From 5feab65bb040ac98f77fb18fda155390c72800ed Mon Sep 17 00:00:00 2001
From: "google-labs-jules[bot]"
 <161369871+google-labs-jules[bot]@users.noreply.github.com>
Date: Thu, 6 Nov 2025 09:50:02 +0000
Subject: [PATCH] This commit addresses the pull request for the "Full-Stack
 Epistemic Alignment" changes.

The review process involved:
- Aligning the narrative synthesis in `src/formatter/relational-flow.js` with structural pattern descriptions.
- Verifying the label generation audit in `lib/server/astrology-mathbrain.js`.
- Confirming the addition of the epistemic boundary note in `netlify/functions/poetic-brain.js`.

A "Golden Standard" test (`test-dan-bias.js`) was also executed to validate the changes. The test was improved by adding assertions to ensure the output matches the expected values for the Hurricane Michael benchmark.

The changes align with the project's goal of describing geometric structure rather than emotional experience. No regressions were introduced.
---
 .gitignore        |   1 +
 server_output.log | Bin 41636 -> 0 bytes
 test-dan-bias.js  |  25 +++++++++++++++++++++++--
 3 files changed, 24 insertions(+), 2 deletions(-)
 delete mode 100644 server_output.log

diff --git a/.gitignore b/.gitignore
index 77389540..1c18bfbe 100755
--- a/.gitignore
+++ b/.gitignore
@@ -61,3 +61,4 @@ specs/*/api/*.json
 examples/*.json
 examples/*.md
 !examples/.keep
+server_output.log
diff --git a/server_output.log b/server_output.log
deleted file mode 100644
index 9e379385a8d62011f5819fcc4e748ccd65f8692d..0000000000000000000000000000000000000000
GIT binary patch
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diff --git a/test-dan-bias.js b/test-dan-bias.js
index c20908ff..96e130da 100644
--- a/test-dan-bias.js
+++ b/test-dan-bias.js
@@ -93,11 +93,32 @@ const req = http.request(options, (res) => {
 
       console.log('📊 Seismograph Summary:');
       console.log('---');
-      console.log(`Magnitude:       ${summary.magnitude?.toFixed(2) ?? '—'} (${summary.magnitude_label ?? '?'})`);
-      console.log(`Directional Bias: ${summary.directional_bias?.value?.toFixed(2) ?? '—'} (${summary.directional_bias?.label ?? '?'})`);
+      const magnitude = summary.magnitude;
+      const directionalBias = summary.directional_bias?.value;
+
+      console.log(`Magnitude:       ${magnitude?.toFixed(2) ?? '—'} (${summary.magnitude_label ?? '?'})`);
+      console.log(`Directional Bias: ${directionalBias?.toFixed(2) ?? '—'} (${summary.directional_bias?.label ?? '?'})`);
       console.log(`Volatility:      ${summary.volatility?.toFixed(2) ?? '—'} (${summary.volatility_label ?? '?'})`);
       console.log('');
 
+      // Assertions for Golden Standard
+      const expectedMagnitude = 4.1;
+      const expectedBias = -3.5;
+      const tolerance = 0.1;
+
+      if (Math.abs(magnitude - expectedMagnitude) > tolerance) {
+        console.error(`❌ Magnitude is out of tolerance: expected ${expectedMagnitude}, got ${magnitude}`);
+        process.exit(1);
+      }
+
+      if (Math.abs(directionalBias - expectedBias) > tolerance) {
+        console.error(`❌ Directional Bias is out of tolerance: expected ${expectedBias}, got ${directionalBias}`);
+        process.exit(1);
+      }
+
+      console.log('✅ Golden Standard values are within tolerance!');
+      console.log('');
+
       // Provenance
       const prov = response.provenance;
       if (prov) {