DeepInfer, in depth
Model, cache and scheduling, understood as one production system.
Central finding
Read the conclusion first
Co-design creates the gains. Production still needs the surrounding system.
AI infrastructure · Agent systems · Software futures
Phoenix Lee
Turn unclear trends
into product direction.
Independent research and product practice. Evidence kept visible. Trade-offs made explicit.
Start with selected researchThinking
Deep research, fully argued.
Observe
Research threads and evolving judgments.
AI Infrastructure Rebuild · Current judgment
Competition is moving from the chip to the whole system.
The next infrastructure boundary will be decided by the coupled system: accelerator, NIC, switch, protocol, memory locality, runtime, power, storage, and operations.
Related essayAI Compute Demand Trends: November 2026
Explore judgment and evidence
AI Reshapes Work
Current judgmentThe useful agent is becoming less like a prompt box and more like an accountable collaborator with state, permissions, evidence, and recovery paths.
Related essayDeepSeek Harness and China's Big Six Agent Harness Landscape
Explore judgment and evidence
The Future of Software
Current judgmentThe durable advantage may move from code generation to context ownership, verification loops, product surfaces, and delivery systems.
Related essayDeepSeek Harness and China's Big Six Agent Harness Landscape
Explore judgment and evidenceWork
Tools and workflows, put into practice.
In use
LocsicClaw
An interactive workspace for multi-agent collaboration
Key trade-off
Read the project recordRevise the disputed result. Keep the work that already checks out.
