Newline AI AcceleratorReviews of newline.co

Sending a lot of spam

I joined mainly because I wanted to move more into AI engineering roles. Before this I had played around with LLM APIs but didn't really have much I could show in an interview. Now I have actual projects and can explain why I built things a certain way instead of just saying I know RAG or agents.

I've been a software engineer for a while and joined because I wanted to get deeper into AI engineering. The program covers a lot more than just prompting. We went through RAG, evals, agents, fine tuning and how these things actually work together. The live sessions have been really helpful too.

I've been pretty impressed with how deep the Newline AI Accelerator actually goes. It's not just another course on using ChatGPT or making a few API calls, they really get into AI engineering and how this stuff works under the hood. You cover RAG, embeddings, agents, evals, model architecture, production AI systems, and you're building things along the way, so it never feels like pure theory. The pace can be a lot tho lol, especially with a full time job and doom scrolling like the rest of us 😂 But I liked that they teach the same thing in different ways: podcasts, gamified exercises, visual videos, AI tutor, quizzes. And the live Q&A calls with Dipen are a gold mine, you can ask about whatever you're stuck on and go way deeper than recorded content. If you're serious about understanding modern AI engineering, there's a lot of value here. Honestly the program feels undervalued for what they put into it.

The lectures are a merely read out of slides, which we can do on our own too. When questions are asked sometimes they are very well answered and but sometimes they are not answered to the point. Also the solutions suggested are often bookish, overly simplified and given with a presumption as if every thing is just going to work if the suggestion given is followed. Does not take into practical challenges one can see in production like scale, latency, availability challenges. The course does not cover in depth on different styles of agentic patterns. This course does not really offer many insights on the actual real world challenges faced owing to several factors (mentioned above) and non-deterministic nature of AI.

Zao and his team are expert educators and total AI workflow gurus.

In this second AI Accelerator program, I’m continuing to learn cutting‑edge techniques that are directly used in the software industry. I came in wanting to deepen my understanding of production‑level harness engineering, and Newline delivered. The program gave me practical knowledge I can apply immediately and share with my team and community. The in‑person event in Miami added even more value. It helped me connect the concepts to real production workflows and gave me a clearer picture of how to use Harness effectively in my current role.

The industry has shifted, and I realized that simply using Al tools in my day-to-day job wasn’t enough. I felt the need to be able to solve enterprise problems by building AI systems when required, not just produce wrappers around OpenAI API. It seemed like all the info around this topic was too fragmented. But luckily, I was subscribed to Newline's newsletter and thus found out about this Al Bootcamp. The content is plenty and high-quality, and most importantly, it focuses on the practical aspects of Al Engineering. That's something I was looking for and I believe it can give engineers an edge in a tight market. What I’ve enjoyed the most so far is the emphasis on metrics and evaluation right from the start (and not as an afterthought) and the encouragement to build and experiment.