AI4EPC letters
Engineering notes for an AI-native EPC future.
Essays on project delivery, risk allocation, automation, and infrastructure technologies that change how engineering work gets done.
What Is AI4EPC? An AI-Native EPC Operating Layer for Infrastructure
AI4EPC is building an AI-native EPC operating layer that connects engineering documents, constraint checks, procurement, field execution, verification, and commissioning. This public brief explains who it is for, what it does, and what it is not.
AI Built This Game, Then Turned It into a Roguelike Campaign
The browser game evolved from a screenshot reconstruction into a six-chapter Three Kingdoms tower-defense roguelike with persistent five-slot recruitment, automatic waves, visible combat XP, upgradeable treasures, generated music, and local autosave.
AI Built a Supply-Chain Digital Twin: TFC from Laser Die to NVIDIA
The TFC thesis is the by-product. The real deliverable is an AI research system that maps products, suppliers, competitors, qualifications, bottlenecks, downstream customers, and market-value assumptions — a workflow AI4EPC can reuse for project supply chains.
China's Reusable-Rocket Moment: What It Would Take to Lead the Next Space-Industrial Era
SpaceX owns the operating benchmark. China has a credible path to leadership through parallel recovery architectures, manufacturing depth, sovereign demand, and a full industrial system built for repetition.
Building a Future EPC Company by AI
The future EPC company will be disrupted by AI.
Claude Conquered My Marketing Pipeline in Two Days
How Claude compressed EPC tender intelligence and distributor development from days of manual work into a reusable AI workflow in less than 48 hours.
The “Exit Trap” of Performance Bonds: Why It Suppresses New Technologies and New Entrants
Performance bonds often raise the cost of stopping work without improving completion odds. In disputes they become levers that suppress innovation and new entrants.
Why the Engineering Industry Should Take a Serious Look at Space-Based Data Centers
Space-based data centers are not sci-fi. They relocate compute’s energy and thermal constraints into orbit, reshaping what engineering teams may need to design and deliver.
Quantum Computing beyond 2026: From Lab Breakthroughs to the Hard Work of Scaling
A transcript-driven snapshot of the field’s real bottlenecks: error correction, systems integration, and the business models that survive the valley of death.
Let AI Read Your PPA: How AI4EPC Turns a 1-Week Review into a 1-Hour Insight
How the AI4EPC agent turns a 300-page weekend PPA review into a 1-hour, fully mapped risk brief.