Context debt is silently killing your team's velocity
The faster you ship, the harder it becomes for everyone on the team to understand how everything fits together.
New hires can't keep up
PRs merge faster than onboarding docs can keep pace. New engineers spend weeks just building a mental model.
Senior engineers start forgetting
How did we handle auth again? Which service owns rate-limiting? Context gets lost as codebases evolve.
Decisions get made without history
Why did we pick this pattern? What trade-offs did we consider? That reasoning lives in someone's head — or nowhere at all.
Solve context debt with the right tools
Keep your entire team aligned with your codebase. Automatic, always fresh.
Understand the why, not just the what
Newsletters explain the decisions, trade-offs, and reasoning behind your code — not just what it does, but why it was built that way.
Onboard engineers in days, not weeks
New hires get instant access to an AI-generated guide to your codebase. Understand patterns, decisions, and dependencies on day one.
Knowledge that never leaves your team
Your codebase stays yours. Encrypted storage, zero training on your data, full control over who sees what.
Always in sync with reality
No stale documentation. Abstractions watches your repos and updates automatically, so context stays fresh as your code evolves.
How it works
Abstractions connects to your GitHub repositories, deeply indexes your codebase, and delivers AI-generated newsletters to your team on a schedule you control.
Frequently asked questions
Everything you need to know about how Abstractions works.
Why can't I just ask my coding agent to generate these newsletters?
You can — but that puts the burden on you to know what to ask. Abstractions works in the background, surfacing knowledge about parts of your codebase that you or your teammates may have never touched. Instead of waiting for someone to think to ask, we deliver those insights automatically, covering areas of the codebase that often go undiscovered.
What do you do with my code?
We process your code solely to generate summaries and embeddings used for newsletter creation. Once a summary is produced, it is not retained — we never persist your raw source code in our database. This approach gives us what we need to generate meaningful, accurate newsletters while ensuring your code never sits in storage.
Who will receive the newsletters?
You decide. Recipients are fully configurable at the repository level, so you can send to your entire engineering team, a specific sub-team, or any distribution list you choose. Most teams send to something like [email protected] or a team-specific alias.
How do you decide which topics to write about?
Topics are automatically derived from themes and patterns we discover while indexing your repository. As your codebase evolves, so do the topics we surface. You can also manually suggest topics for upcoming newsletters directly within the repository settings, giving you full control when there is something specific you want the team to understand.