How to evaluate the performance of an AI agent when there is no 'Ground Truth'?
Unlike simple LLMs, agents can take 50 different paths to solve a problem. How do you measure success? Is there a framework for 'Agentic Benchmarking' that goes beyond just 'did it finish ...
Can we blame the "hallucination" of AI on the poor design of modern RAG systems?
Every time my chatbot makes something up, I look at the source documents and realize the retrieval failed. Why are RAG systems still so prone to fetching the wrong info? Is it a fundamental flaw in th...
CrewAI vs AutoGen: Which one should I pick for a customer support agent?
I need to build a system where two agents "debate" the best solution for a customer ticket. I’ve seen AutoGen mentioned for its conversational patterns, but CrewAI seems more structure...
Are AI Agents the secret to solving Web3's terrible user experience?
One of the biggest hurdles to Web3 adoption has always been the clunky UX—seed phrases, gas fees, and complex wallet interactions. With the 2026 surge in "Agentic Workflows," we are se...
Is prompt engineering still relevant now that AI models are getting smarter at intent?
With the release of more advanced models, I've noticed they seem to "guess" my intent much better. Does this mean prompt engineering is becoming a dying skill, or is there still a need f...
Is PyTorch Lightning better than native PyTorch for production scale?
Our team is debating whether to stick with native PyTorch or move to PyTorch Lightning for our next computer vision project. We are concerned about "magic" happening under the hood that migh...
How do I integrate Generative AI for dynamic NPC dialogue without ruining game performance?
I'm interested in using LLMs to create dynamic, unscripted dialogue for NPCs in my current project. However, calling an API every time a player speaks to a character introduces huge latency and co...
How do I implement Agentforce custom actions using Apex for real-time external data?
With the shift toward Agentforce, I’m trying to build a custom action that allows the AI to fetch real-time shipping status from an external ERP. I’ve written the Apex class with @Invocabl...
Does the PMI Certified Professional in Managing AI cover model deployment
Our technical PMO is struggling with machine learning lifecycle orchestration, particularly monitoring production model drift and data governance compliance. Does the new PMI Certified Professional in...
How critical is mastering C++ for a modern AI engineer roadmap?
I notice that most tutorials out there use Python for building applications. However, some advanced curriculum guides mention low-level languages. In a professional AI engineer roadmap, is it necessar...
