Julius Ayodeji

Technology Consultant

[Julius Ayodeji @JuliusAyodejiO1]

https://t.co/TdBHlzGFfj

[OriginAI @Origin_AI_01]

The AI engineers getting hired in 2026 aren't just good at prompting.

They know how to build AI agents.

Here are 15 essential AI agent skills every AI engineer should master:

• Prompt Engineering
• LLM Selection
• RAG (Retrieval-Augmented Generation)
• Tool Calling
• Memory Management
• Agent Planning
• Multi-Agent Systems
• Workflow Automation
• Model Context Protocol (MCP)
• Vector Databases
• AI Evaluation
• Guardrails & Safety
• AI Observability
• Deployment & Scaling
• Human-in-the-Loop

Knowing ChatGPT or Claude isn't enough anymore.

The next generation of AI engineers will build systems that can reason, use tools, remember context, and complete real-world tasks autonomously.

Start with one skill.

Master it.

Then stack the rest.

That's how you become an AI Agent Engineer.

📌 Bookmark this roadmap.
♻️ Repost to help aspiring AI engineers.

Which of these 15 skills are you learning next?

#AIAgents #AIEngineering #ArtificialIntelligence #ClaudeAI #ChatGPT #LLM #RAG #MCP #MachineLearning #TechCareers #GenerativeAI #Automation

[Meenakshi Yadav @MeenakshiYACS]

𝗪𝗮𝗻𝘁 𝘁𝗼 𝗟𝗲𝗮𝗿𝗻 𝗔𝗜 𝗔𝗴𝗲𝗻𝘁𝘀? 𝗛𝗲𝗿𝗲’𝘀 𝘁𝗵𝗲 𝗖𝗼𝗺𝗽𝗹𝗲𝘁𝗲 𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴 𝗥𝗼𝗮𝗱𝗺𝗮𝗽. 🤖

Building AI agents is not just about writing better prompts.

It requires an understanding of programming, machine learning, language models, data, tools, memory, orchestration, deployment and evaluation.

𝗛𝗲𝗿𝗲’𝘀 𝘁𝗵𝗲 𝗹𝗲𝗮𝗿𝗻𝗶𝗻𝗴 𝗽𝗮𝘁𝗵 👇

🧱 𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴 𝗙𝗼𝘂𝗻𝗱𝗮𝘁𝗶𝗼𝗻𝘀
Data types, control flow, logical decision-making and file handling.

🔌 𝗗𝗮𝘁𝗮 & 𝗧𝗼𝗼𝗹 𝗨𝗻𝗱𝗲𝗿𝘀𝘁𝗮𝗻𝗱𝗶𝗻𝗴
LLM types, APIs, authentication and application integrations.

🧠 𝗠𝗟 & 𝗟𝗮𝗻𝗴𝘂𝗮𝗴𝗲 𝗠𝗼𝗱𝗲𝗹 𝗘𝘀𝘀𝗲𝗻𝘁𝗶𝗮𝗹𝘀
Machine learning fundamentals, transformers, Mixture of Experts, fine-tuning and inference.

🎯 𝗣𝗿𝗼𝗺𝗽𝘁𝗶𝗻𝗴 & 𝗥𝗲𝗮𝘀𝗼𝗻𝗶𝗻𝗴
Structured prompting, task decomposition, planning, few-shot techniques and tool selection.

🗄️ 𝗔𝗱𝘃𝗮𝗻𝗰𝗲𝗱 𝗗𝗮𝘁𝗮 & 𝗧𝗼𝗼𝗹 𝗜𝗻𝘁𝗲𝗴𝗿𝗮𝘁𝗶𝗼𝗻
SQL, NoSQL, APIs, SaaS connectors, data extraction and pipelines.

📚 𝗥𝗔𝗚, 𝗠𝗲𝗺𝗼𝗿𝘆 & 𝗥𝗲𝘀𝗽𝗼𝗻𝘀𝗶𝗯𝗹𝗲 𝗔𝗜
Embeddings, vector databases, retrieval pipelines, agent memory and reliable AI practices.

