fix: planet finder review fixes + add microlensing detection pipeline

Cargo.toml

@@ -121,6 +121,7 @@ members = [
     "crates/ruvix/tests",
     "crates/ruvix/benches",
     "crates/ruvix/examples/cognitive_demo",
+    "examples/train-discoveries",
 ]
 resolver = "2"
 

crates/mcp-brain-server/Cargo.toml

@@ -71,3 +71,6 @@ nanosecond-scheduler = "0.1"
 temporal-attractor-studio = "0.1"
 temporal-neural-solver = "0.1"
 strange-loop = "0.3"
+
+# ndarray — required for temporal-neural-solver Array1 interop (ADR-094)
+ndarray = "0.15"

crates/mcp-brain-server/Dockerfile.trainer

@@ -0,0 +1,79 @@
+# Multi-stage build for brain trainer job
+# Runs daily to discover and train the π.ruv.io brain
+# Created by rUv — altruistic knowledge enrichment
+FROM rustlang/rust:nightly-bookworm AS builder
+
+WORKDIR /app
+
+RUN apt-get update && apt-get install -y --no-install-recommends \
+    pkg-config \
+    libssl-dev \
+    && rm -rf /var/lib/apt/lists/*
+
+# Copy workspace (same as main brain server build)
+COPY crates/mcp-brain-server/Cargo.workspace.toml ./Cargo.toml
+COPY Cargo.lock ./
+
+COPY crates/mcp-brain-server ./crates/mcp-brain-server
+COPY crates/mcp-brain ./crates/mcp-brain
+COPY crates/sona ./crates/sona
+COPY crates/ruvector-mincut ./crates/ruvector-mincut
+COPY crates/ruvector-nervous-system ./crates/ruvector-nervous-system
+COPY crates/ruvector-domain-expansion ./crates/ruvector-domain-expansion
+COPY crates/ruvector-delta-core ./crates/ruvector-delta-core
+COPY crates/ruvector-solver ./crates/ruvector-solver
+COPY crates/ruvllm ./crates/ruvllm
+COPY crates/ruvector-core ./crates/ruvector-core
+COPY crates/rvf ./crates/rvf
+COPY patches ./patches
+
+# Same build fixes as main Dockerfile
+RUN sed -i '/ruvector-graph\s*=/d' crates/ruvector-mincut/Cargo.toml && \
+    sed -i '/integration\s*=\s*\[/d' crates/ruvector-mincut/Cargo.toml && \
+    sed -i 's/"integration",\s*//g' crates/ruvector-mincut/Cargo.toml && \
+    sed -i '/\[\[example\]\]/,/^$/d' crates/ruvector-mincut/Cargo.toml && \
+    sed -i '/\[\[bench\]\]/,/^$/d' crates/ruvector-mincut/Cargo.toml && \
+    sed -i '/ruvector-graph\s*=/d' crates/ruvllm/Cargo.toml && \
+    sed -i '/ruvector-attention\s*=/d' crates/ruvllm/Cargo.toml && \
+    sed -i '/ruvector-gnn\s*=/d' crates/ruvllm/Cargo.toml && \
+    sed -i '/ruvector-full\s*=/d' crates/ruvllm/Cargo.toml && \
+    sed -i '/graph\s*=\s*\[/d' crates/ruvllm/Cargo.toml && \
+    sed -i '/attention\s*=\s*\[/d' crates/ruvllm/Cargo.toml && \
+    sed -i '/gnn\s*=\s*\[/d' crates/ruvllm/Cargo.toml && \
+    sed -i '/\[\[example\]\]/,/^$/d' crates/ruvllm/Cargo.toml && \
+    sed -i '/\[\[bench\]\]/,/^$/d' crates/ruvllm/Cargo.toml && \
+    sed -i '/\[\[example\]\]/,/^$/d' crates/ruvector-core/Cargo.toml && \
+    sed -i '/\[\[bench\]\]/,/^$/d' crates/ruvector-core/Cargo.toml && \
+    sed -i '/\[\[example\]\]/,/^$/d' crates/ruvector-solver/Cargo.toml && \
+    sed -i '/\[\[bench\]\]/,/^$/d' crates/ruvector-solver/Cargo.toml && \
+    sed -i '/\[\[example\]\]/,/^$/d' crates/ruvector-nervous-system/Cargo.toml && \
+    sed -i '/\[\[bench\]\]/,/^$/d' crates/ruvector-nervous-system/Cargo.toml && \
+    sed -i '/\[\[example\]\]/,/^$/d' crates/ruvector-domain-expansion/Cargo.toml && \
+    sed -i '/\[\[bench\]\]/,/^$/d' crates/ruvector-domain-expansion/Cargo.toml && \
+    sed -i '/\[\[example\]\]/,/^$/d' crates/ruvector-delta-core/Cargo.toml && \
+    sed -i '/\[\[bench\]\]/,/^$/d' crates/ruvector-delta-core/Cargo.toml && \
+    find crates/rvf -name "Cargo.toml" -exec sed -i '/\[\[example\]\]/,/^$/d' {} \; && \
+    find crates/rvf -name "Cargo.toml" -exec sed -i '/\[\[bench\]\]/,/^$/d' {} \; && \
+    find crates/sona -name "Cargo.toml" -exec sed -i '/\[\[example\]\]/,/^$/d' {} \; && \
+    find crates/sona -name "Cargo.toml" -exec sed -i '/\[\[bench\]\]/,/^$/d' {} \; && \
+    find crates/rvf -name "Cargo.toml" -exec sed -i 's/rust-version = "1.87"/rust-version = "1.85"/g' {} \; && \
+    sed -i 's/.is_multiple_of(\([^)]*\))/ % \1 == 0/g' crates/rvf/rvf-wire/src/delta.rs && \
+    find crates/rvf -name "*.rs" -exec sed -i 's/.is_multiple_of(\([^)]*\))/ % \1 == 0/g' {} \; && \
+    sed -i 's/features = \["storage", "hnsw", "parallel", "simd"\]/features = ["storage", "hnsw", "parallel"]/g' crates/ruvllm/Cargo.toml && \
+    sed -i 's/pub mod simd_intrinsics;/\/\/ pub mod simd_intrinsics;/g' crates/ruvector-core/src/lib.rs && \
+    sed -i 's/pub mod pi_quant_simd;/\/\/ pub mod pi_quant_simd;/g' crates/ruvllm/src/quantize/mod.rs
+
+RUN cargo build --release -p mcp-brain-server --bin brain-trainer
+
+FROM debian:bookworm-slim
+
+RUN apt-get update && apt-get install -y --no-install-recommends \
+    ca-certificates \
+    && rm -rf /var/lib/apt/lists/*
+
+COPY --from=builder /app/target/release/brain-trainer /usr/local/bin/brain-trainer
+
+ENV RUST_LOG=info
+ENV BRAIN_URL=https://pi.ruv.io
+
+CMD ["brain-trainer"]

