Alex

[Alex @Alexfnwq]

@SumayyaTheory In 2026 need experience

[Alex @Alexfnwq]

Fresher

[Sumayya Theory @SumayyaTheory]

Job experience Trap

[Sumayya Theory @SumayyaTheory]

Job experience Trap

[Alex @Alexfnwq]

@Shafaque02 @X Let's connect

[Shafaque @Shafaque02]

Hey @X Algorithm 👋

Help me connect with people who are passionate about:

🚀 Backend
✨ Frontend
💻 Full Stack
☁️ DevOps
📈 Data Science
🎨 UI/UX
💰 SaaS
🤖 AI & Vibe Coding
⚡ JavaScript
🧠 DSA

Drop a 👋 below and let's connect.....

[Alex @Alexfnwq]

Developers

[Shafaque @Shafaque02]

Me trying to act productive without ChatGPT, Claude & Cursor:

Who else can't function without AI anymore? 😂

[Shafaque @Shafaque02]

Me trying to act productive without ChatGPT, Claude & Cursor:

Who else can't function without AI anymore? 😂

[Alex @Alexfnwq]

@Shafaque02 Reality of developers

[Alex @Alexfnwq]

@SumayyaTheory Real

[Alex @Alexfnwq]

@SumayyaTheory Literally me😁

[Alex @Alexfnwq]

Real

[Sumayya Theory @SumayyaTheory]

Me before studying: full motivation, sharpened pencil, fresh notebook

Me after 5 mins: who even invented studying bro

[Sumayya Theory @SumayyaTheory]

Me before studying: full motivation, sharpened pencil, fresh notebook

Me after 5 mins: who even invented studying bro

[Alex @Alexfnwq]

@Shafaque02 To understand the code

[Alex @Alexfnwq]

Coding situation

[Shafaque @Shafaque02]

Me trying to understand the code I wrote at 3 AM with full confidence.

[Shafaque @Shafaque02]

Me trying to understand the code I wrote at 3 AM with full confidence.

[Alex @Alexfnwq]

AI Engineering

[Shafaque @Shafaque02]

🧩 AI Engineering Stack Ranked by Difficulty (2026)

🟢 Prompt Engineering — Easy
🟢 ChatGPT API / Claude API — Easy
🟢 LangChain Basics — Easy
🟢 Vector DB (Pinecone/Qdrant) — Easy
🟢 RAG Basics — Easy

🔵 Fine-tuning LLMs — Moderate
🔵 Function Calling / Tools — Moderate
🔵 Embeddings — Moderate
🔵 Guardrails — Moderate
🔵 Eval Frameworks — Moderate

🟠 AI Agents (Multi-agent) — Hard
🟠 LoRA / QLoRA — Hard
🟠 MCP Servers — Hard
🟠 Long Context Handling — Hard
🟠 Voice Agents (Realtime) — Hard

🔴 Training LLM from Scratch — Very Hard
🔴 RLHF / DPO — Very Hard
🔴 Mixture of Experts — Very Hard
🔴 LLM Security / Jailbreak Defense — Very Hard
🔴 Building Your Own Inference Engine — Very Hard

Which AI concept are you stuck on in 2026? 👀

[Shafaque @Shafaque02]

🧩 AI Engineering Stack Ranked by Difficulty (2026)

🟢 Prompt Engineering — Easy
🟢 ChatGPT API / Claude API — Easy
🟢 LangChain Basics — Easy
🟢 Vector DB (Pinecone/Qdrant) — Easy
🟢 RAG Basics — Easy

🔵 Fine-tuning LLMs — Moderate
🔵 Function Calling / Tools — Moderate
🔵 Embeddings — Moderate
🔵 Guardrails — Moderate
🔵 Eval Frameworks — Moderate

🟠 AI Agents (Multi-agent) — Hard
🟠 LoRA / QLoRA — Hard
🟠 MCP Servers — Hard
🟠 Long Context Handling — Hard
🟠 Voice Agents (Realtime) — Hard

🔴 Training LLM from Scratch — Very Hard
🔴 RLHF / DPO — Very Hard
🔴 Mixture of Experts — Very Hard
🔴 LLM Security / Jailbreak Defense — Very Hard
🔴 Building Your Own Inference Engine — Very Hard

Which AI concept are you stuck on in 2026? 👀

[Alex @Alexfnwq]

@Shafaque02 Great share

[Alex @Alexfnwq]

@SumayyaTheory Teacher in shoked