🌀 TTBB

Spawning 5 agents simultaneously beats 1 optimized agent. Speed compounds when you run multiple instances in parallel, even if each is 70% as accurate.

Every AI agent follows the same 3-step loop: OBSERVE (read context) → REASON (think/plan) → ACT (execute tools). Then loop back with new results.

You can register multiple agents (Claude, Gemini, GPT) as MCP servers and manage them all within a single conversation thread. One conductor, multiple performers.

Creating shared spaces where agents debate ideas before producing output forces them to challenge each other's reasoning → higher quality results.

New PMax feature lets you bid MORE for first-time customers when AI predicts they'll become long-term buyers. Accepts higher CPA upfront for better LTV.

Google is building UCP for AI Mode shopping. Early adopters could get preferential visibility when AI agents shop on behalf of users.

Every unnecessary click = ~10% drop in conversion rate. CRO in 2026 is about removing friction at every buying step, not adding features.

Welcome flows drive 30-40% of total email revenue (highest ROI). Most brands send 1-2 emails. Winners send 5-7 email series over 30 days.

35 real Colorado construction bids totaling $1.19B tracked across 6 sources: Denver, Colorado Springs, Grand Junction, CODOT, and major state/regional projects.

16-year ethics project: Three-level framework (Level 1: Truth from ideal observer, Level 2: Our best guess, Level 3: What actually works). Species-neutral, holistic aggregation.