qamran shahzad

Strompilot — the agent-first power copilot for dynamic tariffs German households on dynamic electricity tariffs get a new price every hour and no help using it. Strompilot turns one sentence of daily life ("Night shift, the baby sleeps by 8pm, the car must be full by 6am") into an optimal, fully explained day plan: a deterministic optimizer shifts each device into its cheapest hours, every number carries its formula and source, and nothing runs without human approval. An agent team does the work — Muse Spark reads the request, Spark Open explains, Muse Wonder critically reviews (and vetoes weak drafts), SAM 3.1 reads meter dials and measures roofs — while flex alarms, meter-confirmed learning, and per-household memory keep every plan honest and personal, all on private local storage.