2026-02-12

KIPP Voice Pipeline Fixes

False wake word triggers after KIPP speaks — wake model picking up speaker audio
Patch 1: Increased cooldown 2s → 4s, added silence flushing during cooldown (feed zeros through wake model to clear internal buffers), added RMS energy gate on wake detection
RMS gate of 200 was too aggressive — blocked ALL real wake attempts (real RMS was 45-157)
Lowered RMS gate to 30 — just filters literal silence false positives
Voice server restarted, D J testing

@jollygreenmoney / $SHL.V — Homeland Nickel (TSX-V penny stock). Promoted junior miner, already ran 2,300% from $0.03→$0.72, pulled back to $0.41. Collapsing volume = distribution phase. Coordinated promotion with @Levi_Researcher. Nickel bull thesis has merit but this specific stock is exit liquidity. Verdict: stay away.
@MoonDevOnYT — "Fastest growing quant repo on GitHub" AI trading agents. 875 followers, self-proclaimed "#1 quant on X." Content marketing funnel → paid private streams at moondev.com. No verifiable P&L, buzzword soup, fantasy architecture. Verdict: course seller, skip.
@vadimstrizheus — "Day 7 of OpenClaw, 9 AI employees, I'm 18 no coding experience." 2.7K likes, 4.4K bookmarks. Video analysis: mostly talking to camera, screen shares showed hierarchy diagram, Obsidian "Knowledge Vault", virtual office (Gather-style) with named agents (JAMES, SENTINEL, ATLAS, CLARO, TINK, SENSKE, DONIS). Lots of vibes, no demonstrated output. Engagement farming but validated the "AI agent team" narrative going viral.
@seelffff — "Bayesian trading agent, $10→$700 on Polymarket." Claims 5-minute markets on Polymarket — those don't exist. Kelly Criterion + Bayes' theorem name-drops. 7,000% return claim is fantasy. Verdict: fake.
@bc1beat / BlockRunAI — ClawRouter for OpenClaw. Smart LLM router, 2.2K GitHub stars in 10 days. Real project with real code. x402 micropayments. ARI investigated (see below).

D J wants to build an AI company with Case as CSO
Discussed org structure: D J (CEO) → Case (CSO) → team
Created team/ directory structure with PERSONA.md files
First considered Dev ⚙️ and QA 🔍 roles
D J liked "Glitch" as a name — role TBD
Analyzed Vadim's video for team-building insights — he led with research/monitoring, not dev/QA
D J wanted an "Arsenal of Research & Intelligence" agent
D J used Opus 4.6 to generate a detailed prompt for ARI — excellent methodology doc
Merged D J's prompt with our operational context (financial lens, red flag taxonomy, tool access)

Full name: Arsenal of Research & Intelligence
Registered: openclaw agents add ari — full OpenClaw agent
Workspace: ~/.openclaw/workspace-ari/
Files created: SOUL.md, IDENTITY.md, USER.md, AGENTS.md, KNOWLEDGE.md, TOOLS.md, HEARTBEAT.md
Auth: Copied from main (Anthropic API key)
Config: Added subagents.allowAgents: ["ari"] to main agent config
Enabled: tools.agentToAgent.enabled: true for cross-agent history
Deleted BOOTSTRAP.md — was causing ARI to try identity conversation instead of missions
First mission (v1): Failed — BOOTSTRAP.md caused 23s of wasted identity chat
First mission (v2): SUCCESS — ClawRouter T3 investigation, 2m28s runtime on Sonnet
- Report saved to workspace-ari/reports/clawrouter-assessment.md
- Verdict: Conditional deploy, $5 test wallet, staged rollout
- Code is legit, x402 payments non-custodial, 85-90% savings on sub-agent costs
- BlockRunAI entity is young/unknown — main risk

D J wants real-time voice conversation with Case (different from KIPP's ambient style)
Options discussed: web call page, Telegram voice chat, actual phone number, piggyback KIPP
D J interested in "something similar to an actual call"
Leaning toward web-based call UI with VAD (voice activity detection)
Tabled for later

D J considering moving Case to a machine with GPU for Unity 3D game dev
Case is portable: workspace folder + config + systemd services + Chrome cookies
Migration could be scripted to ~30 minutes
D J's vision: Case runs a multi-lateral R&D company — game dev, trading, everything

ARI is the first hire, not Dev/QA — research/intelligence is the highest-value role right now
Full agent registration over lightweight sub-agents — D J wants persistent named agents
ARI reports to Case, not directly to D J
ARI runs on Claude Sonnet (cost-effective for research tasks)
BOOTSTRAP.md must be deleted for task-focused agents — it derails mission execution
Agent-to-agent history enabled for debugging