Education UK

👩‍🏫 Education UK 🇬🇧 | Passionate about learning and teaching | Empowering people with knowledge and motivation.

[Tripti Tripathi @triptitips]

𝗠𝗼𝘀𝘁 𝗽𝗲𝗼𝗽𝗹𝗲 𝘁𝗵𝗶𝗻𝗸 𝗔𝗜 = 𝗖𝗵𝗮𝘁𝗚𝗣𝗧.

Not even close.

ChatGPT is what you see.

The real AI revolution is the massive ecosystem being built underneath it.

This AI Stack Map captures 100+ tools powering modern AI applications.

𝗧𝗵𝗲 𝗺𝗼𝗱𝗲𝗿𝗻 𝗔𝗜 𝘀𝘁𝗮𝗰𝗸 𝗹𝗼𝗼𝗸𝘀 𝘀𝗼𝗺𝗲𝘁𝗵𝗶𝗻𝗴 𝗹𝗶𝗸𝗲 𝘁𝗵𝗶𝘀:

LLMs → OpenAI, Claude, Gemini, Llama, Mistral
Agentic AI → LangGraph, CrewAI, AutoGen, CAMEL, Agno
RAG → LangChain, LlamaIndex, Haystack, GraphRAG
Embeddings → OpenAI, Voyage, Cohere, BGE
MCP → Connecting models with tools, data and systems
AI Security → Guardrails, Presidio, Lakera, Prompt Security
Observability & Evals → LangSmith, Langfuse, Phoenix, Ragas
Memory → Redis, Mem0, Zep, Neo4j, Chroma
Agent Frameworks → OpenAI SDK, Semantic Kernel, Google ADK, Bedrock
Automation → n8n, Zapier, Make, Airflow, Prefect
Vector Databases → Pinecone, Weaviate, Qdrant, Milvus, pgvector

But here’s the part that matters more than the logos.
𝗧𝗵𝗶𝘀 𝗶𝘀 𝗻𝗼𝘁 𝗮 𝘀𝗵𝗼𝗽𝗽𝗶𝗻𝗴 𝗹𝗶𝘀𝘁.
It’s a dependency graph.
Your RAG is only as good as your retrieval + embeddings.
Your agent is only as reliable as its tools + evaluations + guardrails.
Your memory is useless if you can’t observe when context becomes stale or wrong.
Your MCP layer becomes dangerous if permissions and governance are an afterthought.
And a “best-in-class” stack can still become a terrible production system.
Why?
Because AI systems rarely fail only inside one component.

𝗧𝗵𝗲𝘆 𝗳𝗮𝗶𝗹 𝗮𝘁 𝘁𝗵𝗲 𝗵𝗮𝗻𝗱𝗼𝗳𝗳𝘀.
Model → Retrieval
Retrieval → Context
Context → Agent
Agent → Tool
Tool → Memory
Memory → Evaluation

That’s where latency compounds, context gets lost, permissions leak, hallucinations propagate and reliability starts falling apart.

𝗧𝗵𝗲 𝗿𝗲𝗮𝗹 𝗺𝗼𝗮𝘁 𝗶𝘀𝗻’𝘁 𝗵𝗮𝘃𝗶𝗻𝗴 𝗺𝗼𝗿𝗲 𝗔𝗜 𝘁𝗼𝗼𝗹𝘀.

It’s designing how they work together.

A stack map tells you 𝗪𝗛𝗔𝗧 exists.

Production engineering decides 𝗛𝗢𝗪 it all survives contact with reality.

Which tool in your AI stack has become indispensable?

Save this map for your next AI build.
Repost it for someone designing an AI architecture.

#AI #ArtificialIntelligence #GenAI

[Mathieu @miniapeur]

PhD students before the conference deadline:

[Dhairya Karekar @dkare1009]

Anthropic announced the "Claude Certified Architect" program.
And you can start today.

In 16 years of my career, I haven't done a single certification.
Not one.

Not AWS. Not Azure. Not Google Cloud. Not PMP. Not Scrum. Not any of the alphabet soup.

I learned by building. By breaking things. By shipping.
But I'm about to break that streak.

I'm going for my first-ever certification:
Claude Certified Architect — Foundations
Here's why this matters — especially if you're a developer, engineer, or any professional who feels like the AI wave is moving too fast.

Claude Code launched a few weeks ago.
And it feels like a paradigm shift.
Not an incremental upgrade. Not another chatbot wrapper.
A fundamentally different way of building software.
Agentic architecture. Tool orchestration. MCP integration. Context management at a systems level.

If those words sound intimidating — that's exactly why this certification exists.
It covers everything from agentic orchestration to prompt engineering to Claude Code workflows.

Not surface-level content.

And here's what got me:
It costs nothing.
Free. Zero. $0.

So if you've been feeling left behind... If you've been watching others ship AI agents while you're still figuring out where to start... If you've been telling yourself "I'll learn this next quarter"...

