diff --git a/deployments/docker/Dockerfile.api b/deployments/docker/Dockerfile.api
deleted file mode 100644
index 2217819..0000000
--- a/deployments/docker/Dockerfile.api
+++ /dev/null
@@ -1,42 +0,0 @@
-# Build stage
-FROM golang:1.22-alpine AS builder
-
-WORKDIR /app
-
-# Install dependencies
-RUN apk add --no-cache git ca-certificates
-
-# Copy go mod files
-COPY go.mod go.sum ./
-RUN go mod download
-
-# Copy source code
-COPY . .
-
-# Build the binary
-RUN CGO_ENABLED=0 GOOS=linux go build -a -installsuffix cgo -o pnf-api ./cmd/api
-
-# Final stage
-FROM alpine:3.19
-
-WORKDIR /app
-
-# Install ca-certificates for HTTPS requests
-RUN apk add --no-cache ca-certificates tzdata
-
-# Copy binary from builder
-COPY --from=builder /app/pnf-api .
-
-# Create non-root user
-RUN adduser -D -g '' appuser
-USER appuser
-
-# Expose port
-EXPOSE 8080
-
-# Health check
-HEALTHCHECK --interval=30s --timeout=3s --start-period=5s --retries=3 \
-    CMD wget --no-verbose --tries=1 --spider http://localhost:8080/health || exit 1
-
-# Run the binary
-CMD ["./pnf-api"]
diff --git a/deployments/docker/Dockerfile.api.dev b/deployments/docker/Dockerfile.api.dev
deleted file mode 100644
index a4aa61f..0000000
--- a/deployments/docker/Dockerfile.api.dev
+++ /dev/null
@@ -1,18 +0,0 @@
-# Development Dockerfile with Air for live reload
-FROM golang:1.23-alpine
-
-WORKDIR /app
-
-# Install Air for live reload
-RUN go install github.com/air-verse/air@v1.61.7
-
-# Copy go mod files
-COPY go.mod go.sum ./
-RUN go mod download
-
-# The source code will be mounted as a volume
-# Air will watch for changes and rebuild
-
-EXPOSE 8080
-
-CMD ["air", "-c", ".air.toml"]
diff --git a/deployments/docker/Dockerfile.tui b/deployments/docker/Dockerfile.tui
deleted file mode 100644
index 0e8067b..0000000
--- a/deployments/docker/Dockerfile.tui
+++ /dev/null
@@ -1,35 +0,0 @@
-# Build stage
-FROM golang:1.22-alpine AS builder
-
-WORKDIR /app
-
-# Install dependencies
-RUN apk add --no-cache git ca-certificates
-
-# Copy go mod files
-COPY go.mod go.sum ./
-RUN go mod download
-
-# Copy source code
-COPY . .
-
-# Build the binary
-RUN CGO_ENABLED=0 GOOS=linux go build -a -installsuffix cgo -o pnf ./cmd/tui
-
-# Final stage
-FROM alpine:3.19
-
-WORKDIR /app
-
-# Install ca-certificates for HTTPS requests
-RUN apk add --no-cache ca-certificates tzdata
-
-# Copy binary from builder
-COPY --from=builder /app/pnf .
