JWS Platform
AI Log Explainer
Build and runtime logs in plain language
- Non-infra developers
- Builders debugging at midnight
- Support agents drafting answers
The problem
Raw logs are written for machines and senior engineers. One cryptic stack trace can stall a launch for days.
How JWS solves it
When something fails, JWS explains the log in Bengali or English: what happened, why, and the exact next step to fix it.
What you get
Bengali & English output
Explanations in the language you think in.
Error isolation
Finds the real failure inside thousands of log lines.
Next-step guidance
Each explanation ends with a specific action, not generic advice.
Context-aware
Uses your project's detected stack to tailor the fix.
How it works
- 1
A build or deploy fails
The log is captured automatically.
- 2
Open the explainer
One click on the failed operation.
- 3
Apply the fix
Follow the suggested step and retry.
Security & privacy
Logs are processed to explain errors and are not used to train shared models; sensitive values should still be kept out of logs.
Cost impact
The explainer is part of the platform workflow — using it avoids paid support time for common failures.
Honest limitations
- Some advanced options are staged rollouts — status is shown honestly.
- Complex stacks may need a manual review step.
- Your application code quality remains your responsibility.
FAQ
Do I need DevOps experience?
No — the workflow is built for builders, not operators.
Can I leave later?
Yes — the Deployment Passport keeps your app portable.
What does it cost?
Estimates in EUR are shown before any provisioning.