title: GLM-5 Rejection for AIVA

insight: GLM-5 is a frontier model but incompatible with AIVA's Mac Mini M4 hardware - 176GB RAM required vs 64GB available, plus text-only (no vision), plus 1-2s latency vs <500ms needed for voice

reasoning_chain: Research found GLM-5 has 744B params, requires 176GB minimum RAM

reasoning_chain: Mac Mini M4 maxes at 64GB - impossible to run locally

reasoning_chain: GLM-5 is text-only with no vision capabilities

reasoning_chain: AIVA needs multimodal vision for processing images/documents

reasoning_chain: Latency would be 1-2 seconds vs <500ms required for real-time voice

reasoning_chain: Current hybrid stack (local GLM-4.6V + cloud Gemini 2.5) is optimal

source_context: need to assess if glm 5 is better or not for aiva?


title: Hero Demo Webcrawl - First Mover Feature

insight: Instant website-scraped demo - visitor enters URL, we scrape in 30s and deliver AI that already knows their business. No competitor has this (closest is 24hr turnaround). Killer conversion feature with 54,600%+ ROI at scale.

reasoning_chain: Identified need for hero page demo feature that actually works

reasoning_chain: Researched web scraping APIs (Jina Reader free, Firecrawl, Playwright)

reasoning_chain: Discovered instant demo possible - scrape + extract + demo in 60 seconds

reasoning_chain: No competitor offers this - blue ocean first-mover window

reasoning_chain: Calculated ROI: $0.007/demo text, $0.091/demo voice, 15-30% conversion

source_context: Agent created HERO_DEMO_WEBCRAWL_ARCHITECTURE.md with full technical stack and economic model


title: Gemini CLI OAuth 400 Error

insight: Gemini CLI login fails with 400 error when authenticating with Google Workspace account (kinan@agileadapt.com) - common issue with OAuth URL truncation or Workspace admin blocking third-party apps

reasoning_chain: Kinan ran gemini command with no response

reasoning_chain: Troubleshoot agent confirmed binary works (v0.28.2)

reasoning_chain: Interactive mode waiting for first-run setup/authentication

reasoning_chain: OAuth flow returns 400 error in both normal and incognito browser

reasoning_chain: Likely causes: URL truncation in terminal OR Workspace admin blocking OAuth

source_context: no response - authentic88@DESKTOP-7PKTKV1:~$ source ~/.nvm/nvm.sh && gemini (followed by OAuth 400 errors)


title: Hybrid Local + Cloud Voice Stack

insight: AIVA's voice stack uses local GLM-4.6V-Flash-9B for fast multimodal processing (350-500ms latency) paired with cloud Gemini 2.5 Flash for powerful reasoning - optimal balance of speed, cost, and capability

reasoning_chain: Need real-time voice with <500ms latency

reasoning_chain: Local models are faster but limited by Mac Mini hardware

reasoning_chain: Cloud models more powerful but add network latency

reasoning_chain: Solution: hybrid - local for speed/sensitive, cloud for reasoning/context

reasoning_chain: Current setup: GLM-4.6V-Flash-9B local (multimodal, fast) + Gemini 2.5 Flash cloud (1M context, cheap)

source_context: GLM-5 assessment revealed AIVA already uses optimal hybrid architecture


title: Six Gems from L1-L4 CTM

insight: Extracted six previously uncaptured insights from L1-L4 Gemini conversation: Three-Layer Knowledge Filtering, Stateless WebSocket Gateway ($40/200-300 calls), Noisy Neighbor Rate Limiting, Dynamic Prompt Injection, Zero-Touch Provisioning (<10s), Graceful Degradation Chain

reasoning_chain: Agent extracted and analyzed L1-L4 conversation transcript

reasoning_chain: Found 95% already captured in existing research

reasoning_chain: But 6 critical new gems not previously documented

reasoning_chain: Each gem has clear implementation path and priority

reasoning_chain: L3 Domain Expert tier now fully defined with these patterns

source_context: L1-L4 CTM agent completed with 6 new gems: Three-Layer Knowledge Filtering, Stateless WebSocket Gateway, Noisy Neighbor Rate Limiting, Dynamic Prompt Injection, Zero-Touch Provisioning, Graceful Degradation Chain