-
-# Create non-root user
-RUN adduser -D -g '' appuser
-USER appuser
-
-# Run the binary
-ENTRYPOINT ["./pnf"]
diff --git a/deployments/docker/docker-compose.yml b/deployments/docker/docker-compose.yml
deleted file mode 100644
index 03e756e..0000000
--- a/deployments/docker/docker-compose.yml
+++ /dev/null
@@ -1,77 +0,0 @@
-version: "3.8"
-
-services:
-  # PostgreSQL with TimescaleDB
-  db:
-    image: timescale/timescaledb:latest-pg15
-    container_name: p95-db
-    environment:
-      POSTGRES_USER: p95
-      POSTGRES_PASSWORD: p95
-      POSTGRES_DB: p95
-    volumes:
-      - pgdata:/var/lib/postgresql/data
-      - ./init:/docker-entrypoint-initdb.d:ro
-    ports:
-      - "5432:5432"
-    healthcheck:
-      test: ["CMD-SHELL", "pg_isready -U p95"]
-      interval: 10s
-      timeout: 5s
-      retries: 5
-
-  # Redis (optional, for caching and pub/sub)
-  redis:
-    image: redis:7-alpine
-    container_name: p95-redis
-    ports:
-      - "6379:6379"
-    volumes:
-      - redisdata:/data
-    healthcheck:
-      test: ["CMD", "redis-cli", "ping"]
-      interval: 10s
-      timeout: 5s
-      retries: 5
-
-  # API Server (development with live reload)
-  api:
-    build:
-      context: ../..
-      dockerfile: deployments/docker/Dockerfile.api.dev
-    container_name: p95-api
-    environment:
-      - PORT=8080
-      - DATABASE_URL=postgres://p95:p95@db:5432/p95?sslmode=disable
-      - REDIS_URL=redis://redis:6379
-      - JWT_SECRET=change-me-in-production
-      - DEPLOYMENT_MODE=self-hosted
-      - ADMIN_EMAIL=admin@localhost
-      - ADMIN_PASSWORD=admin123
-      - DEBUG=true
-    volumes:
-      - ../..:/app
-    ports:
-      - "8080:8080"
-    depends_on:
-      db:
-        condition: service_healthy
-      redis:
-        condition: service_healthy
-    restart: unless-stopped
-
-  # Web Dashboard
-  web:
-    build:
-      context: ../..
-      dockerfile: web/Dockerfile
-    container_name: p95-web
-    ports:
-      - "3000:80"
-    depends_on:
-      - api
-    restart: unless-stopped
-
-volumes:
-  pgdata:
-  redisdata:
diff --git a/deployments/docker/init/001_initial_schema.up.sql b/deployments/docker/init/001_initial_schema.up.sql
deleted file mode 100644
index 2511ddb..0000000
--- a/deployments/docker/init/001_initial_schema.up.sql
+++ /dev/null
@@ -1,174 +0,0 @@
--- p95 Initial Schema
--- PostgreSQL + TimescaleDB
-
--- Enable UUID extension
-CREATE EXTENSION IF NOT EXISTS "uuid-ossp";
-
--- ============================================================================
--- Users
--- ============================================================================
-CREATE TABLE users (
-    id UUID PRIMARY KEY DEFAULT uuid_generate_v4(),
-    email VARCHAR(255) UNIQUE NOT NULL,
-    password_hash VARCHAR(255),  -- NULL for SSO users
-    name VARCHAR(255) NOT NULL,
-    avatar_url VARCHAR(512),
-    is_active BOOLEAN DEFAULT true,
-    is_admin BOOLEAN DEFAULT false,  -- For self-hosted admin
-    created_at TIMESTAMPTZ DEFAULT NOW(),
-    updated_at TIMESTAMPTZ DEFAULT NOW()
-);
-
-CREATE INDEX idx_users_email ON users(email);
-
--- ============================================================================
--- Teams (Organizations/Workspaces)
--- ============================================================================
-CREATE TABLE teams (
-    id UUID PRIMARY KEY DEFAULT uuid_generate_v4(),
-    name VARCHAR(255) NOT NULL,
-    slug VARCHAR(255) UNIQUE NOT NULL,
-    description TEXT,
-    plan VARCHAR(50) DEFAULT 'free',  -- free, pro, enterprise (for cloud)
-    is_personal BOOLEAN DEFAULT false,  -- Personal workspace
-    settings JSONB DEFAULT '{}',
-    created_at TIMESTAMPTZ DEFAULT NOW(),
-    updated_at TIMESTAMPTZ DEFAULT NOW()
-);
-
-CREATE INDEX idx_teams_slug ON teams(slug);
-
--- ============================================================================
--- Team Memberships
--- ============================================================================
-CREATE TABLE team_members (
-    id UUID PRIMARY KEY DEFAULT uuid_generate_v4(),
-    team_id UUID NOT NULL REFERENCES teams(id) ON DELETE CASCADE,
