continuous-learninglisted
Install: claude install-skill manastalukdar/ai-devstudio
# Continuous Learning
Scan archived session logs to surface recurring manual workflows, then offer to convert high-frequency patterns into new SKILL.md stubs so repeated work becomes permanent automation.
## Usage
```
/continuous-learning # Scan all archived sessions for patterns
/continuous-learning --min 2 # Lower threshold (default: 3 repetitions)
/continuous-learning --generate # Auto-generate stubs without prompting
```
## Behavior
### Phase 1: Discover sessions
```bash
# Find all archived session files (not the active .current-session pointer)
find .claude/sessions -name "*.md" -not -name ".current-session" 2>/dev/null | sort
```
If fewer than 3 session files exist, report "Not enough session history yet (need 3+)" and exit.
### Phase 2: Extract commands and workflows
Scan each session file for lines that match invocation patterns:
```bash
# Commands invoked (slash commands, skill names)
grep -h -E "^/[a-z]|^\*\*Command\*\*:|Ran:|Invoked:" .claude/sessions/**/*.md 2>/dev/null \
| sed 's|.*: ||' | sort | uniq -c | sort -rn | head -40
```
Also extract multi-step sequences: look for clusters of 3+ consecutive commands that appear together in at least `--min` sessions.
### Phase 3: Build pattern registry
Load or create `.claude/cache/continuous-learning/patterns.json`:
```json
{
"last_scan": "2026-06-04T00:00:00Z",
"patterns": [
{
"commands": ["/security-scan", "/review", "/test"],
"frequency": 5,
"sessions": ["s