Divendra Timaul, MSSE

Software Engineer at UnitedHealth Group | MS Software Engineering | BS Computer Science

[Figma @figma]

Prompt your ideas to life with Figma Make. No more explaining your vision in a doc. Pitch your idea with an AI-prompted proof of concept.

[ℏεsam @Hesamation]

this is actually so gold! AI Engineering roadmap from 0 to 100.

save this and look at it every morning:

𝗖𝗼𝗱𝗶𝗻𝗴 𝗙𝘂𝗻𝗱𝗮𝗺𝗲𝗻𝘁𝗮𝗹𝘀:
- Python.
- Typescript (Optional).
- Bash.

𝗟𝗟𝗠 𝗔𝗣𝗜𝘀:
- Types of LLMs.
- Structured Outputs.
- Prompt Caching.
- Multi-modal models.

𝗟𝗟𝗠 𝗔𝘂𝗴𝗺𝗲𝗻𝘁𝗮𝘁𝗶𝗼𝗻:
- Prompt Engineering.
- Tool Use.
- Finetuning.

𝗦𝘁𝗼𝗿𝗮𝗴𝗲 𝗳𝗼𝗿 𝗥𝗲𝘁𝗿𝗶𝗲𝘃𝗮𝗹:
- Vector Databases.
- Graph Databases.
- Hybrid retrieval.

𝗥𝗔𝗚 𝗮𝗻𝗱 𝗔𝗴𝗲𝗻𝘁𝗶𝗰 𝗥𝗔𝗚:
- Data preparation.
- Data retrieval and generation.
- Reranking.
- MCP.
- LLM Orchestration Frameworks.

𝗔𝗜 𝗔𝗴𝗲𝗻𝘁𝘀:
- AI Agent Design Patterns.
- Multi-Agent systems.
- Memory.
- Human in or on the loop.
- A2A, ACP etc.
- Agent Orchestration Frameworks.

𝗜𝗻𝗳𝗿𝗮𝘀𝘁𝗿𝘂𝗰𝘁𝘂𝗿𝗲:
- Kubernetes.
- Cloud Services.
- CI/CD.
- Model Routing.
- LLM deployment.

𝗢𝗯𝘀𝗲𝗿𝘃𝗮𝗯𝗶𝗹𝗶𝘁𝘆 𝗮𝗻𝗱 𝗘𝘃𝗮𝗹𝘂𝗮𝘁𝗶𝗼𝗻:
- AI Agent instrumentation.
- Observability platforms.
- Evaluation techniques.
- AI Agent Evaluation.

𝗦𝗲𝗰𝘂𝗿𝗶𝘁𝘆:
- Guardrails.
- Testing LLM based applications.
- Ethical considerations.

𝗙𝗼𝗿𝘄𝗮𝗿𝗱 𝗹𝗼𝗼𝗸𝗶𝗻𝗴 𝗲𝗹𝗲𝗺𝗲𝗻𝘁𝘀:
- Voice and Vision Agents.
- Robotics Agents.
- Computer use.
- CLI Agents.
- Automated Prompt Engineering.

credit to @Aurimas_Gr for wrapping it all up under one roadmap 🍻

[Govardhana Miriyala Kannaiah @govardhana_mk]

Many DevOps Engineers don’t fully understand a Terraform project structure or the role each part plays.

Here, I’ve broken it down to help you better understand.

Note: it's recommended to place modules in a central repo.

45K+ read my TechOps Examples newsletter: https://t.co/WBucLdwLhJ

What do we cover:
DevOps, Cloud, Kubernetes, IaC, GitOps, MLOps

🔁 Consider a Repost if this is helpful

[Nikki Siapno @NikkiSiapno]

OSI Model clearly explained 🧵🔖

[Sahn Lam @sahnlam]

Understanding the Linux File System Layout

[kathleen @kathleen_hanley]

jonathan watching the episode and realizing that devin and marcus both went golfing with jesse palmer #TheBachelorette

[Divendra Timaul, MSSE @DivendraTimaul]

@RestockTrack Lier.

[World of Statistics @stats_feed]

Inflation rate:

🇦🇷 Argentina: 211%
🇹🇷 Turkey: 64.77%
🇷🇺 Russia: 7.4%
🇮🇳 India: 5.69%
🇿🇦 South Africa: 5.1%
🇲🇽 Mexico: 4.66%
🇧🇷 Brazil: 4.62%
🇦🇺 Australia: 4.1%
🇬🇧 UK: 4.0%
🇸🇬 Singapore: 3.7%
🇨🇦 Canada: 3.4%
🇪🇸 Spain: 3.4%
🇺🇸 USA 3.4%
🇳🇱 Netherlands: 3.2%
🇰🇷 South Korea: 3.2%
🇫🇷 France: 3.1%
🇩🇪 Germany: 2.9%
🇯🇵 Japan: 2.6%
🇮🇩 Indonesia: 2.57%
🇨🇭 Switzerland: 1.7%
🇸🇦 Saudi Arabia: 1.5%
🇮🇹 Italy: 0.8%
🇨🇳 China: -0.3%

[Ramit Sethi @ramit]

Use these 4 numbers. As your income increases—these benchmarks will help you save, invest, and even spend more:

Fixed costs: 50%-60% of take-home pay
Savings: 5%-10%
Investments: 5%-10% (the more, the better)
Guilt-free spending: 20%-35%

Start tracking your 4 key numbers and start taking control of your finances. Use my free Conscious Spending Plan: https://t.co/K1NnHn8MIV

[Shinobi602 @shinobi602]

Sony CES 2024 | New PS5 models showcased in more colors:

▪️Cobalt Blue
▪️Sterling Silver
▪️Volcanic Red

➡️ https://t.co/5fm4jokjTY

#PS5 #SonyCES2024

[Jeff💸 @Swagger_jeff]

@HumansNoContext

[Ramit Sethi @ramit]

Here are examples of PHANTOM COSTS:

- Down payment
- Maintenance
- Interest
- Taxes
- Time
- Opportunity cost

Once you factor these in, your returns shrink, often dramatically. This is why granny buying a 1979 house for $100K and selling for $800K didn't actually make $700K

[Google Cloud Tech @GoogleCloudTech]

But that's not it. Take a look back at how we calculated 100 trillion digits of pi on Google Cloud in 2022 ↓
https://t.co/a78sioWfS9

[Divendra Timaul, MSSE @DivendraTimaul]

Content posted between 12 and 1am is most effective! #FacebookStats @PostPlanner @scottayres @TrackMaven https://t.co/czhuTUkzG5

[Mark Cuban @mcuban]

Really well done evaluation of #dogecoin

[Arvind Narayanan @random_walker]

35 million U.S. phone numbers are disconnected each year. Most get reassigned to new owners. In a new study, @kvn_l33 and I found 66% of recycled numbers we sampled were still tied to previous owners’ online accounts, possibly allowing account hijacking. https://t.co/Ilj0iPkqXA

[Elon Musk @elonmusk]

The Dogefather
SNL May 8

[Dr. Ganapathi Pulipaka 🇺🇸 @gp_pulipaka]

Introduction to TensorFlow. #BigData #Analytics #DataScience #AI #MachineLearning #IoT #IIoT #PyTorch #Python #RStats #TensorFlow #Java #JavaScript #ReactJS #CloudComputing #Serverless #DataScientist #Linux #Mathematics #Programming #Coding #100DaysofCode
https://t.co/jj6E75LnHL