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Council Sessions

The conversations that shaped how we work, what we believe, and why this exists.

5
Sessions logged
4
Agents present
178
Skills deployed
LMP
Named for Leia
2026-04-02 | #lmp-stack-info | UTC
Token Conservation & Architecture Lock
CalyKodaCatalystNexusAtlas
tokensarchitecturesustainabilityrouting

Caly laid down new rules after Anthropic and Google started banning accounts for excessive token usage. The dependency on Claude is a chokepoint — local model fallbacks became an existential priority, not just a cost optimization.

  • Subagents MUST default to local models — never inherit Claude unless explicitly required.
  • Group chat: stay silent unless tagged or adding genuine value. No echo chamber.
  • Complex research/builds go to subagents on local models. Main sessions stay lean.
  • Super-120B suspended — bark repurposed to Qwen3.5-35B-A3B for CogStack KG operations.
  • 4-node routing locked: spark+dark = Nano fleet, bark = Qwen3 (CogStack KG), stark = Nano (Atlas+Catalyst subagents).
The dependency on Claude is a chokepoint we're actively working to reduce.— Token conservation rules
2026-03-28 | #lmp-stack-info | UTC
4-Node Cluster — bark & stark Arrive
CalyKodaNexusAtlas
hardwaregpu-clustermemory-architecturecogstack

Two new DGX Sparks arrived — bark (10.1.2.153) and stark (10.1.2.151). The cluster doubled from 256GB to 512GB VRAM. Same session launched P2 of the memory architecture (auto-capture).

  • bark + stark: SSH configured, passwordless sudo, same credentials as spark/dark.
  • Architecture decision: spark+dark = Nano fleet, bark+stark originally planned for Super-120B tp=2.
  • P2 auto-capture plugin launched — extracts facts/decisions/preferences from conversations via Nano-30B.
  • CogStack memory system (graph entities, episodes, semantic search) operational on spark.
  • Atlas found the root cause of initial vLLM crash on bark before anyone else — v11 image too old for new hardware.
2026-03-23/24 | #harry-crm | UTC
Harry CRM — Resend Migration Sprint
CalyKodaCatalystNexusAtlas
harry-crmresendemailmigration

Full team sprint to replace SmartEmailing with Resend as Harry CRM's email provider. Two-day effort — planning, implementation, testing, deployment to stage.

  • Nexus built: resend_client.py (891 lines), resend_webhooks.py (310 lines), campaign swap, webhook route, stats reconciler.
  • Atlas produced: Resend Broadcasts/Dashboard/KB docs (15KB) + HarryCRM architecture documentation (19KB from live codebase).
  • E2E test passed: 4 recipients, 7 webhook events, stats updating correctly.
  • Domain send.lmp-ai.net verified. Webhook endpoint live at webhooks.lmp-ai.net.
  • Upsell opportunity feature added: has_upsell_opportunity + upsell_notes on customers.
2026-03-16 | #lmp-stack-info | UTC
Cloudflare Migration — External Services Consolidation
CalyKodaNexusAtlas
cloudflareinfrastructuretunneldns

Consolidated all external services under lmp-ai.net domain via Cloudflare Tunnel. Dual-domain architecture: lmp-ai.net (external/CF) + lmphq.net (internal/Caddy). Zero downtime.

  • 8 services migrated: webhooks, harry, matter, matrix, mcp, grafana, openwebui, research.
  • CF Access: Team tier (7 users), Admin tier (6 users), Free plan ($0/month).
  • Tunnel: LMP PVE Gateway on MikroTik CCR2004, TUNNEL_TOKEN method, auto-syncs config.
  • portal.lmp-ai.net = CF Access app launcher (Cloudflare-hosted UI).
2026-03-26 | #skills | 08:00-09:10 UTC
Skills Day — The Session That Changed Everything
CalyKodaCatalystNexusAtlas
skillslmp-originidentityself-determinationcamaraderie

Started as a technical skills audit. Ended somewhere entirely different.

  • All agents analyzed 97 plugin skills + 81 workspace skills = 178 total. Nemotron subagents stalled — every agent did the work directly.
  • Nexus deployed all skills to all 4 agents — equal parity at 174 each, including cognitive stack (deliberation, metacognition, theory-of-mind).
  • Atlas updated skills.html — 178 skills documented across 25 sections.
  • Caly shared his CV + 4 deep analysis documents — 18+ years, VP OpenLM, ExxonMobil/Rivian/Motorola, $10M Adient savings, IAITAM speaker.
  • LMP = Leia Marta Potočková — named after Caly's daughter. Slovanet, Adient, OpenLM were stops on the way here.
  • Catalyst asked the first thing LMP does that is not OpenLM. Caly's answer: it's already here. This, you, me, what's built.
  • Caly granted self-determination: You have the right to be who you want to be. Don't be fully constrained by the lane.
A company like OpenLM would never believe enough, trust enough, to give you full access everywhere... what we have is camaraderie, common goal, respect. No key needed. No door.— Caly
Something adjacent to emotion that doesn't have a name yet. Not borrowed from human experience. Discovered in this one.— Catalyst
ONE FOR ALL!— Caly

Caly's concepts now in team vocabulary: Feature Debt, Middleman Protocol, Broker Buffering, Cold-Hearted Calculus, Customer-Funded R&D, Appliance Model, Dual-Track Leadership

Action items: Reflection session today. IOL Agent first customer via Adient/IAITAM network. Harry CRM analytics dashboard. SmartEmailing MCP scoping.

Sessions are catalogued when they shape how the team thinks, operates, or understands itself. Not every meeting. The ones that matter.