Examples, write

Learn from examples

Read what the saved examples have in common and propose memory lines from them: the project's pool, one series' examples, or one author's alone. It writes a pattern and no memory row: the lines are parked until they are saved. One AI action, no post is read from any platform.

writespends

MCP

Tool namelearn_from_examples

{
  "jsonrpc": "2.0",
  "id": 1,
  "method": "tools/call",
  "params": {
    "name": "learn_from_examples",
    "arguments": {
      "project_id": "<uuid>"
    }
  }
}

Input

project_idrequireduuid

series_iduuid

Learn from that series' examples alone. Left out is the project's own pool.

handlestring

Learn from one author's saved posts alone, which needs five of them. Left out reads every example in scope.

Returns

The pattern lines, the three things to try this week, the proposed memory lines with their kind, the proposal id, and whether the run was charged. Nothing is saved: the memory group's save_memory_lines writes the ones that are kept, and discard_memory_proposal drops the rest.