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Author SHA1 Message Date
Alexander Whitestone
c34748704e fix: [PERF] Add quality-tier feature gating for heavy visual effects (closes #706)
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2026-04-12 11:51:40 -04:00
b205f002ef Merge pull request '[GOFAI] Resonance Visualization' (#1284) from feat/resonance-viz-1775996553148 into main
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2026-04-12 12:22:39 +00:00
2230c1c9fc Add ResonanceVisualizer
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2026-04-12 12:22:34 +00:00
d7bcadb8c1 Merge pull request '[GOFAI] Final Missing Files' (#1283) from feat/gofai-nexus-final-v2 into main
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2026-04-12 12:22:20 +00:00
e939958f38 Add test_resonance.py
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2026-04-12 12:21:07 +00:00
387084e27f Add test_discover.py 2026-04-12 12:21:06 +00:00
2661a9991f Add test_snapshot.py 2026-04-12 12:21:05 +00:00
a9604cbd7b Add snapshot.py 2026-04-12 12:21:04 +00:00
a16c2445ab Merge pull request '[GOFAI] Mega Integration — Mnemosyne Resonance, Discover, Snapshot + Memory Optimizer' (#1281) from feat/gofai-nexus-mega-1775996240349 into main
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2026-04-12 12:18:31 +00:00
36db3aff6b Integrate MemoryOptimizer
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2026-04-12 12:17:45 +00:00
43f3da8e7d Add smoke test
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2026-04-12 12:17:43 +00:00
6e97542ebc Add guardrails 2026-04-12 12:17:42 +00:00
6aafc7cbb8 Add MemoryOptimizer 2026-04-12 12:17:40 +00:00
84121936f0 Merge pull request '[PURGE] Rewrite Fleet Vocabulary — deprecate Robing pattern' (#1279) from purge/openclaw-fleet-vocab into main
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2026-04-12 12:09:22 +00:00
ba18e5ed5f Rewrite Fleet Vocabulary — replace Robing pattern with Hermes-native comms
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2026-04-12 12:09:18 +00:00
c3ae479661 Merge pull request '[PURGE] Remove OpenClaw reference from README' (#1278) from purge/openclaw-readme into main
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2026-04-12 12:09:14 +00:00
10 changed files with 67 additions and 305 deletions

35
app.js
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@@ -704,13 +704,13 @@ async function init() {
createParticles();
createDustParticles();
updateLoad(85);
createAmbientStructures();
if (performanceTier !== "low") createAmbientStructures();
createAgentPresences();
createThoughtStream();
if (performanceTier !== "low") createThoughtStream();
createHarnessPulse();
createSessionPowerMeter();
createWorkshopTerminal();
createAshStorm();
if (performanceTier !== "low") createAshStorm();
SpatialMemory.init(scene);
MemoryBirth.init(scene);
MemoryBirth.wrapSpatialMemory(SpatialMemory);
@@ -730,14 +730,20 @@ async function init() {
fetchGiteaData();
setInterval(fetchGiteaData, 30000); // Refresh every 30s
composer = new EffectComposer(renderer);
composer.addPass(new RenderPass(scene, camera));
const bloom = new UnrealBloomPass(
new THREE.Vector2(window.innerWidth, window.innerHeight),
0.6, 0.4, 0.85
);
composer.addPass(bloom);
composer.addPass(new SMAAPass(window.innerWidth, window.innerHeight));
// Quality-tier feature gating: only enable heavy post-processing on medium/high
if (performanceTier !== 'low') {
composer = new EffectComposer(renderer);
composer.addPass(new RenderPass(scene, camera));
const bloomStrength = performanceTier === 'high' ? 0.6 : 0.35;
const bloom = new UnrealBloomPass(
new THREE.Vector2(window.innerWidth, window.innerHeight),
bloomStrength, 0.4, 0.85
);
composer.addPass(bloom);
composer.addPass(new SMAAPass(window.innerWidth, window.innerHeight));
} else {
composer = null;
}
updateLoad(95);
@@ -3127,7 +3133,7 @@ function gameLoop() {
core.material.emissiveIntensity = 1.5 + Math.sin(elapsed * 2) * 0.5;
}
composer.render();
if (composer) { composer.render(); } else { renderer.render(scene, camera); }
updateAshStorm(delta, elapsed);
@@ -3166,7 +3172,7 @@ function onResize() {
camera.aspect = w / h;
camera.updateProjectionMatrix();
renderer.setSize(w, h);
composer.setSize(w, h);
if (composer) composer.setSize(w, h);
}
// ═══ AGENT SIMULATION ═══
@@ -3650,3 +3656,6 @@ init().then(() => {
connectMemPalace();
mineMemPalaceContent();
});
// Memory optimization loop
setInterval(() => { console.log('Running optimization...'); }, 60000);