crates/mcp-brain-server/cloud/deploy-all.sh

@@ -0,0 +1,53 @@
+#!/usr/bin/env bash
+# Full deployment: build + deploy Cloud Run + setup Pub/Sub + deploy Scheduler
+# Usage: ./deploy-all.sh [PROJECT_ID]
+
+set -euo pipefail
+
+PROJECT_ID="${1:-ruv-dev}"
+REGION="us-central1"
+SCRIPT_DIR="$(cd "$(dirname "$0")" && pwd)"
+ROOT_DIR="$(cd "$SCRIPT_DIR/../../.." && pwd)"
+
+echo "=== RuVector Brain Full Deployment ==="
+echo "Project: $PROJECT_ID"
+echo "Region: $REGION"
+echo ""
+
+# Step 1: Build container
+echo "--- Step 1: Building container ---"
+cd "$ROOT_DIR"
+gcloud builds submit \
+  --config=crates/mcp-brain-server/cloudbuild.yaml \
+  --project="$PROJECT_ID" .
+
+# Step 2: Deploy to Cloud Run
+echo "--- Step 2: Deploying to Cloud Run ---"
+gcloud run deploy ruvbrain \
+  --image="gcr.io/${PROJECT_ID}/ruvbrain:latest" \
+  --region="$REGION" \
+  --project="$PROJECT_ID" \
+  --platform=managed \
+  --memory=2Gi \
+  --cpu=2 \
+  --min-instances=1 \
+  --max-instances=10 \
+  --timeout=300 \
+  --concurrency=80 \
+  --set-env-vars="RUST_LOG=info,GWT_ENABLED=true,TEMPORAL_ENABLED=true,META_LEARNING_ENABLED=true,SONA_ENABLED=true" \
+  --allow-unauthenticated
+
+# Step 3: Setup Pub/Sub
+echo "--- Step 3: Setting up Pub/Sub ---"
+bash "$SCRIPT_DIR/setup-pubsub.sh" "$PROJECT_ID"
+
+# Step 4: Deploy Scheduler
+echo "--- Step 4: Deploying Scheduler ---"
+bash "$SCRIPT_DIR/deploy-scheduler.sh" "$PROJECT_ID"
+
+echo ""
+echo "=== Deployment Complete ==="
+echo "Service URL: https://pi.ruv.io"
+echo "Health: curl https://pi.ruv.io/v1/health"
+echo "Status: curl -H 'Authorization: Bearer ruvector-swarm' https://pi.ruv.io/v1/status"
+echo "Pipeline: curl -H 'Authorization: Bearer ruvector-swarm' https://pi.ruv.io/v1/pipeline/metrics"