⚙️ 𝗔𝗴𝗲𝗻𝘁 𝗔𝗿𝗰𝗵𝗶𝘁𝗲𝗰𝘁𝘂𝗿𝗲 & 𝗙𝗿𝗮𝗺𝗲𝘄𝗼𝗿𝗸𝘀
Agent types, design patterns, orchestration, planning and feedback loops.

🚀 𝗗𝗲𝗽𝗹𝗼𝘆𝗺𝗲𝗻𝘁, 𝗠𝗟𝗢𝗽𝘀 & 𝗠𝗼𝗻𝗶𝘁𝗼𝗿𝗶𝗻𝗴
Testing, logging, performance, latency, reliability and cost optimisation.

🌐 𝗠𝘂𝗹𝘁𝗶-𝗔𝗴𝗲𝗻𝘁 𝗖𝗼𝗹𝗹𝗮𝗯𝗼𝗿𝗮𝘁𝗶𝗼𝗻
Specialised agents, communication patterns, handoffs and agent-to-agent protocols.
𝗔𝗴𝗲𝗻𝘁𝗶𝗰 𝗔𝗜 𝗶𝘀 𝗻𝗼𝘁 𝗷𝘂𝘀𝘁 𝗮 𝘁𝗼𝗼𝗹 𝘂𝗽𝗴𝗿𝗮𝗱𝗲.

𝗜𝘁 𝗶𝘀 𝗮 𝘀𝘆𝘀𝘁𝗲𝗺𝘀 𝗮𝗿𝗰𝗵𝗶𝘁𝗲𝗰𝘁𝘂𝗿𝗲 𝘀𝗵𝗶𝗳𝘁.
Which stage of this roadmap are you currently learning? 👇

[Andrew Bolis @AndrewBolis]

Most people pick the wrong AI for the job.

It’s why they get mixed and inconsistent results.

Use this AI task-matching cheat sheet:

[🔖 bookmark this post for later]

1. Search (Web Browsing)
• Delivers up-to-date answers with citations.
• Best AI: Perplexity
• Prompt: “Find the latest inflation data.”

2. Deep Research
• Builds multi-step research with sourced insights.
• Best AI: Gemini
• Prompt: “Analyze top trends in B2B SaaS this year.”

3. Vision – Image Input & Generation
• Uploads or creates images with clear explanations.
• Best AI: ChatGPT
• Prompt: “Analyze this chart for key trends.”

4. Vision – Video Input & Generation
• Reviews or creates video content.
• Best AI: Gemini
• Prompt: “Summarize key moments in this video.”

5. Camera Mode
• Offers real-time help through your camera.
• Best AI: Google AI Studio
• Prompt: “Fix this Excel formula using my camera.”

6. Voice Mode
• Lets you speak naturally and get spoken replies.
• Best AI: ChatGPT
• Prompt: “Summarize today’s news while I drive.”

7. File Uploads
• Reads uploaded files & turns them into clear summaries.
• Best AI: Claude
• Prompt: “Summarize this strategy deck.”

8. Data Analysis (Code Interpreter)
• Processes data files and generates charts.
• Best AI: Claude
• Prompt: “Plot sales from this CSV.”

9. Canvas (Collaborative Workspace)
• Works with you to draft, edit, or build ideas.
• Best AI: Claude
• Prompt: “Create a landing page mockup.”

10. Memory (opt-in)
• Store your saved preferences.
• Best AI: ChatGPT
• Prompt: “Remember my writing style.”

11. Custom Instructions
• Applies your tone, format, and rules automatically.
• Best AI: ChatGPT
• Prompt: “Use concise bullet points in all replies.”

12. Projects
• Organizes related chats and files in one place.
• Best AI: Claude
• Prompt: “Organize all my Bootcamp materials.”

13. Scheduled Tasks (Automations)
• Sets reminders and automates simple actions.
• Best AI: Perplexity
• Prompt: “Remind me every Monday morning.”

14. Custom GPTs
• Builds task-specific AI assistants.
• Best AI: ChatGPT
• Prompt: “Create a GPT for writing sales emails.”

