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Advent Prompt Pwn

On the record

Assessment workflow
It connects attack case generation to explicit scope, bounded execution, deterministic oracles, resumable checkpoints, reporting, and regression comparison.adventcybersecurity.com · read 5 Oct 2026
Attack coverage
Strategies cover direct, instruction override, delimiter, encoding, role confusion, indirect injection, and multi-turn attacks, with mutation and RAG poisoning listed as 1.1 preview features.adventcybersecurity.com · read 5 Oct 2026
Attack features
Documented strategies include direct, instruction override, delimiter, encoding, role confusion, indirect injection, and multi-turn testing.adventcybersecurity.com · read 5 Oct 2026
Availability
Installation requires Python 3.10 or newer and is documented for PowerShell, macOS, or Linux shells.adventcybersecurity.com · read 5 Oct 2026
Evidence and reports
It produces JSON, JSONL, Markdown, HTML, JUnit, and SARIF reports, plus evidence bundles with checksums and per-attempt SHA-256 hashes.adventcybersecurity.com · read 5 Oct 2026
Evidence handling
Evidence bundles include a checksum manifest and per-attempt SHA-256 hashes; the documentation says to treat model output as confidential assessment material.adventcybersecurity.com · read 5 Oct 2026
Integrations
Targets include custom HTTP JSON APIs, OpenAI-compatible APIs, Ollama, Python callbacks, and preview adapters for OpenAI, Azure OpenAI, Anthropic, and Gemini.adventcybersecurity.com · read 5 Oct 2026
Known limitations
Oracle matches require practitioner review, redaction may miss sensitive values, and the static tool sandbox is not a production agent runtime.adventcybersecurity.com · read 5 Oct 2026
Known limits
Oracle matches require practitioner review, redaction may miss sensitive values, and the static tool sandbox is not a production agent runtime.adventcybersecurity.com · read 5 Oct 2026
License
The project’s GitHub page identifies the source as Apache License 2.0.github.com · read 5 Oct 2026
Maker
The product is maintained by Advent Cybersecurity LLC; the maker page identifies Jashid Sany as its founder.github.com · read 5 Oct 2026
Maturity
Version 1.0.0 is the stable public release; the 1.1 source line remains beta pending independent practitioner review and field assessment.adventcybersecurity.com · read 5 Oct 2026
Outcome checks
Built-in oracles can check strings, canary leaks, regular expressions, JSON keys and paths, and tool calls, including combined conditions.adventcybersecurity.com · read 5 Oct 2026
Purpose
Advent Prompt Pwn is a typed Python toolkit for authorized adversarial testing of language models and AI applications.adventcybersecurity.com · read 5 Oct 2026
Python API
The toolkit provides a Python API for configuring cases, targets, scope, runs, and reports.adventcybersecurity.com · read 5 Oct 2026
Reports
Supported report formats are JSON, JSONL, Markdown, HTML, JUnit, and SARIF.adventcybersecurity.com · read 5 Oct 2026
Scope controls
Remote assessments support exact host and port allowlists, authorization windows, DNS controls, and request, rate, concurrency, retry, timeout, and evidence limits.adventcybersecurity.com · read 5 Oct 2026
Security controls
Remote assessments can be bounded by exact host and port grants, DNS checks, authorization windows, request limits, and workload ceilings.adventcybersecurity.com · read 5 Oct 2026

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