Thesis → agents
From 2016 energy orchestration to 2026 agentic systems
Why the cost of the next useful observation must fall while decision quality rises—and why that still holds when nearly all inference is remote.
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Essays
Essays on the layers you can actually change: the harness, memory, and the cost of the next useful observation. Learning should get cheaper while decisions get better.
Essays
Memory
Pulse instead of dump
Schrödinger’s three constraints, applied to agent memory: why the harness should pulse, not flood the context window.
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Memory · admissions
Archive is not memory — the second constraint on agent recall
What is allowed to become a snippet at all? Reuse, not form, is the admissions rule for memory—and why both biology and harnesses invent when the filter has no reject gate.
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