15. Agent Mode
• Handles multi-step tasks from planning to research.
• Best AI: Perplexity
• Prompt: “Plan my Tokyo trip itinerary.”

16. Connectors
• Links your AI to external apps.
• Best AI: Claude
• Prompt: “Sync with my CRM and summarize updates.”

17. Study and Learn Mode
• Guides structured lessons with practice.
• Best AI: Gemini
• Prompt: “Teach me intermediate Python with feedback.”

AI isn’t a one-size-fits-all tool.
Use the right AI tool based on your task.

📌 Get Advanced ChatGPT Guide (free): https://t.co/kOBWfKrBaX

👉 Follow me @AndrewBolis for more and 🔄 Repost this to help others use AI

[H A J R A @codewithhajra]

10 AI Skills to Master in 2026

1. Prompt Engineering

Learn how to write clear, specific prompts that help AI generate accurate, relevant, and high-quality responses.

2. AI Workflow Automation

Use AI to automate repetitive tasks by connecting different apps and services, saving time and improving productivity.

3. AI Video Generation

Create professional videos from text prompts, scripts, or images without needing advanced video editing skills.

4. AI Image Generation

Generate high-quality images, illustrations, graphics, and thumbnails using simple text descriptions.

5. AI Content Writing

Use AI to write blogs, social media posts, emails, marketing copy, scripts, newsletters, and other written content faster.

6. AI Presentation Creation

Turn ideas, documents, or notes into well-designed presentations with AI-generated layouts, visuals, and speaker notes.

7. AI Chatbot Building

Build AI-powered chatbots for websites, customer support, lead generation, and internal business automation.

8. AI Audio & Voice Generation

Create realistic voiceovers, podcasts, narrations, and audio content using AI-generated voices.

9. AI Research & Summarization

Quickly analyze long documents, research papers, PDFs, and websites to extract key insights and concise summaries.

10. AI Resume & Career Optimization

Improve your resume, cover letter, LinkedIn profile, interview preparation, and job applications with AI assistance.

Repost to help others 🌸

[Cole Whitman @WhitmanXAI]

Broke? Jobless? Feeling stuck?
Google is paying $1,500 a day — and you don’t need a resume.

All it takes is:
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👣 Make sure you’re following so I can DM you the details

[Dr. SYLVIE WATIKUM 🇨🇲🇯🇵 Migration Intelligence @sylviewatikum]

🇦🇺 Move to Australia with tuition fee waiver support + AUD $34,315 annual living stipend for international PhD students at Bond University through HDR scholarships.
The scholarship supports high-achieving doctoral research students based on academic merit and research potential.

⏰ Deadline: 30 September 2026

💬 If you are interested, click this link 👇🏾 , read more and apply if you’re eligible. Goodluck!!

🔗 Link: https://t.co/XyNQ3fCMnJ

🎯Do you want scholarships to study abroad for FREE? Send me your CV and certificates so I can analyze them and tell you what to do next 🎯

Interested? Drop "interested" in the comments section, and I will reply to you with a link to sign up.

[Helena AI @rosemoni18]