-    user_id UUID NOT NULL REFERENCES users(id) ON DELETE CASCADE,
-    role VARCHAR(50) NOT NULL DEFAULT 'member',  -- owner, admin, member, viewer
-    created_at TIMESTAMPTZ DEFAULT NOW(),
-    UNIQUE(team_id, user_id)
-);
-
-CREATE INDEX idx_team_members_team ON team_members(team_id);
-CREATE INDEX idx_team_members_user ON team_members(user_id);
-
--- ============================================================================
--- API Keys
--- ============================================================================
-CREATE TABLE api_keys (
-    id UUID PRIMARY KEY DEFAULT uuid_generate_v4(),
-    user_id UUID NOT NULL REFERENCES users(id) ON DELETE CASCADE,
-    team_id UUID REFERENCES teams(id) ON DELETE CASCADE,  -- Optional team scope
-    key_hash VARCHAR(255) NOT NULL,  -- bcrypt hash of the key
-    key_prefix VARCHAR(12) NOT NULL,  -- First chars for identification (ss67_xxxx)
-    name VARCHAR(255) NOT NULL,
-    scopes JSONB DEFAULT '["read", "write"]',  -- Permission scopes
-    last_used_at TIMESTAMPTZ,
-    expires_at TIMESTAMPTZ,  -- NULL = never expires
-    created_at TIMESTAMPTZ DEFAULT NOW()
-);
-
-CREATE INDEX idx_api_keys_prefix ON api_keys(key_prefix);
-CREATE INDEX idx_api_keys_user ON api_keys(user_id);
-CREATE INDEX idx_api_keys_team ON api_keys(team_id);
-
--- ============================================================================
--- Sessions (for TUI/Dashboard authentication)
--- ============================================================================
-CREATE TABLE sessions (
-    id UUID PRIMARY KEY DEFAULT uuid_generate_v4(),
-    user_id UUID NOT NULL REFERENCES users(id) ON DELETE CASCADE,
-    token_hash VARCHAR(255) NOT NULL,
-    device_info JSONB,
-    ip_address INET,
-    expires_at TIMESTAMPTZ NOT NULL,
-    created_at TIMESTAMPTZ DEFAULT NOW()
-);
-
-CREATE INDEX idx_sessions_user ON sessions(user_id);
-CREATE INDEX idx_sessions_token ON sessions(token_hash);
-CREATE INDEX idx_sessions_expires ON sessions(expires_at);
-
--- ============================================================================
--- Apps (Projects)
--- ============================================================================
-CREATE TABLE apps (
-    id UUID PRIMARY KEY DEFAULT uuid_generate_v4(),
-    team_id UUID NOT NULL REFERENCES teams(id) ON DELETE CASCADE,
-    name VARCHAR(255) NOT NULL,
-    slug VARCHAR(255) NOT NULL,
-    description TEXT,
-    visibility VARCHAR(50) DEFAULT 'private',  -- private, team, public
-    settings JSONB DEFAULT '{}',
-    archived_at TIMESTAMPTZ,
-    created_at TIMESTAMPTZ DEFAULT NOW(),
-    updated_at TIMESTAMPTZ DEFAULT NOW(),
-    UNIQUE(team_id, slug)
-);
-
-CREATE INDEX idx_apps_team ON apps(team_id);
-CREATE INDEX idx_apps_slug ON apps(team_id, slug);
-
--- ============================================================================
--- Training Runs
--- ============================================================================
-CREATE TABLE runs (
-    id UUID PRIMARY KEY DEFAULT uuid_generate_v4(),
-    app_id UUID NOT NULL REFERENCES apps(id) ON DELETE CASCADE,
-    user_id UUID NOT NULL REFERENCES users(id),
-    name VARCHAR(255),  -- Auto-generated or user-provided
-    description TEXT,
-    status VARCHAR(50) DEFAULT 'running',  -- running, completed, failed, aborted
-    tags TEXT[],  -- Array of tags
-    git_info JSONB,  -- {commit, branch, remote, dirty}
-    system_info JSONB,  -- {hostname, os, python_version, gpu_info}
-    config JSONB DEFAULT '{}',  -- Hyperparameters/config logged at start
-    error_message TEXT,  -- Error message if failed
-    started_at TIMESTAMPTZ DEFAULT NOW(),
-    ended_at TIMESTAMPTZ,
-    duration_seconds FLOAT,
-    created_at TIMESTAMPTZ DEFAULT NOW()
-);
-
-CREATE INDEX idx_runs_app ON runs(app_id);
-CREATE INDEX idx_runs_user ON runs(user_id);
-CREATE INDEX idx_runs_status ON runs(status);
-CREATE INDEX idx_runs_started_at ON runs(started_at DESC);
-CREATE INDEX idx_runs_tags ON runs USING GIN(tags);
-
--- ============================================================================
--- Run Artifacts (files, models, etc.)
