Skip to main content
Typescript
March 12, 2025

Q-Learning for LLMs: Smarter AI with Reinforcement Learning

This is some text inside of a div block.
This is some text inside of a div block.

When building AI-powered software development tools, you face two key challenges: optimizingcosts during periods of inactivity (whether awaiting human feedback or between agent tasks) andenabling sophisticated exploration of solution spaces. Today, we're excited to introduce two powerful features to the Runloop platform that address these needs: Suspend/Resume with automatic idle detection for cost optimization, and Snapshots for advanced AI development patterns.

Suspend/Resume: Optimize Costs During Idle Time

When building AI-powered software development tools, you face two key challenges: optimizingcosts during periods of inactivity (whether awaiting human feedback or between agent tasks) andenabling sophisticated exploration of solution spaces. Today, we're excited to introduce two powerful features to the Runloop platform that address these needs: Suspend/Resume with automatic idle detection for cost optimization, and Snapshots for advanced AI development patterns.

  • Automatically suspend inactive development environments to optimize costs
  • Resume work exactly where you left off in seconds
  • Configure custom idle policies based on your workflow patterns
  • Maintain all your development tools, codebases, and testing environments across sessions
from runloop import Runloop
from runloop_api_client.types.shared_params import AfterIdle, LaunchParameters

client = Runloop()
devbox = client.devboxes.create(
   LaunchParameters(
       after_idle=AfterIdle(
           idle_time_seconds=60*10,
           on_idle="suspend"
       )
   )
)

Suspend/Resume: Optimize Costs During Idle Time

When building AI-powered software development tools, you face two key challenges: optimizingcosts during periods of inactivity (whether awaiting human feedback or between agent tasks) andenabling sophisticated exploration of solution spaces. Today, we're excited to introduce two powerful features to the Runloop platform that address these needs: Suspend/Resume with automatic idle detection for cost optimization, and Snapshots for advanced AI development patterns.

  • Automatically suspend inactive development environments to optimize costs
  • Resume work exactly where you left off in seconds
  • Configure custom idle policies based on your workflow patterns
  • Maintain all your development tools, codebases, and testing environments across sessions

Scale your AI Infrastructure
solution faster.

Stop building infrastructure. Start building your AI engineering product.

Join Waitlist
Join
Thank you! Your submission has been received!
Oops! Something went wrong while submitting the form.
Join Waitlist
Explore Docs