This is your sign.
Stop scrolling. Start building.

First certification in 16 years. Let's see how this goes.
Links in the comments 👇

[tut_ml @tut_ml]

Best ML Courses- https://t.co/rASsLcbsbD

[Python Coding @clcoding]

Python doesn't care what your object is. It cares what your object can do!

Forget inheritance for a moment—discover how Duck Typing makes your Python code flexible, reusable, and powerful. 🐍👇

[Alok Kumar @Alokkumarzz]

Steve Jobs literally predicted the iPhone, the Internet, AI and the next 50 years of technology in a single speech from 1983:

[Lucky Patel @PromptLuckyAi]

GOOGLE Free Courses With Certificates

• Cybersecurity
https://t.co/sGFDG3D42P…

• Business Intelligence
https://t.co/jCj1rZ8RK6…

• Advanced Data Analytics
https://t.co/jCj1rZ8RK6…

• Digital Marketing
https://t.co/uWx54bcFBf…

• AI & Machine Learning
https://t.co/lqBd8KVNXr…

• Data Analytics
https://t.co/nm1FF2nChW…

• Project Management
https://t.co/ZvyZZ8TIMH…

• UX Design
https://t.co/w3kYzqxx10…

• IT Automation
https://t.co/jCj1rZ8RK6…

• IT Support
https://t.co/jCj1rZ8RK6…

Get certified and boost your career with Google courses.

If you’d love to see more content like this, don’t forget to follow @PromptLuckyAi for more content... 🛑🛑🛑🛑

[Scholarship for PhD @ScholarshipfPhd]

Normal People vs Researchers

[Ruben Hassid @rubenhassid]

I made a 16-page PDF to get you Claude-certified.

The certificates are official by Anthropic & free...

And the playbook is free too, at https://t.co/0WkXE19BrN. Here's what's inside:

The Claude Certification Playbook.

→ 3 official certificates & the order to take them in.
→ Step from creating an account to downloading.
→ The fake detector (yes, people sell fake ones).
→ The LinkedIn format to showcase the certificates.
→ The copy-paste announcement post on LinkedIn.
→ What you can honestly say about it in interviews.

The certificates take 6 hours.
Getting the playbook takes 2 minutes:

1. Go to https://t.co/0WkXE19BrN.
2. Put in your email to read the entire doc.
3. Go to your email to copy the received OTP.
4. Paste the OTP to read "The Claude Certification Playbook."
5. Start with page 4 (the fake detector).

Know someone job hunting? Send them this post. It's the favor.

[Faheem Ullah @Faheem_uh]

PhD Students – Use this FREE tool to analyze data in 10 sec.

This tool is used by more than 500,000 researchers.

1. Go to https://t.co/W2KbsA4A3Q
2. Click on Data Analysis and upload your data file.
3. Write your prompt for data analysis.
4. For example, generate graphs for data analysis.
5. @answerthisio will generate variety of graphs for you.
6. It also generates an insightful data analysis report.

You can download the graphs and the report.

Try AnswerThis today. It’s FREE.

AnswerThis link: https://t.co/W2KbsA4A3Q

[Charles Spencer @cspencer1508]

Always an amazing moment for an author to receive a printed copy of their new book for the first time - particularly on this occasion, with ‘Swan Song’ being my most personal work by some distance. At the end of the day, it’s a brother’s tribute to an extraordinary sister.

[Python Coding @clcoding]

6 stages to learn Python:

1: Variables + Data Types Stage
2: Conditions + Loops Stage
3: Functions Stage
4: Data Structures Stage
5: Files + Exceptions Stage
6: Projects + Libraries

Start building before Stage 6.  write in paper with handwriteen format

Free Bootcamp: https://t.co/b6ipRALE5w

[Education UK @EducationUK22]

@r_5r0i @ksa9818141 طَشَرَ طَشَّ طَشْر me 👍

[Education UK @EducationUK22]

@almost0301865 @ksa9818141 طَشَرَ طَشَّ طَشْر

[Education UK @EducationUK22]

@ksa9818141 طَشَرَ طَشَّ طَشْر

[Dr Asma Jabeen @DrasmaJabeen1]

Research gap Types #research #academia #phdlife #phdchat

[Scholarship for PhD @ScholarshipfPhd]

Writing a research article: Advice to Beginners

[OpenAI Developers @OpenAIDevs]

Build a plugin once and use it across compatible agent clients.

Introducing Agent Plugins, an open standard developed with @awsdevelopers, @cursor_ai, @github, @code, and @vercel that packages Agent Skills and supports MCP server configurations in a shared format.

[David Marco💡 @David_TornAI]

🚨 BREAKING: NotebookLM + Google Antigravity can now automate hours of research and content work for free.

Use these prompts to learn faster, organize ideas, and create better content in minutes.

(🔖 Save this).