Continual Learning

Continual Learning

Extract recurring user corrections/preferences and durable workspace facts from conversation transcripts, and route them into the appropriate .cursor/rules/*.mdc file.

Inputs

• Transcript root: ~/.cursor/projects//agent-transcripts/
• Rules directory: .cursor/rules/
• Incremental index: .cursor/hooks/state/continual-learning-index.json

Workflow

1. Scan existing rules — Read every .mdc file under .cursor/rules/ (including subdirectories). For each file, note its description frontmatter and the topics it covers.
2. Load incremental index if present.
3. Discover transcripts and process only:

• new files not in index, or
• files whose mtime is newer than indexed mtime.

1. Extract high-signal items — Look for recurring user corrections/preferences and durable workspace facts. Apply the inclusion bar below.
2. Route each item to the best-matching rule file:

• Match by topic against existing .mdc files' descriptions and content.
• If no file is a good fit, create a new .mdc in the appropriate subdirectory (see Rule File Layout).

1. Merge into target file:

• Update matching bullets in place (don't duplicate).
• Append net-new bullets under the most relevant section heading.
• Deduplicate semantically similar bullets.

1. Write back the incremental index.

Rule File Layout

Organize rules by package, matching the monorepo structure:

.cursor/rules/
├── dev-workflow.mdc              # alwaysApply: true — global habits
├── web/
│   ├── ui-development.mdc        # globs: packages/web/**/*.{vue,ts,scss}
│   ├── state-management.mdc      # globs: packages/web/src/stores/**
│   └── ...
├── server/
│   └── api-patterns.mdc          # globs: packages/server/**/*.ts
├── desktop/
│   └── electron-ipc-patterns.mdc # globs: packages/desktop/**/*.ts
└── sdk/
    └── opencode-sdk-reference.mdc # globs: packages/sdk/**, packages/web/src/context/**

Creating a new rule file

When an item doesn't fit any existing file, create one following this template:

---
description: 
globs: 
alwaysApply: false
---

# 

Cursor loads rules in four ways (in order of reliability):

1. Always Apply (alwaysApply: true) — every session, guaranteed
2. Glob auto-attach (globs set) — when matching files are in context
3. Agent-decided (description set, no globs) — Agent judges relevance from description
4. Manual (@rule-name) — only when user explicitly mentions

Best practice: always set both description AND globs. This gives you glob-based auto-attach as the primary trigger, with description as a fallback so Agent can still pick up the rule when discussing related topics without opening specific files.

• Set alwaysApply: true only for cross-cutting workflow rules.
• Set globs to the narrowest pattern that covers the relevant source files.
• Place the file in the subdirectory matching the monorepo package (web/, server/, desktop/, sdk/). If it spans multiple packages, put it at the rules root.

Inclusion Bar

Keep an item only if all are true:

• Non-obvious: not in official docs or standard language/framework behavior
• Actionable: directly usable in future sessions
• Durable: stable across sessions, not tied to a specific branch or commit
• Repeated or explicit: appeared in multiple transcripts, or user explicitly stated it as a broad rule
• Non-sensitive: no secrets, tokens, credentials, or private personal data

What qualifies

• API quirks, tool limitations, framework traps discovered by trial and error
• Problems that took multiple attempts to solve
• Upstream code paths that differ from what the surface API suggests
• Design principles agreed upon after discussion and correction
• Gotchas likely to recur during future maintenance

What does NOT qualify

• Facts already obvious from official documentation
• Standard language/framework behavior
• Content already present in an existing rule file (avoid redundancy)
• One-off task instructions or transient details (branch names, commit hashes, temporary errors)

Exclusions

Never store:

• secrets, tokens, credentials, private personal data
• one-off task instructions
• transient details (branch names, commit hashes, temporary errors)

Incremental Index Format

{
  "version": 1,
  "transcripts": {
    "/abs/path/to/file.jsonl": {
      "mtimeMs": 1730000000000,
      "lastProcessedAt": "2026-02-18T12:00:00.000Z"
    }
  }
}

Source & license

This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.

• Author: JunfengRan
• Source: JunfengRan/dev-env
• License: MIT
• Homepage: https://github.com/JunfengRan/dev-env

Install and usage instructions live in the source repository linked above.