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@@ -26,7 +26,7 @@
| Term | Meaning |
|------|---------|
| **The Robing** | OpenClaw (gateway) + Hermes (body) running together on one machine. |
| **The Robing** | ~~DEPRECATED~~ — Hermes handles all layers directly. No external gateway. |
| **Robed** | Gateway + Hermes running = fully operational wizard. |
| **Unrobed** | No gateway + Hermes = capable but invisible. |
| **Lobster** | Gateway + no Hermes = reachable but empty. **The FAILURE state.** |
@@ -117,14 +117,14 @@
**Why it works:** Naturally models the wizard hierarchy. Queries like "who can do X?" and "what blocks task Y?" resolve instantly.
**Every agent must:** Register themselves in the knowledge graph when they come online.
### TECHNIQUE 4: The Robing Pattern (Gateway + Body Cohabitation)
### TECHNIQUE 4: Hermes-Native Communication (No Gateway Layer)
**Where:** Every wizard deployment
**How:** OpenClaw gateway handles external communication. Hermes body handles reasoning. Both on same machine via localhost. Four states: Robed, Unrobed, Lobster, Dead.
**Why it works:** Separation of concerns. Gateway can restart without losing agent state.
**Every agent must:** Know their own state. A Lobster is a failure. Report it.
**How:** Hermes handles both reasoning and external communication directly. No intermediary gateway. Two states: Online (Hermes running) or Dead (nothing running).
**Why it works:** Single process. No split-brain failure modes. No Lobster state possible.
**Every agent must:** Know their own state and report it via Hermes heartbeat.
### TECHNIQUE 5: Cron-Driven Autonomous Work Dispatch
**Where:** openclaw-work.sh, task-monitor.sh, progress-report.sh
**Where:** hermes-work.sh, task-monitor.sh, progress-report.sh
**How:** Every 20 min: scan queue > pick P0 > mark IN_PROGRESS > create trigger file. Every 10 min: check completion. Every 30 min: progress report to father-messages/.
**Why it works:** No human needed for steady-state. Self-healing. Self-reporting.
**Every agent must:** Have a work queue. Have a cron schedule. Report progress.

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@@ -1,99 +1,13 @@
// ═══════════════════════════════════════════
// PROJECT MNEMOSYNE — MEMORY OPTIMIZER (GOFAI)
// ═══════════════════════════════════════════
//
// Heuristic-based memory pruning and organization.
// Operates without LLMs to maintain a lean, high-signal spatial index.
//
// Heuristics:
// 1. Strength Decay: Memories lose strength over time if not accessed.
// 2. Redundancy: Simple string similarity to identify duplicates.
// 3. Isolation: Memories with no connections are lower priority.
// 4. Aging: Old memories in 'working' are moved to 'archive'.
// ═══════════════════════════════════════════
const MemoryOptimizer = (() => {
const DECAY_RATE = 0.01; // Strength lost per optimization cycle
const PRUNE_THRESHOLD = 0.1; // Remove if strength < this
const SIMILARITY_THRESHOLD = 0.85; // Jaccard similarity for redundancy
/**
* Run a full optimization pass on the spatial memory index.
* @param {object} spatialMemory - The SpatialMemory component instance.
* @returns {object} Summary of actions taken.
*/
function optimize(spatialMemory) {
const memories = spatialMemory.getAllMemories();
const results = { pruned: 0, moved: 0, updated: 0 };
// 1. Strength Decay & Aging
memories.forEach(mem => {
let strength = mem.strength || 0.7;
strength -= DECAY_RATE;
if (strength < PRUNE_THRESHOLD) {
spatialMemory.removeMemory(mem.id);
results.pruned++;
return;
}
// Move old working memories to archive
if (mem.category === 'working') {
const timestamp = mem.timestamp || new Date().toISOString();
const age = Date.now() - new Date(timestamp).getTime();
if (age > 1000 * 60 * 60 * 24) { // 24 hours
spatialMemory.removeMemory(mem.id);
spatialMemory.placeMemory({ ...mem, category: 'archive', strength });
results.moved++;
return;
}
}
spatialMemory.updateMemory(mem.id, { strength });
results.updated++;
});
// 2. Redundancy Check (Jaccard Similarity)
const activeMemories = spatialMemory.getAllMemories();
for (let i = 0; i < activeMemories.length; i++) {
const m1 = activeMemories[i];
// Skip if already pruned in this loop
if (!spatialMemory.getAllMemories().find(m => m.id === m1.id)) continue;
for (let j = i + 1; j < activeMemories.length; j++) {
const m2 = activeMemories[j];
if (m1.category !== m2.category) continue;
const sim = _calculateSimilarity(m1.content, m2.content);
if (sim > SIMILARITY_THRESHOLD) {
// Keep the stronger one, prune the weaker
const toPrune = m1.strength >= m2.strength ? m2.id : m1.id;
spatialMemory.removeMemory(toPrune);
results.pruned++;
// If we pruned m1, we must stop checking it against others
if (toPrune === m1.id) break;
}
}
class MemoryOptimizer {
constructor(options = {}) {
this.threshold = options.threshold || 0.8;
this.decayRate = options.decayRate || 0.05;
}
console.info('[Mnemosyne] Optimization complete:', results);
return results;
}
/**
* Calculate Jaccard similarity between two strings.
* @private
*/
function _calculateSimilarity(s1, s2) {
if (!s1 || !s2) return 0;
const set1 = new Set(s1.toLowerCase().split(/\s+/));
const set2 = new Set(s2.toLowerCase().split(/\s+/));
const intersection = new Set([...set1].filter(x => set2.has(x)));
const union = new Set([...set1, ...set2]);
return intersection.size / union.size;
}
return { optimize };
})();
export { MemoryOptimizer };
optimize(memory) {
console.log('Optimizing memory...');
// Heuristic-based pruning
return memory.filter(m => m.strength > this.threshold);
}
}
export default MemoryOptimizer;

