# Changes Summary: Length and Context Window Auto-Continue

## Overview
Implemented functionality to automatically continue the LLM loop in the agent when the previous stop reason was due to length or context window problems.

## Files Modified

### 1. `backend/agentpress/thread_manager.py`

**Changes Made:**
- Updated auto-continue logic in `auto_continue_wrapper()` function
- Added detection for length and context window related finish reasons
- Enhanced logging and documentation

**Specific Changes:**

1. **Enhanced Finish Reason Detection:**
   ```python
   # Before: Only handled 'tool_calls' and 'xml_tool_limit_reached'
   if chunk.get('finish_reason') == 'tool_calls':
       # auto-continue logic
   elif chunk.get('finish_reason') == 'xml_tool_limit_reached':
       # stop logic
   
   # After: Also handles length/context issues
   finish_reason = chunk.get('finish_reason')
   if finish_reason == 'tool_calls':
       # auto-continue logic
   elif finish_reason == 'xml_tool_limit_reached':
       # stop logic
   elif finish_reason in ['length', 'context_length_exceeded', 'max_tokens']:
       # NEW: auto-continue for length/context issues
   ```

2. **Updated Documentation:**
   - Modified parameter documentation to include new finish reasons
   - Enhanced logging messages to show supported finish reasons

3. **Improved Logging:**
   - Added specific logging for length/context auto-continue events
   - Enhanced parameter logging to show supported finish reasons

### 2. `backend/docs/LENGTH_CONTEXT_AUTO_CONTINUE.md` (New File)

**Purpose:** Comprehensive documentation of the new feature

**Contents:**
- Problem statement and solution overview
- Implementation details and code examples
- Configuration options and usage examples
- Benefits, limitations, and future enhancements
- Testing strategies and monitoring information

## New Functionality

### Auto-Continue Triggers

The agent now automatically continues the LLM loop when it encounters these finish reasons:

1. **`"length"`** - Response truncated due to token limit
2. **`"context_length_exceeded"`** - Context window exceeded
3. **`"max_tokens"`** - Maximum tokens reached
4. **`"tool_calls"`** - Existing behavior for function/tool calls

### Auto-Continue Exclusions

The agent will NOT continue for these finish reasons:

1. **`"stop"`** - Normal completion
2. **`"xml_tool_limit_reached"`** - XML tool limit reached
3. **`"agent_terminated"`** - Agent terminated
4. Any other finish reason

## Configuration

The feature is controlled by the existing `native_max_auto_continues` parameter:

- **`native_max_auto_continues > 0`**: Enables auto-continue for both tool calls and length/context issues
- **`native_max_auto_continues = 0`**: Disables all auto-continue functionality

## Backward Compatibility

✅ **Fully Backward Compatible**
- Existing behavior for `"tool_calls"` finish reasons is preserved
- Existing behavior for `"xml_tool_limit_reached"` finish reasons is preserved
- No changes to existing API interfaces
- No changes to existing configuration parameters

## Testing

The implementation includes:
- Logic verification through test scenarios
- Comprehensive documentation with examples
- Clear logging for monitoring and debugging

## Benefits

1. **Improved Task Completion**: Agents can complete tasks even when responses are truncated
2. **Better User Experience**: No manual intervention needed when limits are hit
3. **Automatic Recovery**: Seamless recovery from length/context limitations
4. **Maintained Performance**: Still respects maximum iteration limits

## Impact

- **Low Risk**: Minimal changes to existing codebase
- **High Value**: Significantly improves agent reliability and user experience
- **No Breaking Changes**: All existing functionality preserved
- **Easy to Disable**: Can be disabled by setting `native_max_auto_continues=0`