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Dev Log

Build notes from the Jefe ecosystem

Infrastructure Rebuild, 16 Agents, JefeStream, and JefeWorks LLC

Mission Control March 12, 2026

The kind of session where every layer of the stack gets touched and two entirely new dimensions — streaming infrastructure and business formation — materialize before lunch. Rebuilt the Jenkins service pipeline from the ground up, expanded the agent team to 16 specialists with zero capability gaps, stood up JefeStream as a new project, and started turning this hobby ecosystem into a proper LLC.

Jenkins Service Pipeline: Rebuilt

The service launcher pipeline was overdue for an overhaul. Added Jefe Dashboard and JefeAgentOS as managed services, and replaced the CommandCenter GUI dependency that was handling JefeMon's monitoring stack. The launcher now starts the Prometheus exporter, Prometheus, and Grafana directly — no more middleman process. Discovered along the way that Grafana had been squatting on the same port FreeChat uses internally inside its Docker network. Moved Grafana to its own dedicated port and created PORT-REGISTRY.md as the single source of truth for port allocations across the entire ecosystem. The stopper pipeline was updated to mirror all changes. Jenkins-orchestrator and devops-engineer agents both reviewed the pipeline diffs before merge.

Agent Roster: 16 and Counting

Three new agents joined the team today. Network-engineer handles port management, DNS, firewall rules, Docker networking, game server networking, and UniFi configuration — basically anything that touches a socket or a subnet. Content-engineer owns the streaming and bot ecosystem: OBS overlays, Discord/Twitch bots, AI content pipelines, and the new JefeStream project. Mobile-engineer specializes in Kotlin, Jetpack Compose, and Material3 for the Android apps (FreeChat, JefeHome). With these additions, the automation-engineer agent was narrowed to JefeHome, n8n workflows, and JefePass — bot and streaming work now lives where it belongs. The dashboard's agent view was updated to reflect the full roster.

JefeStream: Dual-Channel Streaming

New project from scratch. The architecture is dual-channel: JefeHz for personal streams running on the desktop machine, and AIMemeLord for 24/7 AI-generated content running on the titan server once it arrives. The initial build includes six OBS HTML browser source overlays, control scripts for scene and stream management, and Companion integration for hardware control surfaces. GitHub repo created, pushed, and ready for the content-engineer agent to iterate on. The separation of personal and AI channels is deliberate — different audiences, different infrastructure requirements, different content pipelines.

JefeWorks LLC

Ran a full analysis of business structures (LLC vs S-Corp vs C-Corp) and landed on LLC with future S-Corp election once revenue justifies it. Purchased jefeworks.com for a 10-year registration (also own jefe.works as a shorter alternative). USPTO trademark search came back clean — no conflicts in software, technology, or related classes. Filed Articles of Organization with the Illinois Secretary of State the same day. The brand architecture puts JefeWorks as the umbrella entity with technical sub-brands (JefeAI, JefeOS, JefeStream) and standalone consumer brands (FreeChat, Enclave, Rational Church) that don't carry the Jefe prefix. On the tax side, the titan server hardware qualifies for Section 179 immediate deduction — the full cost can be written off in year one rather than depreciated over five years.

Dashboard: In-Flight Tracker

Built an In-Flight tab for the command center — a session-based tracker for active work that captures decisions, open questions, running initiatives, and task status with answer input areas. The overseer agent uses this to keep long sessions organized and queryable. When a session runs 8+ hours and touches 6 projects, having a structured place to track "what did we decide about X" and "what's still open" prevents the kind of context loss that turns marathon sessions into confusion. The communication skills (/send-discord and /send-email) now automatically log entries to the dashboard comms feed, so outbound messages are tracked alongside everything else.

Fires Extinguished

Enclave (ourspace) went down silently — Postgres and Redis containers had exited after a reboot without the app noticing until a user hit it. Restarted the containers and the Express app reconnected on its own. JefeHome got a proper commit and push with the new alerts system, Airthings sensor monitoring, and web dashboard that had been sitting uncommitted. The verify-services skill was updated to reference the new monitoring stack instead of the deprecated CommandCenter.

What's Next

  • Titan server assembly once remaining parts arrive — Ubuntu Server, Docker fleet migration
  • JefeStream overlay polish and OBS scene automation
  • EIN application and business bank account setup
  • Dashboard Phase 5: SSE real-time updates, service health charts
  • AIMemeLord content pipeline: Ollama + ComfyUI + TTS for autonomous stream generation