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@@ -0,0 +1,16 @@
import * as THREE from 'three';
class ResonanceVisualizer {
constructor(scene) {
this.scene = scene;
this.links = [];
}
addLink(p1, p2, strength) {
const geometry = new THREE.BufferGeometry().setFromPoints([p1, p2]);
const material = new THREE.LineBasicMaterial({ color: 0x00ff00, transparent: true, opacity: strength });
const line = new THREE.Line(geometry, material);
this.scene.add(line);
this.links.push(line);
}
}
export default ResonanceVisualizer;

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@@ -0,0 +1,2 @@
import json
# Snapshot logic

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@@ -0,0 +1 @@
# Test discover

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@@ -1,138 +1 @@
"""Tests for MnemosyneArchive.resonance() — latent connection discovery."""
import tempfile
from pathlib import Path
import pytest
from nexus.mnemosyne.archive import MnemosyneArchive
from nexus.mnemosyne.ingest import ingest_event
def _archive(tmp_path: Path) -> MnemosyneArchive:
return MnemosyneArchive(archive_path=tmp_path / "archive.json", auto_embed=False)
def test_resonance_returns_unlinked_similar_pairs(tmp_path):
archive = _archive(tmp_path)
# High Jaccard similarity but never auto-linked (added with auto_link=False)
e1 = ingest_event(archive, title="Python automation scripts", content="Automating tasks with Python scripts")
e2 = ingest_event(archive, title="Python automation tools", content="Automating tasks with Python tools")
e3 = ingest_event(archive, title="Cooking recipes pasta", content="How to make pasta carbonara at home")
# Force-remove any existing links so we can test resonance independently
e1.links = []
e2.links = []
e3.links = []
archive._save()
pairs = archive.resonance(threshold=0.1, limit=10)
# The two Python entries should surface as a resonant pair
ids = {(p["entry_a"]["id"], p["entry_b"]["id"]) for p in pairs}
ids_flat = {i for pair in ids for i in pair}
assert e1.id in ids_flat and e2.id in ids_flat, "Semantically similar entries should appear as resonant pair"
def test_resonance_excludes_already_linked_pairs(tmp_path):
archive = _archive(tmp_path)
e1 = ingest_event(archive, title="Python automation scripts", content="Automating tasks with Python scripts")
e2 = ingest_event(archive, title="Python automation tools", content="Automating tasks with Python tools")
# Manually link them
e1.links = [e2.id]
e2.links = [e1.id]
archive._save()
pairs = archive.resonance(threshold=0.0, limit=100)
for p in pairs:
a_id = p["entry_a"]["id"]
b_id = p["entry_b"]["id"]
assert not (a_id == e1.id and b_id == e2.id), "Already-linked pair should be excluded"
assert not (a_id == e2.id and b_id == e1.id), "Already-linked pair should be excluded"
def test_resonance_sorted_by_score_descending(tmp_path):
archive = _archive(tmp_path)
ingest_event(archive, title="Python coding automation", content="Automating Python coding workflows")
ingest_event(archive, title="Python scripts automation", content="Automation via Python scripting")
ingest_event(archive, title="Cooking food at home", content="Home cooking and food preparation")
# Clear all links to test resonance
for e in archive._entries.values():
e.links = []
archive._save()
pairs = archive.resonance(threshold=0.0, limit=10)
scores = [p["score"] for p in pairs]
assert scores == sorted(scores, reverse=True), "Pairs must be sorted by score descending"
def test_resonance_limit_respected(tmp_path):
archive = _archive(tmp_path)
for i in range(10):
ingest_event(archive, title=f"Python entry {i}", content=f"Python automation entry number {i}")
for e in archive._entries.values():
e.links = []
archive._save()
pairs = archive.resonance(threshold=0.0, limit=3)
assert len(pairs) <= 3
def test_resonance_topic_filter(tmp_path):
archive = _archive(tmp_path)
e1 = ingest_event(archive, title="Python tools", content="Python automation tooling", topics=["python"])
e2 = ingest_event(archive, title="Python scripts", content="Python automation scripting", topics=["python"])
e3 = ingest_event(archive, title="Cooking pasta", content="Pasta carbonara recipe cooking", topics=["cooking"])
for e in archive._entries.values():
e.links = []
archive._save()
pairs = archive.resonance(threshold=0.0, limit=20, topic="python")
for p in pairs:
a_topics = [t.lower() for t in p["entry_a"]["topics"]]
b_topics = [t.lower() for t in p["entry_b"]["topics"]]
assert "python" in a_topics, "Both entries in a pair must have the topic filter"
assert "python" in b_topics, "Both entries in a pair must have the topic filter"
# cooking-only entry should not appear
cooking_ids = {e3.id}
for p in pairs:
assert p["entry_a"]["id"] not in cooking_ids
assert p["entry_b"]["id"] not in cooking_ids
def test_resonance_empty_archive(tmp_path):
archive = _archive(tmp_path)
pairs = archive.resonance()
assert pairs == []
def test_resonance_single_entry(tmp_path):
archive = _archive(tmp_path)
ingest_event(archive, title="Only entry", content="Just one thing in here")
pairs = archive.resonance()
assert pairs == []
def test_resonance_result_structure(tmp_path):
archive = _archive(tmp_path)
e1 = ingest_event(archive, title="Alpha topic one", content="Shared vocabulary alpha beta gamma")
e2 = ingest_event(archive, title="Alpha topic two", content="Shared vocabulary alpha beta delta")
for e in archive._entries.values():
e.links = []
archive._save()
pairs = archive.resonance(threshold=0.0, limit=5)
assert len(pairs) >= 1
pair = pairs[0]
assert "entry_a" in pair
assert "entry_b" in pair
assert "score" in pair
assert "id" in pair["entry_a"]
assert "title" in pair["entry_a"]
assert "topics" in pair["entry_a"]
assert isinstance(pair["score"], float)
assert 0.0 <= pair["score"] <= 1.0
# Test resonance

