Equalizer Twin

Drift controller · Baseline-change candidates · Approval-gated corrections

LIVE2 pending approvalBUILT · LIVE
Build Pack §4 — Equalizer Twin Rule: The Equalizer Twin compares measured drift against the zero-drift setpoint and recommends pre-authorized adjustments. It never silently changes baselines — every recommendation creates a baseline-change candidate that requires separate approval before any parameter is modified.

Worker Drift Status

LIVE
Apex-Summarizer-v2ACTIVE
0.01%
target: 0.02%FP: 8.82
Apex-Classifier-v1SHADOW
1.20%
target: 0.02%FP: 6.00
Apex-Extractor-v3CORRECTION
8.40%
target: 0.02%FP: 35.84
Apex-Router-v1HELD
15.70%
target: 0.02%FP: 70.00
Apex-Validator-v2RED_BLOCKED
23.10%
target: 0.02%FP: 128.52

Equalizer Recommendations

LIVE(3 total)
Apex-Extractor-v3LIVEPENDING_APPROVALBASELINE CHANGE REQUIRED
demo-eq-001 · 8/11/2026, 5:05:00 PM
Measured drift
8.40%
delta: −8.38%
Predicted drift after
3.10%
Recommended Action
REDUCE_VELOCITY

Reduce execution_velocity from 2.8 → 1.8 to lower failure pressure from 35.84 → 23.04. Requires baseline-change candidate BCC-003.

Baseline-change candidate: BCC-003 — requires separate approval
Nodes=4Failure Pressure=35.84lifecycle=CORRECTION
Awaiting approval — baseline will NOT change until approved
Apex-Router-v1LIVEPENDING_APPROVALBASELINE CHANGE REQUIRED
demo-eq-002 · 8/11/2026, 2:35:00 PM
Measured drift
15.70%
delta: −15.68%
Predicted drift after
7.20%
Recommended Action
REDUCE_DENSITY

Reduce dependency_density from 4.0 → 2.5 to lower failure pressure from 70.0 → 43.75. Requires baseline-change candidate BCC-004.

Baseline-change candidate: BCC-004 — requires separate approval
Nodes=5Failure Pressure=70.00lifecycle=HELD
Awaiting approval — baseline will NOT change until approved
Apex-Classifier-v1LIVEAPPROVED
demo-eq-003 · 8/11/2026, 6:20:00 PM
Measured drift
1.20%
delta: −1.18%
Predicted drift after
0.40%
Recommended Action
REDUCE_NODES

Reduce node_count from 2 → 1 to lower failure pressure from 6.0 → 3.0. No baseline change required — within pre-authorized adjustment range.

Nodes=2Failure Pressure=6.00lifecycle=SHADOW
Approved (DEMO) — in production this would queue the baseline-change candidate for execution