WATCHLLM
Where Creative AgentsBecome UnbreakableExperiences
We combine adversarial simulation, graph replay, and strict severity scoring to build AI products that feel sharp under pressure, not fragile after launch.
Prompt attack rehearsals
Simulate jailbreaks, role confusion, and context poisoning before users ever see unstable behavior.
Trace-first debugging
Replay every node in the execution graph and isolate exactly where tool calls or memory decisions derailed.
Severity scoring
Use rule scoring plus judge verdicts to prioritize fixes by impact, not by noise.