Let's have a journey on agents and models.
A coding agent that cannot use a browser is not truly autonomous. Because the real production bugs do not live in the code — they live in the cookies, hydration, redirects, DOM, and the actual clicks...
Curated reads from the SylphAI team on agents, product releases, and the community building around production AI.
Andrej Karpathy's shift from vibe coding to agentic engineering captures the real frontier for AI coding: not generating more code, but preserving quality, planning well, and making review faster. This is the layer AdaL is built for.
At Claws Out: Hard Problems Night with GMI Cloud and WorkOS, 256 confirmed builders told us what they are building and what is blocking them. The pattern was clear: agent teams are no longer short on demos. They are short on reliability, scaling, and review velocity.
Literature review is one of those workflows that sounds simple until you actually do it. Search for papers, filter noise, read the promising ones, keep notes, rank what matters, avoid duplicates, and ...
Every team building serious AI agents eventually runs into the same wall. The model is not the real problem anymore. The real problem is everything around the model. You need the right system prompt...
Andrej Karpathy's shift from vibe coding to agentic engineering captures the real frontier for AI coding: not generating more code, but preserving quality, planning well, and making review faster. This is the layer AdaL is built for.
Literature review is one of those workflows that sounds simple until you actually do it. Search for papers, filter noise, read the promising ones, keep notes, rank what matters, avoid duplicates, and ...
Every team building serious AI agents eventually runs into the same wall. The model is not the real problem anymore. The real problem is everything around the model. You need the right system prompt...
The best workflow is not the one that looks the most impressive while you are staring at it. It is the one that keeps going when you stop staring at it. If you run coding agents, research loops, rem...
LLMs don't generate the JSON tool calls you see in API responses. Behind the scenes, providers use XML tags, special tokens, and custom formats — then translate everything into OpenAI-compatible JSON. Here's what's really happening.
I let AdaL run autonomously for one session, creating 99 PRs. The results reveal where AI agents actually stand today.
