Turn AI Incidents Into Reproducible Tickets
When your AI misbehaves, you need evidence: what did it see, and what changed? No more vibes and screenshots. Fabra makes inference context a durable artifact you can replay, diff, and verify.
pip install fabra-ai && fabra demo🔄
Replay Any Decision
See exactly what your AI knew at any point in time. Reproduce incidents in seconds.
📋Shareable Tickets
Turn 'it was wrong' into a Context Record you can share, diff, and fix.
🚀Ship Confidently
Debug regressions before they hit production. Know what changed between decisions.
🔍Explain Dropped Items
Know exactly what got cut due to token limits — and why.
⚡30-Second Setup
pip install, no Kubernetes. DuckDB locally, Postgres in production.
🛡️Prove What Happened
Cryptographic integrity. When compliance asks, you have the answer.
2 Minutes to Your First Context Record
quickstart.sh
pip install fabra-ai
fabra demo
# You'll see a context_id printed (your receipt)
fabra context show <context_id>
fabra context verify <context_id>
# Generate a second record, then diff drift
fabra context diff <context_id_A> <context_id_B>Why Fabra?
| Without Fabra | With Fabra | |
|---|---|---|
| Can you prove what happened? | Logs, maybe | Full Context Record |
| Can you replay a decision? | No | Yes, built-in |
| Why did it miss something? | Unknown | Dropped items logged |
| Incident resolution | Hours of guesswork | Minutes with replay |
Ready to stop guessing?
From pip install to replayable AI decisions in 30 seconds.
Read the Quickstart Guide