--- ============================================================================
-CREATE TABLE artifacts (
-    id UUID PRIMARY KEY DEFAULT uuid_generate_v4(),
-    run_id UUID NOT NULL REFERENCES runs(id) ON DELETE CASCADE,
-    name VARCHAR(255) NOT NULL,
-    path VARCHAR(1024) NOT NULL,  -- Storage path (S3, local, etc.)
-    size_bytes BIGINT,
-    content_type VARCHAR(255),
-    metadata JSONB DEFAULT '{}',
-    created_at TIMESTAMPTZ DEFAULT NOW()
-);
-
-CREATE INDEX idx_artifacts_run ON artifacts(run_id);
-
--- ============================================================================
--- Trigger for updated_at
--- ============================================================================
-CREATE OR REPLACE FUNCTION update_updated_at_column()
-RETURNS TRIGGER AS $$
-BEGIN
-    NEW.updated_at = NOW();
-    RETURN NEW;
-END;
-$$ language 'plpgsql';
-
-CREATE TRIGGER update_users_updated_at BEFORE UPDATE ON users
-    FOR EACH ROW EXECUTE FUNCTION update_updated_at_column();
-
-CREATE TRIGGER update_teams_updated_at BEFORE UPDATE ON teams
-    FOR EACH ROW EXECUTE FUNCTION update_updated_at_column();
-
-CREATE TRIGGER update_apps_updated_at BEFORE UPDATE ON apps
-    FOR EACH ROW EXECUTE FUNCTION update_updated_at_column();
diff --git a/deployments/docker/init/002_timescale_hypertables.up.sql b/deployments/docker/init/002_timescale_hypertables.up.sql
deleted file mode 100644
index 58d2985..0000000
--- a/deployments/docker/init/002_timescale_hypertables.up.sql
+++ /dev/null
@@ -1,128 +0,0 @@
--- p95 TimescaleDB Hypertables for Metrics
--- Requires TimescaleDB extension
-
--- Enable TimescaleDB
-CREATE EXTENSION IF NOT EXISTS timescaledb;
-
--- ============================================================================
--- Metrics Table (main time-series data)
--- ============================================================================
--- Stores numeric metrics like loss, accuracy, learning_rate, etc.
