Shiftby.pro

Fieldwork

Fieldwork

Independent, evidence-bounded notes on AI-assisted research, systems and practice.

Featured project collection

Persistent understanding for AI-assisted work.

Active exploration · 3 notes

Explore Inspiral

Recent notes

  1. case studyHow OpenAI Supports Inspiral FieldworkThe concrete roles ChatGPT Work, connected context and Codex play in Inspiral fieldwork—and the human authority they do not replace.
  2. analysisWhy Content Generation Was Not the Hard ProblemWhy faster AI content generation did not solve ShiftBy's harder problem: preserving evidence, decisions, current state and context across continuing AI-assisted work.
  3. methodWhat Must Survive Between AI-Assisted TasksA lightweight handoff for recovering the evidence, decisions, current state, limitations and authority a later AI-assisted task needs to reuse work safely.
All Inspiral Fieldwork

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Future project collections

Additional independent project collections will appear here as their fieldwork becomes public.