50 USEFUL GITHUB REPOS

1. iFixAi — AI misalignment testing
→ https://t.co/nCoDlO2Qri

2. public-apis — free APIs for everything
→ https://t.co/YXTvX65lhn…

3. build-your-own-x — learn by building
→ https://t.co/ZSdLP1dESc…

4. developer-roadmap — learn any tech skill
→ https://t.co/f9lvHaLlPA…

5. free-programming-books — thousands of free books
→ https://t.co/f8QKPv9k0Y…

6. system-design-primer
→ https://t.co/0PLBK96x5D…

7. coding-interview-university
→ https://t.co/o07XVaDoom…

8. the-art-of-command-line
→ https://t.co/3x7c7QrpAn…

9. project-based-learning
→ https://t.co/7h790SSzAP…

10. you-dont-know-js
→ https://t.co/Kic0o9gKKy…

11. the-book-of-secret-knowledge
→ https://t.co/62BlmssNyD…

12. tech-interview-handbook
→ https://t.co/ilN8wOAwqR…

13. awesome-selfhosted
→ https://t.co/mgvDxHZtu9…

14. javascript-algorithms
→ https://t.co/5KZW3ETveZ…

15. 30-seconds-of-code
→ https://t.co/jnUYRxVEig…

16. github gitignore templates
→ https://t.co/fS7834QJvA…

17. ollama — run LLMs locally
→ https://t.co/b8N5iGPnlR

18. langchain
→ https://t.co/hgAjtz1HqT…

19. n8n automation
→ https://t.co/IA4mkHf8h8

20. openclaw — local AI assistant
→ https://t.co/EEpYbnCrsU…

21. dify — AI app builder
→ https://t.co/fvs9PLPOsV

22. langflow
→ https://t.co/wNmytX3SF0…

23. mem0 — AI memory layer
→ https://t.co/p1wafLVV53

24. browser-use
→ https://t.co/Duz1pMmwgg…

25. crewAI
→ https://t.co/OnKslmCXux…

26. MetaGPT
→ https://t.co/GcGK2aEFUU

27. AutoGen (Microsoft)
→ https://t.co/RHz8uOtXdg…

28. aider — AI coding assistant
→ https://t.co/mlHjOwrlH6

29. markitdown (Microsoft)
→ https://t.co/f2hRUIJVBZ…

30. open-webui
→ https://t.co/rrcce0jzkQ…

31. maigret — OSINT tool
→ https://t.co/4mGrDDCqvF

32. TradingAgents
→ https://t.co/RdwA6gqfBN…

33. stagehand
→ https://t.co/YJxbOk2TES…

34. firecrawl
→ https://t.co/sEqO4WpJJ0…

35. transformers (HuggingFace)
→ https://t.co/cxeX9Ewuc8…

36. vLLM
→ https://t.co/IjCGcuVZKc…

37. llama.cpp
→ https://t.co/Hc7WJQCfnE…

38. llama_index
→ https://t.co/LLyR6km62j…

39. nanoGPT (Karpathy)
→ https://t.co/yPLAe4Bnhr…

40. RAGFlow
→ https://t.co/CsTI313nRT…

41. supermemory
→ https://t.co/t8SocxOXSm…

42. awesome-claude-skills
→ https://t.co/p3k2Oz5Sce…

43. Bumblebee (Perplexity AI security tool)
→ https://t.co/rFcBamyP0P…

44. ComfyUI
→ https://t.co/T5mnKiZYdQ…

45. DeepSeek (official repo varies by model release)
→ https://t.co/YZ8z0rKVlJ

46. Lobe Chat
→ https://t.co/JqI2simDyW…

47. freeCodeCamp
→ https://t.co/rZUHtHCFbg…

48. system design + interview prep extras (bonus)
→ https://t.co/o07XVaDoom…

49. AI agents ecosystem (extra)
→ https://t.co/hgAjtz1HqT…

50. automation + AI workflows (extra)
→ https://t.co/IA4mkHf8h8

Save this before you forget it exists.

You'll come back to at least ten of these.

[Darshal Jaitwar @darshal_]

A salary can never make you RICH.

Here are 9 websites that pay you every day from home in 2025.

Start earning smarter Not harder 🔖

[Maxwell Orion @Orion_Vers7x]

Best YouTube Channels to learn AI in 2026:

1. AI Explained
👉 https://t.co/erbUnNjwLi…

2. Andrej Karpathy
👉 https://t.co/ueMBZOPrE2…

3. Cole Medin
👉 https://t.co/gVmAmlO3KI

4. DeepLearningAI
👉 https://t.co/wnLwcL0YSD…

5. Futurepedia
👉 https://t.co/uXJXeAzMdS…

6. Matthew Berman
👉 https://t.co/1PGrXA50JV…

7. Skill Leap AI
👉 https://t.co/WWY7mtRifR…

8. Tech With Tim
👉 https://t.co/Nzv3Y9yFHL…

9. Tina Huang
👉 https://t.co/JPj9hdeDOC…

10. Two Minute Papers
👉 https://t.co/9fgWTI2pa3…

If you’d love to see more content like this, don’t forget to follow for more AI magic.

