re11-calibration-loops
Apply RE11 Calibration Loops to repeatedly check predictions against outcomes to improve forecasting accuracy.
Profile →npx skills add majiayu000/claude-skill-registry --skill re11-calibration-loops --agent claude-code
Same command for any agent — swap --agent for codex, cursor, copilot.
Weekly change comes from our own snapshots, not the repository page — it measures attention, not adoption.
# RE11 Calibration Loops Apply the RE11 Calibration Loops transformation to repeatedly check predictions against outcomes to improve forecasting accuracy. ## What is RE11? **RE11 (Calibration Loops)** Repeatedly check predictions against outcomes to improve forecasting accuracy. ## When to Use RE11 ### Ideal Situations - Iterate toward a better solution using feedback loops - Refine a process through repeated cycles - Scale a pattern through repetition and standardization ### Trigger Questions - "How can we use Calibration Loops here?" - "What changes if we apply RE11 to this iterating a workflow over several cycles?" - "Which assumptions does RE11 help us surface?" ## The RE11 Process ### Step 1: Define the focus ```typescript // Using RE11 (Calibration Loops) - Establish the focus const focus = "Repeatedly check predictions against outcomes to improve forecasting accuracy"; ``` ### Step 2: Apply the model ```typescript // Using RE11 (Calibration Loops) - Apply the transformation const output = applyModel("RE11", focus); ``` ### Step 3: Synthesize outcomes ```typescript // Using RE11 (Calibration Loops) - Capture insights and decisions const insights = summarize(output); ``` ## Pr
- What is RE11?
- When to Use RE11
- Ideal Situations
- Trigger Questions
- The RE11 Process
- Step 1: Define the focus
- Step 2: Apply the model
- Step 3: Synthesize outcomes
- Practical Example
- Integration with Other Transformations
- Implementation Checklist
- Common Pitfalls
- Best Practices
- Measurement and Success
moltbot-registry install hummbl-agent/re11-calibration-loops
What does the re11-calibration-loops skill do?
Apply RE11 Calibration Loops to repeatedly check predictions against outcomes to improve forecasting accuracy.
How do I install it?
Run `npx skills add majiayu000/claude-skill-registry --skill re11-calibration-loops --agent claude-code` — it drops the skill into your project so the agent can pick it up. Swap the --agent value for codex, cursor or copilot if you use one of those.
Where does this skill come from?
From majiayu000/claude-skill-registry, a repository with 534 stars. We read it straight from the repository tree rather than a submitted listing, so what you see here is what is actually published.
Is a popular skill a good skill?
Not necessarily. Stars measure attention, not adoption — a repository can trend for a week and be abandoned. That is why we show the weekly change from our own snapshots next to the total, instead of a single flattering number.