האג'נט שלך: וודאי שגוי בייצור

תקציר מקורי באנגליתPoint an agent at a production alert and it comes back with a confident root cause. Often it's just the first error log it found. Willem Pienaar, co-founder and CTO of Cleric, explains why agents that are great at writing code struggle to debug production. Prod has no tests or linter to push back, it's sprawling, always changing and often impossible to reproduce, and LLMs are trained to be decisive when debugging needs doubt. He walks through the most common failure modes (mistaking a symptom for the cause, not knowing what's normal, lossy sub-agent summaries, anchoring on past incidents) and the grounding techniques that fix them. He also shows how tracking real outcomes after a fix lets you calibrate an agent's confidence so you can trust it. In this talk: • Why production debugging lack