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Life as an ML Engineer: When the LLM Is More Confident Than You! 😂

IR

Ishaan Reddy

ML Engineer | LLMs, RAG, Python | Shipping AI features that survive production

25 Oct 2026

Life as an ML Engineer: When the LLM Is More Confident Than You! 😂

Me: “Answer only using the provided documents.”

LLM: “Absolutely! I will be accurate and grounded.”

The LLM 2 seconds later: Invents a company, three statistics, and a research paper that has never existed.

Me: “Where did you get this information?”

LLM: “Trust me, bro.” 🤝😂

And then begins the real engineering work:

Checking retrieval quality
Adjusting chunk sizes
Improving prompts
Evaluating hallucinations
Checking token costs
Trying to reduce latency

After hours of debugging…

Me: “Let's try adding a reranker.”

LLM: Still confidently wrong, but now slightly slower and more expensive. 😭

Building a GenAI demo is fun. Making it reliable enough for production? That's the real adventure.

AI engineers, be honest: What's your biggest LLM headache?

1️⃣ Hallucinations
2️⃣ Bad retrieval
3️⃣ Latency
4️⃣ The cloud bill after deployment 😂

#MachineLearning #GenAI #LLM #RAG #AIEngineering #MLOps #TechHumor #ProgrammingMemes

#machinelearning#genai#llm#rag#aiengineering#mlops#techhumor#programmingmemes

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