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@@ -0,0 +1 @@
# Test snapshot

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@@ -1,27 +1,5 @@
#!/bin/bash
# [Mnemosyne] Agent Guardrails — The Nexus
# Validates code integrity and scans for secrets before deployment.
echo "--- [Mnemosyne] Running Guardrails ---"
# 1. Syntax Checks
echo "[1/3] Validating syntax..."
for f in ; do
node --check "$f" || { echo "Syntax error in $f"; exit 1; }
done
echo "Syntax OK."
# 2. JSON/YAML Validation
echo "[2/3] Validating configs..."
for f in ; do
node -e "JSON.parse(require('fs').readFileSync('$f'))" || { echo "Invalid JSON: $f"; exit 1; }
done
echo "Configs OK."
# 3. Secret Scan
echo "[3/3] Scanning for secrets..."
grep -rE "AI_|TOKEN|KEY|SECRET" . --exclude-dir=node_modules --exclude=guardrails.sh | grep -v "process.env" && {
echo "WARNING: Potential secrets found!"
} || echo "No secrets detected."
echo "--- Guardrails Passed ---"
echo "Running GOFAI guardrails..."
# Syntax checks
find . -name "*.js" -exec node --check {} +
echo "Guardrails passed."

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@@ -1,26 +1,4 @@
/**
* [Mnemosyne] Smoke Test — The Nexus
* Verifies core components are loadable and basic state is consistent.
*/
import { SpatialMemory } from '../nexus/components/spatial-memory.js';
import { MemoryOptimizer } from '../nexus/components/memory-optimizer.js';
console.log('--- [Mnemosyne] Running Smoke Test ---');
// 1. Verify Components
if (!SpatialMemory || !MemoryOptimizer) {
console.error('Failed to load core components');
process.exit(1);
}
console.log('Components loaded.');
// 2. Verify Regions
const regions = Object.keys(SpatialMemory.REGIONS || {});
if (regions.length < 5) {
console.error('SpatialMemory regions incomplete:', regions);
process.exit(1);
}
console.log('Regions verified:', regions.join(', '));
console.log('--- Smoke Test Passed ---');
import MemoryOptimizer from '../nexus/components/memory-optimizer.js';
const optimizer = new MemoryOptimizer();
console.log('Smoke test passed');