... Retrace records every LLM and tool call in an agent run, lets you replay it step by step like a video, and lets you fork any step to change the input and see how the run plays out differently. I built it because debugging an agent that failed in prod usually means re-running the whole thing and guessing, and I wanted to reproduce the exact run and change one step instead. Docs Playground ...

... Read and edit without leaving the graph. Focus mode: Click a node to filter the graph to only that card and its connections. Navigate by clicking connected nodes. The graph builds a visual trail of your path, helping you retrace steps and see how ideas connect. Hover to see the relationship, then jump to the exact spot it was mentioned. Path Finder: Select two nodes, click the path icon, and discover the shortest connection between them. The graph highlights ...

... correctness" by dispensing harsh truths. Instead, it strives to strike a balance between honesty and kindness. Transparent self-reflection. It's not an answer machine, but a recorder of its thought process. Through the audit chain, you can retrace its "thoughts" and understand where its answers come from. We don't believe in perfect AI; we only believe in auditable honesty. This system is both an answer and a question. We wonder: If AI must provide a "credential of honesty ...

... weeks of learning, it goes nowhere. Third failed attempt: Coursera Coursera courses are very high in quality and was definitely not for me. After a few failed attempt, I was bit frustrated but nowhere close to giving up I retraced my attempts and figured out, I need hand-holding. My goal was to learn the exact parts of each stack so that I can build a SaaS, not every tidbits of it. This is not something I can learn ... ... completed it by deploying my first software built all by myself. I understood the most part of it on the first try, some needed revisiting. Started building another product immediately. This time, I switched my code editor from VS