matt

LNG export commitments (15→35 Bcf/d) and AI compute demand (5-15 Bcf/d) exceed maximum deliverable US gas production growth (~20 Bcf/d), forcing unprecedented storage draws starting mid-2028 and pushing gas prices to unbounded convex upside, which sets marginal power prices nationwide.

Chai Discovery's models achieve 15% binding success rates versus 0.1% industry standard, enabling zero-shot molecule generation and dramatic acceleration from 9-month discovery cycles to weeks, unlocking undruggable targets and personalized medicines.

Frontier models with reasoning capabilities can now autonomously discover novel memory corruption vulnerabilities in critical infrastructure code (e.g., OpenSSH) that human researchers and traditional tooling missed, then generate verified patches — shifting vulnerability discovery from human-limited to AI-scalable.

The market is fundamentally rate-limited on AI infrastructure (compute, data centers, inference software), not applications; Accel is investing across every layer — chip design, data labeling (Scale), neoclouds (Nebius), inference software (Radix Arc) — because scaling infrastructure is the prerequisite for all AI value creation.

Unlike SOC triage or threat intel, code analysis is fully machine-verifiable (compile, test, exploit), allowing RL and reasoning models to reliably exceed human expert performance — making it the wedge for AI-native security products.

The founders apply the 'bitter lesson' to molecular design, emphasizing simplicity, scaling laws, and rigorous evaluation. They believe scaling compute, data, and model size will unlock previously undruggable targets, with diffusion models providing the right architecture for iterative refinement.

Chai Discovery follows the 'bitter lesson' — scaling compute, data, and simple architectures beats complex hand-engineered modules; scaling laws will automatically learn hidden biological features like glycosylation sites without explicit modules.

Solar assets with existing PPAs mark-to-market at higher power prices driven by gas scarcity, generating margin expansion without capex; residential solar becomes economic without subsidies as peak daytime prices surge 2028-2030.