Building AI agent workflows for precise shipping.
Specs, prompt engineering, verifiability & harnesses.
Build in public at https://t.co/Q4RkuW0Veqstackbench.dev ~/stackbenchJoined April 2026
@RKronen The main area of focus is context engineering, what are the pieces of information vital for the agent and what isn’t! I think frontier models more or less understand what you want them to do from most prompts. It’s all about how you load the context with skills etc
@packdir This is basically Karpathy’s thesis as well right, speciation? The future won’t necessary be a one size fits all harness or model, it would be specialised harnesses that do a set of tasks very well
@plainionist Hooking these up to Grafana to view them visually is a great shout as well! You want to be able to view these metrics quickly, easily, and frequently
Yeah and I actually think finding ways to just making things easier on your brain is really the way to go. With ai, there’s no “fixed” process, you can build whatever you’d like to view information, it could be visual, auditory, whatever works for you! That’s why I think the html instead of markup idea took off so well
@nmamizerov This sounds super far fetched but I really would love to just be able to invest in crazy ideas and really try to make a difference and only look at profit as a way to cover operations and grow, not be in it for personal financial gain
Personal update: I've joined Anthropic. I think the next few years at the frontier of LLMs will be especially formative. I am very excited to join the team here and get back to R&D. I remain deeply passionate about education and plan to resume my work on it in time.
I feel like a big part of that product development process is actually understanding your market. Finding where your ideal user lives and investigating that space for ideas is one of the best way to polish the product! And get new feature ideas!
No point solving a problem no one has
I mean this is the struggle isn’t it, I feel like junior devs right now might have it tough, as the new standards haven’t been discovered, the education system hasn’t caught up yet. I could say they should focus on jumping right into system design via repos designed to teach (purposeful breaks) but that’s more of a bandaid than a solution
@mattpocockuk I feel like I might run into issues trying to undo some of its recommendations that I miss to catch. Then I lose the alignment aspect which is the best part of grill me right?
Seriously, start dictating in your sessions!
I was not a believer at all, and to be honest I still prefer to type out a lot of my prompts. It helps me make sure my idea is coherent
BUT while I’m reviewing a UI or code, the ability to speak out loud and have my ai transform that into an understandable format is a GAME CHANGER.
Next step: have my agents create tasks based on my feedback and then I can approve for another round.
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