analytic-workbench
Analytic Workbench
Human-directed, AI-operated analysis. The AI computes; the human steers through a review surface (marimo notebook or Quarto doc). This is not a batch pipeline — intermediate findings are presented for redirection at every step.
Start Here
- Read
AGENTS.mdoragents.mdif present - If neither exists, create
AGENTS.mdand updateCLAUDE.md(see below) - Inspect the repo before changing structure
- Separate repo facts from agent assumptions
- Separate frozen inputs from live pulls
Then establish per area: current mode, likely next mode, review surface, first boundary-sensitive change.
Fresh Repo Bootstrap
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Use this skill for agent execution discipline on development and analysis projects: inspect the repo before restructuring, keep durable truth in repo artifacts instead of chat memory, maintain specs/tasks/status docs, verify work honestly, avoid shortcuts, and keep moving through the next concrete work item when the human is away. Trigger when the user asks for workflow discipline, project hygiene, execution guardrails, repo normalization, or when a task risks drifting across architecture, storage, specs, continuity, or tooling boundaries.
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Recover a prior Claude Code session from natural-language hints, search Claude history by topic/date/project, and import the useful context into the current conversation. Use this for Claude session handoff, transcript recovery, context transfer into Codex or another agent, and continuing after Claude hit a usage or rate limit.
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