns]

biology is woke chemistry. chemistry is woke physics. physics is woke math.

[The Math Flow @TheMathFlow]

Solving a Rubik's Cube with graph theory.

[🍬 @dxkillstar]

Extraño cuando la "energía femenina" se asociaba a los hechizos y la brujería, no a ser sumisa y tonta

[Tech Fusionist | Kushal Gangil @techyoutbe]

Want to go GOD-LEVEL at API architecture? These 10 things that separate basic APIs from production-grade systems

[SCR @SCR01111]

Docker is free
GitHub is free
Linux is free
Python is free
Kubernetes is free
Git is free
Node.js is free
PostgreSQL is free
Jenkins is free
Go is free

GitLab is free
MySQL is free
MongoDB is free
Redis is free
Terraform is free
Ansible is free
Prometheus is free
Grafana is free
NGINX is free
Apache is free

VS Code is free
Postman is free
Figma is free
Vercel is free
Netlify is free

AWS has a free tier
GCP has a free tier
Azure has a free tier

PyTorch is free
TensorFlow is free
Hugging Face is free
Ollama is free
LangChain is free
Stable Diffusion is free

ChatGPT is free
Claude is free
Gemini is free
Perplexity is free

You don't need to spend thousands to start building.

Most of the tools you need are already free.

[⋆˙⟡ sivi ⋆˙⟡ 🫧 @user_sats]

miss the era of twitter when people used to post wordle streaks! 🥹

[Shubh Jain @shubh19]

Prepare for ANY Interview in 60 minutes

1. Know the Role & Company (10 mins)
→ Read the job description carefully
→ Visit company website, about, mission, recent news
→ Note 3-4 points why you’re a good fit

2. Review Your Background (15 mins)
→ Go through your resume
→ List key skills, projects, achievements
→ Prepare 2-3 examples using STAR method

3. Prepare for Common Questions (15 mins)
→ Tell me about yourself
→ Why do you want this role?
→ Strengths & weaknesses
→ Where do you see yourself in 5 years?
→ Why should we hire you?

4. Technical / Role-Specific Prep (15 mins)
→ Revise key concepts, tools, technologies
→ Practice 2-3 problems or case studies
→ Be ready to explain your projects clearly

5. Final Touch (5 mins)
→ Dress properly & keep essentials ready
→ Check your internet, device, and surroundings
→ Stay calm, take deep breaths, and be confident!

[半吊子程序猿大铭 @CoderDaMing]

iPhone 被偷了。
小偷把它插上充电。

就在那一刻，前置摄像头会拍一张照，连同精确位置一起发到你的邮箱。

这不是 App。
是手机自带功能，几分钟就能设置好。

设置方法如下👇

[Suraj Sharma @suraj_sharma14]

If you can build these 12 Agentic AI Engineer projects.

You're hired.

Project 1: Autonomous Ticket Resolution Engine
Agent that reads the ticket, queries the database, applies the fix, and asks a human before anything destructive.
➣ Shows: You build agents that resolve not just reply

Project 2: Deep Research Agent with Citation Graph
Multi-hop research, source grading, contradiction detection, fully cited final report.
➣ Shows: You can orchestrate long-horizon reasoning safely

Project 3: Self-Healing Data Pipeline Agent
Detects schema drift in ETL jobs, drafts transformation fixes, re-runs with rollback.
➣ Shows: You trust agents with production data, carefully

Project 4: CI Triage Agent
Reads failing pipeline logs, reproduces the error, opens a fix PR with tests, waits for approval.
➣ Shows: You can embed agents into engineering workflows

Project 5: Multi-Agent Code Review Desk
Reviewer + security scanner + test writer agents with consensus and conflict resolution.
➣ Shows: You orchestrate teams of agents not toys

Project 6: Computer-Use Back-Office Agent
Browser automation for legacy portals: forms, uploads, extraction, human takeover on CAPTCHA.
➣ Shows: You ship agents in the messy real world

Project 7: Invoice Processing Agent with 3-Way Match
Reads invoices, matches POs and deliveries, flags exceptions, posts to ERP via MCP.
➣ Shows: You automate expensive enterprise workflows

Project 8: Incident Response Agent
Correlates alerts, traces, and logs; drafts the post-mortem; suggests the rollback command.
➣ Shows: You make on-call humans faster not obsolete

Project 9: Real-Time Voice Ops Agent
Sub-second voice with tool calling, interruption handling, escalation paths.
➣ Shows: You can build multimodal agents that feel human

Project 10: Adaptive Tutor Agent with Mastery Memory
Spaced repetition, difficulty routing, long-term memory of learner state.
➣ Shows: You use memory systems that personalize over time

Project 11: Agentic Sales Ops Assistant
Enriches leads, drafts personalized outreach, syncs CRM, tracks replies, updates forecasts.
➣ Shows: You connect agents to revenue not just demos

Project 12: Agent Eval and Regression Platform
Golden trajectories, CI gates that block bad prompts, quality dashboards.
➣ Shows: You ship agents like production software

Most people stay stuck watching tutorials. Builders get hired.

Bookmark & Repost !!!

Which project are you building first?

[Sam Altman @sama]

I wonder how many people will have fallen in love with an AI chatbot by 2026.