Feedback: guides-terminate_realtime_programmatically
Documentation Feedback
Section titled “Documentation Feedback”Original URL: https://www.assemblyai.com/docs/guides/terminate_realtime_programmatically
Category: guides
Generated: 05/08/2025, 4:35:33 pm
Claude Sonnet 4 Feedback
Section titled “Claude Sonnet 4 Feedback”Generated: 05/08/2025, 4:35:32 pm
Technical Documentation Review: Terminate Streaming Session After Inactivity
Section titled “Technical Documentation Review: Terminate Streaming Session After Inactivity”Overall Assessment
Section titled “Overall Assessment”This documentation covers a valuable use case but has several areas for improvement in structure, clarity, and completeness. Here’s my detailed analysis:
🔴 Critical Issues
Section titled “🔴 Critical Issues”1. Broken Code Example
Section titled “1. Broken Code Example”# This appears in the step-by-step section:ickstart # <-- This is broken/corrupted textimport loggingFix: Remove the corrupted “ickstart” text and ensure proper formatting.
2. Security Risk
Section titled “2. Security Risk”The code shows api_key = "<YOUR_API_KEY>" as a hardcoded string.
Fix: Add a security section showing environment variable usage:
import osapi_key = os.getenv("ASSEMBLYAI_API_KEY")if not api_key: raise ValueError("Please set ASSEMBLYAI_API_KEY environment variable")🟡 Structure & Organization Issues
Section titled “🟡 Structure & Organization Issues”3. Confusing Document Flow
Section titled “3. Confusing Document Flow”The current structure jumps from full code → setup → partial code explanations. Recommended structure:
1. Overview & Prerequisites2. Setup & Installation3. Core Concepts Explanation4. Step-by-step Implementation5. Complete Working Example6. Customization Options7. Troubleshooting4. Redundant Code Sections
Section titled “4. Redundant Code Sections”The full code appears twice with slight variations. Fix: Show complete code once at the end, with focused snippets during explanation.
🟡 Missing Information
Section titled “🟡 Missing Information”5. Prerequisites Section Needs Details
Section titled “5. Prerequisites Section Needs Details”Current: “make sure you have an AssemblyAI account” Add:
- Python version requirements (3.7+?)
- Required dependencies versions
- System requirements for microphone access
- Network connectivity requirements
6. No Error Handling Guidance
Section titled “6. No Error Handling Guidance”Add section covering:
- Common error scenarios
- Network disconnection handling
- Microphone permission issues
- API rate limiting
7. Missing Configuration Options
Section titled “7. Missing Configuration Options”Add explanations for:
- Why
sample_rate=16000is chosen - Other supported sample rates
- Alternative audio input sources beyond microphone
- Different timeout strategies
🟡 Code Quality Issues
Section titled “🟡 Code Quality Issues”8. Global Variables Anti-pattern
Section titled “8. Global Variables Anti-pattern”last_transcript_received = datetime.now()terminated = FalseBetter approach: Wrap in a class or use closure:
class StreamingSessionManager: def __init__(self, timeout_seconds=5): self.timeout_seconds = timeout_seconds self.last_transcript_received = datetime.now() self.terminated = False
def on_turn(self, client, event): # Implementation here9. Hardcoded Magic Numbers
Section titled “9. Hardcoded Magic Numbers”silence_duration > 5 appears without explanation.
Fix: Make it configurable and explain the reasoning.
🟡 User Experience Issues
Section titled “🟡 User Experience Issues”10. Unclear Expected Behavior
Section titled “10. Unclear Expected Behavior”Users don’t know:
- What happens to partial transcripts when terminated
- If the session can be restarted
- How to handle the termination gracefully in larger applications
11. No Testing Guidance
Section titled “11. No Testing Guidance”Add section:
- How to test without speaking (simulate silence)
- How to verify the timeout works correctly
- Sample input/output examples
📋 Specific Actionable Improvements
Section titled “📋 Specific Actionable Improvements”1. Add a “How It Works” Section
Section titled “1. Add a “How It Works” Section”## How It Works
The termination mechanism relies on three key components:
1. **Turn Event Monitoring**: The SDK emits `TurnEvent` objects when speech is detected2. **Timestamp Tracking**: We record when the last meaningful transcript was received3. **Timeout Logic**: If silence exceeds the threshold, we call `disconnect(terminate=True)`
### Why This Approach Works- Turn events only fire during speech activity- Empty transcripts (just whitespace) don't reset the timer- Clean disconnection prevents resource leaks2. Add Configuration Examples
Section titled “2. Add Configuration Examples”# Different timeout values for different use casesQUICK_TIMEOUT = 3 # For interactive applicationsSTANDARD_TIMEOUT = 5 # Default recommendationPATIENT_TIMEOUT = 10 # For users who pause frequently3. Add Troubleshooting Section
Section titled “3. Add Troubleshooting Section”## Troubleshooting
### Session Terminates Too Quickly- Check if background noise is being filtered out- Increase the timeout value- Verify microphone sensitivity
### Session Never Terminates- Check if `event.transcript.strip()` logic is working- Add debug logging to see event frequency- Verify network connectivity isn't causing delays4. Add Complete Working Example with Error Handling
Section titled “4. Add Complete Working Example with Error Handling”Include a production-ready version that handles:
- Environment variable configuration
- Graceful error recovery
- Proper logging
- Resource cleanup
5. Improve Code Comments
Section titled “5. Improve Code Comments”Add inline comments explaining:
- Why certain parameters are chosen
- What each event handler does
- Edge cases being handled
🎯 Priority Recommendations
Section titled “🎯 Priority Recommendations”High Priority (Fix First):
- Fix the corrupted code example
- Remove global variables anti-pattern
- Add proper error handling
- Restructure the document flow
Medium Priority:
- Add troubleshooting section
- Explain configuration options
- Add security best practices
- Include testing guidance
Low Priority:
- Add advanced customization examples
- Performance optimization tips
- Integration patterns with other services
This documentation has good foundational content but needs significant improvements in structure, code quality, and user guidance to be truly effective.