🚀 ToolGuard v1.2.0: The "Enterprise Runtime" Update

[Harshit-J004]

We just shipped the exact three missing features that finally turn ToolGuard from a "cool testing tool" into the undeniable Default Reliability Infrastructure for AI agents.

If you are treating your AI agents like actual software, you need enterprise-grade testing hooks. Here is what we just rolled out to make ToolGuard feel exactly like PyTest for LLMs:

1. ⏪ Local Crash Replay (The Holy Grail of Debugging)

When an agent crashes in production because of a deeply nested bad JSON payload, it's a nightmare to reproduce. Not anymore.
We added the --dump-failures flag. If a tool crashes anywhere in your chain, ToolGuard automatically saves the exact dictionary payload to .toolguard/failures/.
You simply type toolguard replay <file.json> and we dynamically inject the exact crashing state directly back into your local Python function instantly!

2. 🎯 Edge-Case Test Coverage (Stop Guessing)

You don't just want a "Reliability Score"; you want to know exactly what scenarios you missed.
The Console Reporter now generates PyTest-style coverage metrics based on our 8 known hallucination categories. If you only test Happy Paths and Nulls, ToolGuard will explicitly print Coverage: 25% and give you a bulleted list of the exact fuzzer categories (like large_payload_overflow or type_mismatch) that your agent is still vulnerable to.

3. ⚡ The Minimal API (1-Line Jupyter Testing)

We wanted to make adoption literally zero-friction, especially for students and quick prototypes.
We shipped toolguard.quick_check(my_agent_function)—an absolute minimalist 1-line Python wrapper. You can pull it into any Jupyter Notebook, run it, and instantly trigger a full deterministic fuzzing sweep with a gorgeous terminal output without touching the CLI or writing a single config file.

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ToolGuard mathematically proves your agent execution layer survives LLM hallucinations. We don't make your AI smarter; we make sure your code doesn't break when your AI does something stupid.

Update your pip package and check out the new Replay engine!

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This discussion was created from the release 🚀 ToolGuard v1.2.0: The "Enterprise Runtime" Update.