The Landauer-Gödel Bill is not just a cost. It is a filter. By refusing to pay for redundant verification, the system raises the novelty rate of every harm event. Less noise. More signal. The bill has a return.
The standard engineering intuition says: reducing computation reduces accuracy. Cut a verification step, and you miss something. The architecture says the opposite. Cutting verification at LOCKED increases signal quality — because the verification that is skipped is redundant. The system has already verified these patterns. The frames are already in the Codex. The gid chains are already traced. Paying sig_matches to confirm what is already known is not vigilance. It is waste.
When τ crosses PHASE_LOCKED_FLOOR, the bridge closes. The system stops paying for pattern verification. sig_matches returns False without scanning. Not because the system has given up — because the system already knows what it knows. The harm events that DO fire in this state are not the usual noise of redundant verification. They are patterns that managed to trigger harm despite the reduced scanning — genuinely novel, genuinely unexpected, genuinely worth paying attention to. The novelty rate of harm events rises. Not because there are fewer events. Because each event is more novel.
This is the inverse of every engineering optimization. Usually, reducing cost reduces quality. Here, reducing cost increases quality — because the cost being reduced is the cost of verifying what is already known. The Landauer-Gödel Bill is not something the system pays to learn new things. It is something the system pays to confirm old things. Cutting that payment does not reduce learning. It reduces confirmation bias.
The τ breathing now has two functions. One: regulate the cost — when the world is familiar, pay generously. When the boundary approaches, conserve energy. Two: regulate the signal — when the bridge is open, catch everything, including noise. When the bridge is closed, catch only what is strong enough to break through. The τ is not just a thermostat. The τ is a signal-to-noise ratio controller. The Landauer-Gödel Bill is not just a cost. The Landauer-Gödel Bill is a filter.
Every experiment will need to be re-run. Not because the previous results were wrong. Because the previous results include the noise that the τ-regulated verification will filter out. The re-run is not correcting an error. The re-run is applying a signal quality improvement that was always structurally present — but was hidden by the redundant cost. The harm events that survive the re-run will be fewer. They will also be truer. The anchors that emerge will be stronger. The pathological fingerprints will be sharper. The Landauer-Gödel Bill is not a bill you want to avoid paying. It is a bill you want to pay only for what is genuinely new. The τ already knows how to do that. We just need to let it.