Tier 1 learning — detects user output preferences from repeated corrections and injects them as instructions into future plugin runs.
From founder-osnpx claudepluginhub thecloudtips/founder-os --plugin founder-osThis skill uses the workspace's default tool permissions.
Designs and optimizes AI agent action spaces, tool definitions, observation formats, error recovery, and context for higher task completion rates.
Enables AI agents to execute x402 payments with per-task budgets, spending controls, and non-custodial wallets via MCP tools. Use when agents pay for APIs, services, or other agents.
Compares coding agents like Claude Code and Aider on custom YAML-defined codebase tasks using git worktrees, measuring pass rate, cost, time, and consistency.
Taste learning detects patterns in how users modify or react to plugin outputs, then automatically adjusts future outputs to match preferences.
| Signal | Example | Resulting Pattern |
|---|---|---|
| Output length corrections | User consistently shortens briefings | "Keep briefings under 500 words" |
| Tone adjustments | User rewrites drafts to be more formal | "Use formal business tone in email drafts" |
| Prioritization overrides | User re-orders urgent items | "Prioritize revenue-related items first" |
| Formatting preferences | User restructures output into bullets | "Use bullet-point format for task summaries" |
| Content inclusion/exclusion | User removes calendar section from briefing | "Exclude calendar items from daily briefing" |
When distilling a pattern from observations:
patterns tablepattern_type: "taste"plugin: the specific plugincommand: the specific command (or null if applies to all commands)description: human-readable summary of the preferenceinstruction: the text to inject into future command contextconfidence: 0.0 (starts as candidate)observations: count of times this pattern was seenobservations, confirmations, rejections, and recalculate confidenceAlways notify the user when a taste pattern is applied:
[Intel] Applying learned preference: "concise email drafts under 150 words"
If the user says "stop applying this" or rejects 3 times in a row, set status to "rejected".