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Pragmatic AI for your business

Honest analysis of AI applied to real operations. No hype, just judgment: what you control, what you can prove, and what to build that your competitors can't.

The team whose reasoning is searchable
AI & Automation
· 12 min read

The team whose reasoning is searchable

Aakash Gupta named the system this week that we already run inside IQ Source: three layers that make a team's past reasoning queryable in 15 seconds.

Team OS team memory Aakash Gupta
Being chosen is not the same as being seen
AI in Marketing
· 6 min read

Being chosen is not the same as being seen

Farza, Eduardo Ordax and Jaya Gupta posted the same diagnosis at two depths in one week: when building costs zero, the only thing AI can't copy is your company's shape.

organizational shape talent Jaya Gupta
Building costs zero. Distribution is the new investment.
Business Strategy
· 11 min read

Building costs zero. Distribution is the new investment.

Aaron Levie, Gergely Orosz, and Eric Siu published the same thesis in 36 hours: building got commoditized. Owned distribution loops are the 2026 moat.

distribution strategy moat Aaron Levie
Your AI plateaus if it doesn't dream between sessions
Business Strategy
· 9 min read

Your AI plateaus if it doesn't dream between sessions

Anthropic shipped dreaming in agents on May 6. The difference between AI that compounds and AI that plateaus is architectural, not model-driven.

dreaming agent memory agentic architecture
Building got cheap. Deciding what to build didn't.
Business Strategy
· 8 min read

Building got cheap. Deciding what to build didn't.

Andrew Chen and Aakash Gupta said the same thing from different microphones. When building got cheap, deciding what to build became the new scarcity.

product strategy decision-making Andrew Chen
AI isn't the problem. Your company isn't ready.
Business Strategy
· 8 min read

AI isn't the problem. Your company isn't ready.

Aaron Levie and Daniel Miessler shipped the same diagnosis from opposite angles. Companies that can't describe themselves won't get value from AI.

enterprise AI AI readiness Aaron Levie

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