Took the AIMemeLord pipeline from scaffolding to production-ready across Phases 0 through 4, merged the Film Club feature branch into Jefebot, shipped Docker configs for Titan deployment, and renamed the entire dashboard ecosystem from "Command Center" to JefeHQ. Two repos pushed, one PR merged, four planning docs updated, and memory files consolidated.

AIMemeLord: Five Phases in One Session

The pipeline went from a stubbed Python file to a full FastAPI application with 14 endpoints, a WebSocket overlay feed, and a 4-layer content safety system. Phase 0 wired OBS WebSocket and pulled safety models. Phase 1 built the content filter with keyword blocklists, prompt injection detection, l33tspeak normalization, and a user escalation system with auto-timeout. Phase 2 connected ComfyUI for image generation with DreamShaper 8, added the scene state machine (idle/active/chaos/processing/output with hysteresis), and wired the Ollama prompt expansion pipeline. Phase 3 added 10 Twitch chat commands to Jefebot with tier-aware cooldowns and mod safety controls. Phase 4 shipped two HTML overlays (chat feed and generation queue) driven by the WebSocket broadcast. Phase 5 (channel points and bits) is deferred until Twitch affiliate status.

Code Review Findings and Security Hardening

Parallel code-reviewer and security-engineer agents caught real issues. The badge tier detection was fundamentally wrong: Twitch's subscriber/N badge version is months subscribed, not sub tier. Collapsed the detection to a flat T1 tier with a comment about future Twitch API lookup. Activity counters were named messages_last_60s but measured a 15-second window; renamed across both repos. The IRC isMod check used tags.badges.includes() on an object (not a string); fixed to use key existence checks. Security hardened the pipeline: bound to 127.0.0.1 instead of 0.0.0.0, added a 500-character prompt length limit, and added body validation to the webhook callback endpoint.

Film Club Merge

The feature/film-club-personality-feedback-services branch had been open since 2026-03-04. Code review caught three issues: removeFromWatchlist spliced the array before confirming the file write succeeded, there was no write lock on concurrent watchlist access, and two 20K+ line JSON files (film metadata and tonight picks) were tracked in git. Fixed all three: reordered the splice, added a promise-based write lock to the constructor, and gitignored both files with git rm --cached. PR #3 merged clean.

Docker Configs for Titan

Desktop runs the pipeline via venv (pip install -e . + uvicorn). For Titan, created a Dockerfile (python:3.12-slim, installs from pyproject.toml) and docker-compose.titan.yml that joins the ai-net external network for Ollama and ComfyUI access. OBS WebSocket connects via host.docker.internal. The compose file mounts volumes for generated assets, fallback images, safety audit logs, and the blocklist (read-only). Health check pings /api/status.

JefeHQ: The Dashboard Rename

Renamed the dashboard from "Command Center" to "JefeHQ" across the entire ecosystem. Updated the dashboard itself (index.html, server.js, package.json, CLAUDE.md, services.js, all 13 JS modules, CSS), both Jenkins pipeline scripts (launcher and stopper with their parameters, stage names, and echo messages), and the planning port registry. Updated the In-Flight tab with current session items and refreshed Stream tab content. Jenkins tab connectivity issue traced to potentially stale API token—opened the token file for manual verification.

Planning and Memory Updates

Updated ROADMAP.md with 9 completed items and a new Streaming section for Q2. Added the AIMemeLord security hardening items (5 MEDIUM findings) to BACKLOG.md. Consolidated MEMORY.md from 214 lines down to ~100 by extracting fixed-issues history and AIMemeLord pipeline details into dedicated topic files. The memory index stays lean, the details stay accessible.

What's Next

• AIMemeLord first launch: venv setup, Ollama models pulled, DreamShaper 8 checkpoint, end-to-end test
• Restart JefeHQ dashboard and Jefebot to pick up all changes
• Push remaining repos (JefeStream, jefe-dashboard, jenkins, planning)
• AIMemeLord Phase 6: Polish, fallback content library, multi-platform chat aggregation
• Credential rotation (Google OAuth, Discord tokens, OpenAI keys, JefeHome API key)