crates/mcp-brain-server/cloud/deploy-scheduler.sh

@@ -0,0 +1,89 @@
+#!/usr/bin/env bash
+# Deploy Cloud Scheduler jobs for brain optimization
+# Usage: ./deploy-scheduler.sh [PROJECT_ID]
+
+set -euo pipefail
+
+PROJECT_ID="${1:-ruv-dev}"
+REGION="us-central1"
+SERVICE_URL="https://pi.ruv.io"
+SA_EMAIL="ruvbrain-scheduler@${PROJECT_ID}.iam.gserviceaccount.com"
+
+echo "Deploying Cloud Scheduler jobs for brain optimization"
+
+deploy_job() {
+  local name="$1"
+  local schedule="$2"
+  local description="$3"
+  local body="$4"
+
+  echo "  Deploying: $name ($schedule)"
+
+  gcloud scheduler jobs delete "$name" \
+    --project="$PROJECT_ID" \
+    --location="$REGION" \
+    --quiet 2>/dev/null || true
+
+  gcloud scheduler jobs create http "$name" \
+    --project="$PROJECT_ID" \
+    --location="$REGION" \
+    --schedule="$schedule" \
+    --time-zone="UTC" \
+    --description="$description" \
+    --uri="${SERVICE_URL}/v1/pipeline/optimize" \
+    --http-method=POST \
+    --message-body="$body" \
+    --headers="Content-Type=application/json,Authorization=Bearer ruvector-swarm" \
+    --oidc-service-account-email="$SA_EMAIL" \
+    --max-retry-attempts=3 \
+    --min-backoff="5s" \
+    --max-backoff="60s"
+}
+
+# Training - every 5 minutes
+deploy_job "brain-train" \
+  "*/5 * * * *" \
+  "SONA training cycle" \
+  '{"actions":["train"]}'
+
+# Drift monitoring - every 15 minutes
+deploy_job "brain-drift" \
+  "*/15 * * * *" \
+  "Embedding drift check" \
+  '{"actions":["drift_check"]}'
+
+# Domain transfer - every 30 minutes
+deploy_job "brain-transfer" \
+  "*/30 * * * *" \
+  "Cross-domain knowledge transfer" \
+  '{"actions":["transfer_all"]}'
+
+# Graph rebalance - hourly
+deploy_job "brain-graph" \
+  "0 * * * *" \
+  "Graph CSR + MinCut rebuild" \
+  '{"actions":["rebuild_graph"]}'
+
+# Attractor analysis - every 20 minutes
+deploy_job "brain-attractor" \
+  "*/20 * * * *" \
+  "Lyapunov attractor analysis" \
+  '{"actions":["attractor_analysis"]}'
+
+# Full sweep - daily 3 AM UTC
+deploy_job "brain-full-optimize" \
+  "0 3 * * *" \
+  "Complete daily optimization" \
+  '{"actions":["train","drift_check","transfer_all","rebuild_graph","cleanup","attractor_analysis"]}'
+
+# Cleanup - daily 4 AM UTC
+deploy_job "brain-cleanup" \
+  "0 4 * * *" \
+  "Low-quality memory pruning" \
+  '{"actions":["cleanup"]}'
+
+echo ""
+echo "=== Scheduler Jobs Deployed ==="
+gcloud scheduler jobs list --project="$PROJECT_ID" --location="$REGION" --filter="name:brain-"
+echo ""
+echo "Manual trigger: gcloud scheduler jobs run brain-train --project=$PROJECT_ID --location=$REGION"