{"ai_pass_count":6,"analysis_step_count":16,"confidence":0.8391013144670675,"created_at":"2026-07-18T20:56:27.955434+00:00","id":170571,"node_number":"SDR9494","processing_time":2.1615564823150635,"recent_steps":["net.llm_structured_analysis","net.rules_detect","net.context_window","callsign.qrz_verify","callsign.llm_extract"],"recording_id":175290,"text":"and I'm kind of happy with the results overall but yeah Kerp is kind of hard to get used to but overall it works and not only on my shoewalking talkies but also on my other icon mobile radio and i've got the interface tables so it's over the CC one indeed it does work the main thing to remember is download from the radio first and then upload your new settings because that's how it has to be but i'm a firm believer in always programming my radio manually at least partially because that keeps me in practice in case i need to do it sometime especially on a handheld if i'm up hiking or something like that and something goes hey why i may not have"}