@vhannah_harper:

MADAN JACOB 🇭🇹

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Thursday 29 January 2026 21:44:27 GMT

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Comments

Top-redji :

Passport a genleu paka rele nan prizon an😂😂😂

2026-08-24 16:28:52

90

💨Youan🇧🇷 :

34minit 6mil likes 236 komantè touché pou m tounen, madanm Jakob chrrrr😁🥰😅😅

2026-01-29 22:20:52

7719

𖣂 :

Grrrrrr 😭🔥😂

2026-01-30 01:03:09

4436

♟️R O C K S T A R 🏳️ :

Anmweeeeyyyyy 😂😂

2026-01-29 22:40:17

10274

Djoue27 🌹🌹 :

j'suis jacobienne et toi?😭

2026-01-29 22:06:20

3357

christina :

😂😂😂😂dpim piti mw renmen mdnm jakòb

2026-01-29 21:47:27

2003

sandoo Quenn :

vendredi maten bonjour

2026-01-30 10:37:15

1643

Prezidan Jojo🕷️Spider Boy 🕷️ :

Grrrrr grrrrr😂

2026-01-30 04:00:14

1321

Neissa Belfort marenn parenn🥰 :

Vendredi matin yo bonjour 🥰😂😂😂 Grrrrrrrrrrrrr

2026-01-30 11:22:46

820

Danounou de coeur ♥️ :

Red red

2026-08-28 12:36:22

1

Klèdèp🙂😝 :

Grrrrr grrrrrrr

2026-01-30 03:43:06

692

@@Princesse👸🥳👸Soso Dootie🤩 :

Anmweyyy sa move 😂 Moun vendredi matin yo🤗 Bonjour Rele 🦅🦅🦅

2026-01-30 14:15:49

280

Mrs C🧿🌸 :

Vendredi matin bonjour 🥰

2026-01-30 13:51:03

208

Alisha 🖤🤓…. :

Team madan Jacob 😍🔥🔥🔥

2026-01-30 00:53:43

53

Cynthia :

Banm Madan Jacob 🥰

2026-01-29 22:27:29

3

Stherlie 👑🫅 :

tout Moun dimanche aprè midi yo avanse

2026-02-01 21:41:27

170

Dith :

2026-01-30 18:53:45

5

Draco 100k :

2026-01-30 06:10:52

5

coachjulias92 :

@

2026-01-30 00:01:43

5

Stay humble :

2026-01-30 20:51:52

5

Labelle FanFan8002 :

Moun kap gadel a10h 59 nan maten menm Jan avem yo like🤣🤣🤣

2026-01-30 15:59:56

5

chama :

wawwww 😂🥰😂😂😂

2026-01-30 04:22:48

5

Djim :

Sa se madan Maicowell verry well wi😂😂😂😂

2026-02-04 17:29:53

5

BONZEN-LARI-promo✅️ :

2026-01-30 05:49:13

5

mrstayoo68 :

Bon sa sa😒

2026-01-30 01:19:01

5

To see more videos from user @vhannah_harper, please go to the Tikwm homepage.

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The AI engineering roadmap for mid-level SWEs in 2026 👇 Save this. Your next $50K-$100k raise depends on it. 🧱 FOUNDATION (Week 1–2) • You already know APIs, Docker, and databases. That’s your edge. Use it. • Now learn how LLMs actually work: tokens, context windows, temperature, embeddings • Call the OpenAI / Anthropic API directly. No frameworks. Raw API only. • Understand what makes a prompt fail at scale, not just in a demo ⚙️ RAG SYSTEMS (Month 1–2) • Build a RAG pipeline from scratch, no LangChain yet • Learn chunking strategies: size, overlap, semantic splitting • Vector databases: Pinecone, pgvector, Weaviate. Know the tradeoffs. • MMR retrieval, hybrid search, reranking. This is what separates juniors from seniors. ⚠️ Most engineers can build RAG. Few can explain why it’s failing. Be the second type. 🤖 AI AGENTS (Month 2–3) • Build your first agent using a ReAct loop from primitives, not a framework • Tool use + function calling under the hood • Multi-agent orchestration: LangGraph, CrewAI • Memory architectures: short-term, long-term, episodic • MCP (Model Context Protocol). Every serious team is adopting this now. ⚠️ Don’t touch LangGraph until you’ve built a loop manually. Or you’ll debug blindly forever. 📊 LLMOps + EVALUATION (Month 3–4) • LLM-as-judge evaluation: how do you actually know if it’s working? • RAGAS + golden test sets for RAG evaluation • Observability: Langfuse or Helicone. Version your prompts like you version code. • Hallucination detection. This is what enterprises pay senior comp for. ⚠️ Evaluation is the #1 skill gap in mid-level AI engineering interviews. Most candidates have zero. 🗂️ PORTFOLIO + INTERVIEW PREP (Month 4–5) • 3 production-grade projects beat 10 tutorial projects every time • AI system design interviews: RAG architecture, agent design, latency tradeoffs • Learn to frame your SWE background as an asset, not a liability • Apply with a portfolio that shows you can ship, not just learn ⚠️ You don’t need a math PhD. You need proof you can build production systems. #aiengineer #softwareengineer #codingprojects #techjobs #aiagents

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I thought this scratch was permanent. Someone actually scraped my car. No repaint. No tools. I wiped it once and halfway through the scratch was already gone. Watch closely. #carscratch #cardetailing #beforeafter #satisfying #tiktokmademebuyit

I thought this scratch was permanent. Someone actually scraped my car. No repaint. No tools. I wiped it once and halfway through the scratch was already gone. Watch closely. #carscratch #cardetailing #beforeafter #satisfying #tiktokmademebuyit

#mayviadaihoc. Wave trắng vỉa à. #xuhuong #baovietnamf#fvt

#mayviadaihoc. Wave trắng vỉa à. #xuhuong #baovietnamf#fvt

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