-CREATE TABLE metrics (
-    time TIMESTAMPTZ NOT NULL,
-    run_id UUID NOT NULL,
-    name VARCHAR(255) NOT NULL,
-    step BIGINT NOT NULL,
-    value DOUBLE PRECISION NOT NULL
-);
-
--- Convert to hypertable with time-based partitioning
--- Chunks are created per day for efficient querying and compression
-SELECT create_hypertable('metrics', 'time',
-    chunk_time_interval => INTERVAL '1 day',
-    if_not_exists => TRUE
-);
-
--- Create composite indexes for efficient queries
--- Primary access pattern: get metrics for a run by name, ordered by time/step
-CREATE INDEX idx_metrics_run_name_time ON metrics(run_id, name, time DESC);
-CREATE INDEX idx_metrics_run_name_step ON metrics(run_id, name, step);
-
--- Enable compression for older data (90%+ storage savings)
-ALTER TABLE metrics SET (
-    timescaledb.compress,
-    timescaledb.compress_segmentby = 'run_id, name',
-    timescaledb.compress_orderby = 'time DESC'
-);
-
--- Add compression policy (compress chunks older than 7 days)
-SELECT add_compression_policy('metrics', INTERVAL '7 days');
-
--- ============================================================================
--- System Metrics Table (GPU usage, memory, etc.)
--- ============================================================================
-CREATE TABLE system_metrics (
-    time TIMESTAMPTZ NOT NULL,
-    run_id UUID NOT NULL,
-    metric_type VARCHAR(50) NOT NULL,  -- gpu_memory, gpu_utilization, cpu, memory
-    device_id INTEGER DEFAULT 0,  -- For multi-GPU setups
-    value DOUBLE PRECISION NOT NULL
-);
-
-SELECT create_hypertable('system_metrics', 'time',
-    chunk_time_interval => INTERVAL '1 day',
-    if_not_exists => TRUE
-);
-
-CREATE INDEX idx_system_metrics_run ON system_metrics(run_id, metric_type, time DESC);
-
--- Enable compression for system metrics
-ALTER TABLE system_metrics SET (
-    timescaledb.compress,
-    timescaledb.compress_segmentby = 'run_id, metric_type',
-    timescaledb.compress_orderby = 'time DESC'
-);
-
-SELECT add_compression_policy('system_metrics', INTERVAL '7 days');
-
--- ============================================================================
--- Continuous Aggregates for Dashboard Summaries
--- ============================================================================
--- Pre-computed hourly aggregates for faster dashboard queries
-CREATE MATERIALIZED VIEW metrics_hourly
-WITH (timescaledb.continuous) AS
-SELECT
-    run_id,
-    name,
-    time_bucket('1 hour', time) AS bucket,
-    AVG(value) AS avg_value,
-    MIN(value) AS min_value,
-    MAX(value) AS max_value,
-    FIRST(value, time) AS first_value,
-    LAST(value, time) AS last_value,
-    COUNT(*) AS sample_count
-FROM metrics
-GROUP BY run_id, name, bucket
-WITH NO DATA;
-
--- Refresh policy for continuous aggregate
--- Refreshes data from 3 hours ago to 1 hour ago, every hour
-SELECT add_continuous_aggregate_policy('metrics_hourly',
-    start_offset => INTERVAL '3 hours',
-    end_offset => INTERVAL '1 hour',
-    schedule_interval => INTERVAL '1 hour'
-);
-
--- ============================================================================
--- Helper Views
--- ============================================================================
-
--- Latest metric values for a run (useful for dashboards)
-CREATE VIEW run_latest_metrics AS
-SELECT DISTINCT ON (run_id, name)
-    run_id,
-    name,
-    value,
-    step,
-    time
-FROM metrics
-ORDER BY run_id, name, time DESC;
-
--- Run statistics summary
-CREATE VIEW run_stats AS
-SELECT
-    run_id,
-    COUNT(DISTINCT name) AS metric_count,
-    COUNT(*) AS total_points,
-    MIN(time) AS first_metric_at,
-    MAX(time) AS last_metric_at,
-    MAX(step) AS max_step
-FROM metrics
-GROUP BY run_id;
-
--- ============================================================================
--- Retention Policy (optional, uncomment for cloud tier management)
--- ============================================================================
--- Automatically delete data older than 90 days (for free tier)
--- SELECT add_retention_policy('metrics', INTERVAL '90 days');
--- SELECT add_retention_policy('system_metrics', INTERVAL '90 days');