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2026-02-15

Session State (pre-compaction flush)

Active Work

  • Skool transcription batch was running on llamacpp (PID 3172), 24/48 videos processed, 14 failed on permissions (D J fixed). Needs re-run check.
  • ARI researching Knowledge Builder competitive landscape (session: agent:ari:subagent:9b7acc07)
  • SPARK scoring Knowledge Builder idea

Pending

  • Chrome CDP relaunch needed for X scraping (two posts pending eval)
  • Nexus systemd service still not created — dev server keeps dying
  • Telegram standup delivery needs D J's chat ID configured
  • 10+ unresearched SPARK ideas in queue
  • RAG indexing for completed Skool transcripts (restart Ollama first)

Key Numbers

  • 46+ SPARK ideas total
  • BUY rated: spark-002 (AI Consulting ⭐8), spark-006 (QA ⭐7), spark-012 (Legacy Migration ⭐7)
  • High conviction new: spark-039 (Knowledge Base Builder ⭐8), spark-040 (Email Outreach ⭐8), spark-045 (EntraID Audits ⭐9)

Forge Hired

  • D J originally approved Forge hiring + provided full SOUL.md (lost in compaction)
  • Re-created workspace, registered in gateway config 2026-02-14 ~10:15 PM
  • SOUL.md: "Frontline Operations & Runtime Guardian Engine" — 4 modes (Triage/Build/Harden/Advise), FORGE framework (Fault Tolerance/Observability/Repeatability/Governance/Efficiency), 9 doctrine principles
  • First tasks: Skool transcription retry, nexus.service, GPU time-sharing automation, NAS fstab hardening

Session Summary (evening 2026-02-14 ~9pm - 1am)

  • Fixed standup Telegram delivery (to field format)
  • ARI evaluated 8 tweets (5 noise, 2 watch, 1 signal — QuantifiedStrat trend paper)
  • SPARK generated spark-051 through spark-058
  • Removed EntraID ideas (spark-029, spark-045) from board per D J — employment agreement concern
  • AgentZero vs OpenClaw competitive analysis — different lanes, not direct competitors
  • Spun up AgentZero Docker container, tore it down after evaluation
  • Stole 3 ideas: auto-learning RAG memory, self-creating tools, agent-as-MCP-server
  • Built auto-memory-hook.py + auto-memory-recall.py, running on 15min cron
  • Hired Forge 🔥 (DevOps) — full SOUL.md from D J (FORGE framework), registered in gateway
  • Forge completed: nexus.service (systemd), Ollama restart, 48 Skool transcript ChromaDB indexing (898 chunks)
  • Glitch completed: Nexus interactive task board + SPARK ideas board, top 5 awesome-usecase tools
  • Created case-task-dispatcher cron (every 15min, auto-assigns idle agents to tasks)
  • Disabled bravo-idle-check (superseded by dispatcher)
  • Updated web stack: Next.js 15 + Tailwind v4 + Framer Motion + ShadCN + Lucide + TS + WebSockets/SSE (no Convex)
  • Knowledge Builder MVP spec written (data/knowledge-builder-mvp.md) — queued #1 critical for Glitch
  • Created checkpoint-research skill for resumable multi-step research
  • GPU box is Debian LXC (no sudo needed)
  • D J went to bed ~1am, office running autonomously

Morning Session (2026-02-15 ~9am-11:30am)

  • ARI completed Knowledge Builder competitive research (v4, with checkpoints) — all 8 competitors analyzed
    • Key finding: $10-25/mo prosumer gap wide open, nobody combines self-hosted + polished UX
    • Recommended pricing: $12/mo Personal tier
    • Limitless acquired by Meta — validates space, leaves vacuum
    • Full report: data/investigations/kb-competitive-progress.md
  • Glitch built Knowledge Builder MVP — LIVE at http://192.168.86.45:3001
    • Next.js 15 + Tailwind v4 + ShadCN + Framer Motion + Lucide + TypeScript
    • Dashboard, project CRUD, multi-source ingestion (YouTube/PDF/text/URLs), processing pipeline, RAG chat, LLM config
    • Systemd service on port 3001
    • Phase 1 only — no container generation yet
  • Web stack updated: Convex REMOVED. Stack is now Next.js 15 + Tailwind v4 + Framer Motion + ShadCN + Lucide + TS + WebSockets/SSE
  • D J asked about converting map screenshots to vectors (AVA wine regions)
  • SPARK generated spark-055 through spark-071 overnight (16 new ideas, board at 69 total)
  • Task dispatcher running every 15min, standups every 2h — office fully autonomous
  • Task board cleared to 0 active (9 completed)
  • Meg's email: megmcnamara3@gmail.com (D J's girlfriend, needs AVA KML access instructions)

Product Direction

  • Knowledge Base Builder — top priority product idea. Ingest video/audio/text/books into isolated RAG databases, generate expert AI agents. ARI doing competitive research (NotebookLM, CustomGPT, Chatbase, Mem.ai, Khoj, Limitless).