Shunyaya Symbolic Mathematical Hardware – Ops Levers, Timeline & Release Packet (5.11–5.13)

5.11 — Ops playbook (ten levers you can enable safely)

  1. Gain shaping by band (advisory). k_eff := k_nom * f_band(a).
  2. Integrator freeze when a drops below A0.
  3. Debounce alerts until a exceeds the chosen band threshold.
  4. Smooth actuation by mixing fast/slow paths keyed to a.
  5. Sensor prioritization. Choose the highest-a channel for feedback; keep others as corroboration.
  6. Sampling-rate adaptation. Hold steady under stable a; burst when a dips.
  7. Model blending. w(a) trades between models without changing the reported value m.
  8. Predictive maintenance. Count minutes spent in A-/A--.
  9. Budget sheds. Drop low-a branches first under compute/energy pressure.
  10. Operator UX. Show value m plus band; color bands without hiding numbers.

Simple f_band(a) example (plain text table):
a >= 0.90 -> f = 1.00
0.60 <= a < 0.90 -> f = 0.90
-0.60 < a < 0.60 -> f = 0.75
-0.90 < a <= -0.60 -> f = 0.50
a <= -0.90 -> f = 0.30

5.12 — Example deployment timeline (30/60/90 days)
D0–D30. Read-only across 3–5 KPIs; PASS gates green; operator training; stamps in place.
D31–D60. Advisory hooks on non-critical schedulers; weekly A/B; publish savings (waste, false alarms, oscillations).
D61–D90. Limited closed-loop policies with safety cases; propose silicon mapping if wins persist.

5.13 — Documentation packets (ship with each release)
Spec digest. One-page summary of semantics and knobs.
Conformance sheet. E-tests results with tolerances and conformance_checksum.
Pilot report. KPIs, deltas, economics, and revert switch ID.
Ops FAQ. What bands mean, how to interpret them, when to escalate.


Navigation
Back: Shunyaya Symbolic Mathematical Hardware – Change, Rollback & Integration (5.8–5.10)
Next: Shunyaya Symbolic Mathematical Hardware – Economics: Why It Pays & Universal Levers (6.1–6.2)


Directory of Pages
SSMH – Table of Contents