charlielabs

What is charlielabs?

Charlie Labs provides always-on AI daemons that work proactively across Slack, Linear, GitHub, and more. These daemons are defined with simple .md files and operate 24/7 without requiring explicit prompts or instructions. The platform is designed to automate rote, maintenance-heavy tasks so teams can focus on novel, creative work. Daemons handle self-initiated work that doesn't wait for a prompt, building org-wide memory that improves with every run.

Application scenarios

Slack automation
Daemons proactively manage communications and notifications in Slack without manual prompting.
Linear task management
Daemons keep Linear projects updated, patched, and organized around the clock.
GitHub repository maintenance
Daemons clean up after agents, update dependencies, and ensure repos stay ready for development.
Team productivity
Drop a daemon into a repo, and the entire team benefits immediately—no rollout or onboarding needed.
Background maintenance
Daemons handle the cleanup and upkeep that comes with combining human developers and AI agents, preventing productivity bottlenecks.
Continuous workflow optimization
Daemons work on roles, goals, and outcomes rather than individual tasks, making them suitable for ongoing process improvement.

Core Features

Proactive, always-on operation
Daemons work 24/7 across Slack, Linear, and GitHub without needing explicit instructions or prompts.
Role-based automation
Define roles, goals, and outcomes in .md files—daemons handle the execution without requiring individual task lists.
Compounding memory
Daemons maintain org-wide memory that improves with every run, building trust and consistency over time.
Team multiplier effect
Adding a daemon to a repo instantly benefits the entire team—no training, onboarding, or individual setup required.
Automatic cleanup
Daemons clean up after agents, keeping everything up to date, patched, and ready so nothing holds back development.
Team-based billing
A shared token budget covers daemon work, so each person's allocation goes toward novel creative work instead of background maintenance.
Simple .md file definition
Daemons are configured with straightforward markdown files, making setup accessible to non-developers.

Target users

Charlie Labs is built for engineering teams, product teams, and any organization using Slack, Linear, or GitHub that wants to offload repetitive maintenance work. It's ideal for teams combining human developers with AI agents who need automated cleanup and coordination. The platform also suits managers looking to boost team productivity without adding onboarding overhead.

How to use charlielabs?

Start by visiting the official website and clicking "Try daemons now." Define a daemon using a simple .md file, specifying roles, goals, and outcomes. Once added to a Slack channel, Linear project, or GitHub repo, the daemon begins working proactively—no further prompts or instructions needed. The shared token budget automatically covers daemon work, so your team can focus on novel tasks.

Effect review

Charlie Labs delivers on its promise of "stop prompting and start automating" by turning AI into a persistent, self-directed workforce. The daemon model eliminates the friction of manual task assignment and prompt crafting, which is a genuine time-saver for busy teams. The "team multiplier" approach—where a single daemon benefits everyone without onboarding—is a smart design choice that reduces deployment friction. While the platform's effectiveness depends on how well teams define roles and outcomes in their .md files, the core concept of proactive, always-on automation is both practical and forward-looking. For teams already deep in Slack, Linear, and GitHub workflows, Charlie Labs offers a low-effort way to reclaim time from maintenance work.

Frequently Asked Questions

What is Charlie Labs?

Charlie Labs is a platform that provides always-on AI daemons that work proactively across tools like Slack, Linear, and GitHub, defined with simple .md files for seamless automation.

How do I define an AI daemon in Charlie Labs?

You define AI daemons using simple .md files, which specify the daemon's behavior, triggers, and actions in a straightforward markdown format.

What tools does Charlie Labs integrate with?

Charlie Labs integrates with Slack, Linear, GitHub, and more, allowing AI daemons to act across these platforms automatically.

Are the AI daemons always active?

Yes, Charlie Labs daemons are always-on and proactively monitor and act based on your defined rules without manual intervention.

Can I customize the behavior of my AI daemons?

Absolutely, you can fully customize daemon behavior by editing the .md files that define their logic, triggers, and responses.

Is Charlie Labs suitable for non-technical users?

Yes, because daemons are defined with simple .md files, it is accessible to users with basic markdown knowledge, while still powerful for developers.