... rather than hold the line forever. A stalled job that took the cautious path is recoverable. A stalled job that just sat there is a support ticket. Comment from Dale Mooney(@dalemooney): @alex_amancio_candoa_   @aadilghani  Constant versus invariant is the useful thing here and I am taking it. One addition: you cannot separate them by observation, but you can by deliberately violating the constant once. A property that survives a test faking an unattended caller ... ... which is bounded, and cannot fire when nobody started anything. Your last seen sweeper is already the mechanism. It is sweeping into the wrong bucket rather than lacking the signal. Comment from Dale Mooney(@dalemooney): @aadilghani   The gate versus

... doorbell. It rings the same whether it's a package or a fire. That's basically the gap Pushary fills, same hook idea you've already wired, but the event carries a real handoff (done vs blocked vs

... leave the device, and are never visible to the server. We use modern cryptography where it actually matters: ECDH P-256 for secure key exchange AES-256-GCM for authenticated encryption Perfect Forward Secrecy via Signal Protocol (X3DH + Double Ratchet) Optional Dual AES for defense-in-depth scenarios But encryption alone is not enough. MAPonME runs 15+ autonomous security subsystems operating across client and server layers: behavioral anomaly detection request sequence analysis adaptive rate limiting anti-SQL injection and data ...

... leave the device, and are never visible to the server. We use modern cryptography where it actually matters: ECDH P-256 for secure key exchange AES-256-GCM for authenticated encryption Perfect Forward Secrecy via Signal Protocol (X3DH + Double Ratchet) Optional Dual AES for defense-in-depth scenarios But encryption alone is not enough. MAPonME runs 15+ autonomous security subsystems operating across client and server layers: behavioral anomaly detection request sequence analysis adaptive rate limiting anti-SQL injection and data ...