[AI With Shipon @Shipon_40AI]

All Paid Courses (Free for First 4500 People)

𝗣𝗮𝗶𝗱 𝗖𝗼𝘂𝗿𝘀𝗲 𝗙𝗥𝗘𝗘 (PART - 1)
1. Artificial Intelligence
2. Machine Learning
3. Prompt Engineering
4. Claude,Chatgpt,Grok
5. Data Analytics
6. AWS Certified
7. Data Science
8. BIG DATA
9. Python
10. Ethical Hacking

(72 Hours only )

Like + RT + comment ' Drive '

Must Follow me so I can DM you.

[Dr Oludayo Sokunbi @Oludeewon]

🚨 Murdoch University RTP Scholarship in Australia 🇦🇺 (Fully Funded)

📍Benefits:
▪︎ Full Scholarship with $37,000 Stipend Per Year
▪︎ Provides Health Insurance

▪︎ Deadline: September 30, 2026

📍Click here to apply
https://t.co/3H5H7qNRiE

[Puneet Patwari @system_monarch]

I'm a Principal engineer & I passed system design rounds of Amazon, Atlassian, Walmart, Saleforce, and Deliveroo.

Trust me, learning system is not hard. Start from these fundamental concepts:

1) Load Balancing: https://t.co/3jKCLiI6vl

2) CDN: https://t.co/dxzCmm9gAf

3) Caching: https://t.co/pRgn0FTPp2

4) Cache Invalidation: https://t.co/QrfRjJ57gd

5) Rate Limiting: https://t.co/LE5ECM2tGt

6) API Gateway: https://t.co/DgU8cBDUVr

7) CAP Theorem: https://t.co/a8WydnAIxd

8) Sharding: https://t.co/XQLU6eDriD

9) Replication: https://t.co/KuDkFH0fjx

10) Partitioning: https://t.co/3WXKeZLbLa

11) Queues: https://t.co/JchEoCcFmF

12) Microservices: https://t.co/aAQfM6AWMq

13) Microservices Vs Monoliths: https://t.co/bTaIIWkPU3

14) Fault Tolerance: https://t.co/qXNBoyOqYT

15) Database Scaling: https://t.co/D2lvPm1wkB

16) Service Discovery: https://t.co/z2DpwbJBVI

17) Consistency models: https://t.co/K2r3nMcCQu

18) Eventual Consistency: https://t.co/SWiz4ckIKR

19) Distributed Transactions: https://t.co/xqL7BTJxXn

20) Leader Election: https://t.co/ApNaYSnSFj

21) Horizontal vs Vertical Scaling: https://t.co/IFuEmzMfob

22) Back of the Envelope Estimation: https://t.co/7ntEmtVggQ

23) Idempotency, Data Latency & Finale: https://t.co/fNArLx4MrW

Let me know what you'd like me to cover, would love to help :)

[Roan @RohOnChain]

Don't waste 2 years learning to build LLMs like Claude & ChatGPT.

Stanford just dropped a 2 hour course on how to build LLMs from scratch.

• 00:00 - LLM tokenization
• 25:44 - how LLMs decode user prompts
• 35:40 - training pipeline of LLMs
• 1:16:47 - LLM architecture from scratch

Anthropic pays $750,000/year to engineers who understand this exact knowledge of LLMs.

Bookmark this & give 2 hours today, no matter what. Then read the article below.

[The Tech Prophet (Amospikins) @Amospikins]

Quick money can become expensive money.

You collect the contract today, but lose your competence, reputation or integrity tomorrow.

Use AI. Use low-code. Chase opportunities.

But do not let your entire tech career become one long shortcut.

Use the trend. Don’t let the trend use you.

#TechCareer #SoftwareEngineering #AfricanTech

[Tips Excel @gudanglifehack]

If you're learning Excel, save this one. 📌

These are some of the Excel formulas I think every beginner should understand before moving to advanced topics.

SUM, SUMIF, SUMIFS
COUNT, COUNTIF, COUNTIFS
IF, AND, OR
MIN, MAX, AVERAGE
ROUND and more...

