DeepSeek Engram deepens hardware squeeze

The counterintuitive part is that optimization is acting like a usage subsidy: every time the stack gets cheaper or faster, developers find a new place to spend the savings.

• –OpenRouter’s token mix is the strongest signal in the piece: programming has become the dominant workload, which means agentic coding is now a major demand driver, not a niche.
• –Engram is a clean example of the paradox in hardware terms: offloading static memory to system RAM doesn’t eliminate memory spend, it changes the memory mix and lets operators deploy more total capacity.
• –The market implication is uncomfortable for app-layer vendors but great for infra suppliers: lower per-token prices can worsen unit economics while increasing demand for GPUs, HBM, DRAM, power, and datacenter buildout.
• –The thesis is persuasive, but the exact timing is still squishy; supply constraints and regulation may slow the flywheel, yet they don’t change the direction of travel.