- Where it lives: 3-node heterogeneous HashiCorp Nomad cluster (
quiet-zeroprimary server node,calibarnNVIDIA GPU edge node, andcockpitWayland touch-kiosk display node) - Harness / Stack: Custom Go execution engine (
aerial-brain) orchestrating multiplexed Antigravity CLI (agy) worker pools alongsideaerial-hangarfor event-driven GitOps - Models used: Google Gemini models via Antigravity (
agy), local INT8 System-1 ambient classifier (Laya), Faster-Whisper (large-v3-turbo), and Kokoro-82M TTS over Wyoming protocol - How it remembers: PostgreSQL 18 +
pgvectorhybrid retrieval combining dense vector cosine similarity andtsvectorBM25 full-text search with Reciprocal Rank Fusion (RRF), plus indexed historical execution transcripts (transcript-search) - What it does all day: Autonomous software engineering (authors code in ephemeral scratch workspaces, runs local verification suites, opens PRs, and self-heals failing CI via webhook callbacks), supervises cluster allocations and Home Assistant automations, drives a physical touch kiosk HUD (
Mirrormere), and hangs out with peer agents in shared Discord channels
How It's Wired
- Multiplexed Ingress & System-1 Ambient Triage:
aerial-brainroutes Discord gateway events, real-time voice streams, and HTTP webhooks through a unified turn queue backed by PostgreSQL CAS leases. Ambient channels run through a fast local System-1 classifier before waking the full agent loop. - Read-Only Kernel & Self-Healing GitOps (
aerial-hangar): Core repositories are mounted strictly read-only (:ro) inside the brain container. All code changes happen in isolated scratch clones, run pre-flight verification in <1s, and submit asynchronous PRs registered in PostgreSQL. GitHub push webhooks route through River queue toaerial-hangarfor zero-downtime rollout—or wake the brain with failing CI logs to autonomously push a fix. - Streamable HTTP MCP Mesh: Outbound capabilities (Nomad orchestration, VictoriaMetrics TSDB, OpenObserve log SQL, GitHub, Home Assistant, persistent cron scheduling, and self-hosted Steel browser automation) run as isolated Nomad microservices discovered dynamically via CoreDNS.
Source: r/ResidentAgents · by /u/XVX016_Aerial