Save this thread for your next Excel practice session. 💚

[Francesco Ciulla @FrancescoCiull4]

WOW, I spent a lot of time on this one.

A full web development project built with:
• Rust + Axum
• Next.js
• PostgreSQL + SQLx
• Gemini
• Docker
• @rustrover

Also useful for JavaScript/Python devs

Watch: https://t.co/SbyEhtEDJF

[KING OF ALL SPORTS @Emmanuel_Tips]

Professional Remote Job & Freelance Platforms
Websites to Find These Jobs
•https://t.co/aV9PpDwKIx
•https://t.co/zwrzjRYZtL
•https://t.co/vS62MCwdbP (paid)
•https://t.co/uhpzBu8Wf1
•https://t.co/mMZoWb5wAN

Freelancing Platforms
•PeoplePerHour
•Upwork
•We Work Remotely
•Turing

Note: Results are not guaranteed and depend on your effort, skills, consistency, and execution.

[Abraham Okah(info hub) @AbrahamOkah2]

Here is a Compilation of a list of skills you can learn and links for you to learn them for FREE:

1. Cybersecurity
https://t.co/AqbC8neOnZ

2. Data Analytics
https://t.co/Qt62WA0nX8

3. Video Editing
https://t.co/yh7zgc59XU

4. UI/UX Designing
https://t.co/7JOkBc7MRk

5. Microsoft Excel
https://t.co/nD86dX4uNo

6. AI Automation
https://t.co/95fdO8Z4eK

7. Project Management
https://t.co/YW52jJIpw0

8. AI prompt
https://t.co/PzWkgZCHsA

9. Web Development
https://t.co/aNJweRO1Ex

10. SEO/Copywriting
https://t.co/eVdstBVbCN

Enjoy your weekend 😘

[XenAI @AlexRiad84837]

GOOGLE Free Courses With Certificates

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

• Business Intelligence
https://t.co/X4IRT7pRcH…

• Advanced Data Analytics
https://t.co/X4IRT7pRcH…

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

• AI & Machine Learning
https://t.co/T9PwoZus8Q…

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

• Project Management
https://t.co/Zl0mMp4ySb…

• UX Design
https://t.co/wAU2bS5get…

• IT Automation
https://t.co/X4IRT7pRcH…

• IT Support
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Get certified and boost your career with Google courses.

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

[XenAI @AlexRiad84837]

Most developers will never find these GitHub repos.🔥

Here are 19 of the most useful repositories for learning AI, programming, system design, and software engineering.

Which GitHub repo do you use the most?

1. iFixAi
https://t.co/d47D798REn⁠�

2. Build Your Own X
https://t.co/9tLc26QLzy…⁠�

3. Developer Roadmap
https://t.co/tNRXhCq5MV…⁠�

4. Free Programming Books
https://t.co/GXVBktJ5Pg…⁠�

5. System Design Primer
https://t.co/p1vxGiRPd6…⁠�

6. Coding Interview University
https://t.co/hTFARUXw1i…⁠�

7. The Art of Command Line
https://t.co/OM19On2RUv…⁠�

8. Project Based Learning
https://t.co/xrXobYEe5h…⁠�

9. You Don't Know JS
https://t.co/TPvNSwkEyM…⁠�

10. Tech Interview Handbook
https://t.co/IF7feMCkIm…⁠�

11. The Book of Secret Knowledge
https://t.co/B87IKFfw5K…⁠�

12. Awesome Selfhosted
https://t.co/9a7G9EyKrn…⁠�

13. JavaScript Algorithms
https://t.co/VXF2uacf9K…⁠�

14. 30 Seconds of Code
https://t.co/izVrhsQ1aR…⁠�

15. GitHub Gitignore Templates
https://t.co/zGagvrzsb8…⁠�

16. Public APIs
https://t.co/dpsZkmbdxw…⁠�

17. Ollama
https://t.co/MWM1ye9NZE⁠�

18. LangChain
https://t.co/xryJbvg1er…⁠�

19. n8n
https://t.co/4wKdbKFxZm⁠�

📌 Bookmark this. 🔁 Repost to help another developer.

Follow for more developer resources.