salim ismail

Traditional Coasean firms organized around hierarchy and human coordination costs are obsolete; AI-native organizations architected around intelligence stacks (purpose, sensing, interpretation, decision, orchestration, learning, governance) enable recursive self-improvement at the workflow level, delivering 100x performance gains.

Argentina's decree establishing non-human corporations operated entirely by AI agents with zero regulation and low taxes will force a 'race to the top' as countries compete to host autonomous AI economic activity, similar to how Zug/Singapore captured crypto.

Traditional Coasean firm logic breaks as external AI coordination becomes cheaper than internal human coordination. New architecture places an intelligence stack (sense-orient-decide-act loop with governance) at the center, organizing around intelligence not hierarchy. Early signals: call centers, marketing content, insurance (2,500 agents doing 500 people's work). Rewrite methodology creates AI-native digital twin at edge, then migrates workflows.

Companies inject AI into legacy human-centric workflows (like putting radio announcers on TV) instead of building AI-native environments; success requires creating a digital twin at the edge with forward-deployed engineers, migrating workflows one by one until recursive improvement loops outperform the core.

Frontier intelligence is now a perishable asset (shelf life: weeks). Value shifts to 'interfaces' — orchestration layers that hot-swap models (Kimi, Inkling, Fable, proprietary) per task. Enterprises with technical maturity (JP Morgan, etc.) will build internal AI stacks using open weights as commodity inputs.

Government review delays cut value 50%, open-weight parity cuts another 50%. Frontier labs become one ingredient; competitive moat moves to integrated tools, security, ease of deployment. Jevons paradox means total AI spend grows but revenue per model call collapses.

The new architecture — owned data lake, custom AI-built applications, agent layer — bypasses traditional ERP/SaaS lock-in; SaaS vendors are 'freaked out' because their wired-in model is incompatible with AI-native stacks that offer full agency at near-zero marginal cost.

OpenAI $10B venture with TPG/Brookfield/Advent; Anthropic $1.5B with Blackstone/Goldman/Helman. PE controls trillions and thousands of portfolio companies; can mandate AI adoption bypassing internal resistance. 'Organizational singularity' comes through PE operating partners, not CIO/CEO. PE returns could see another computerization-era cycle.