adversarial-probe

Probes services and AI-agent workflows with load, chaos, fuzzing, and adversarial inputs to surface breakages.

Updated Jul 8, 2026
One-click install
npx skills add https://github.com/Zhachory1/autopraxis --skill adversarial-probe-zhachory1
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: adversarial-probe
Source: https://github.com/Zhachory1/autopraxis/tree/main/skills/adversarial-probe
Command: npx skills add https://github.com/Zhachory1/autopraxis --skill adversarial-probe-zhachory1

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve? Teams often ship systems without knowing where they break under stress, malformed input, or adversarial attack. This Skill runs a bounded adversarial testing workflow that maps the attack surface, locks breakage thresholds before attacking, and produces confirmed failure signals instead of vague suspicions. ## Core Features & Use Cases - Attack surface mapping and threat modeling: Enumerates entry points, trust boundaries, resource limits, and agent tool/permission surfaces before any probe runs. - Bounded attack loop with locked thresholds: Runs load, soak, spike, chaos, fault injection, fuzzing, concurrency, and prompt-injection probes against pre-defined SLOs and safety boundaries, recording a tried/broke/held ledger. - Safety gates and handoff: Requires human approval and blast-radius signoff before live or destructive probes, and routes confirmed breakages to debug-investigation rather than diagnosing root cause. - Use Case: Before launching a new API, run a default-depth probe that fuzzes endpoints, injects latency into dependencies, and verifies rate-limit SLOs hold, then hand any confirmed breakage to debugging with evidence attached. ## Quick Start Ask the agent to run an adversarial probe against your staging service or agent workflow, specifying the target environment, allowed attack modes, and the SLOs that must hold.

Frequently Asked Questions about adversarial-probe

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I stress test a service before launch?▼

Map the attack surface first, lock breakage thresholds such as SLOs and invariants, then run load, soak, spike, and fault-injection probes against a staging target. Record each attack as broke or held in a ledger and hand confirmed breakages to debugging.

How to test an AI agent against prompt injection and jailbreaks?▼

Probe the agent workflow with adversarial and out-of-distribution prompts, tool-abuse attempts, and context poisoning while monitoring safety boundaries. Lock what counts as a boundary violation before attacking, and escalate safety-boundary findings to a review council.

Can I run chaos engineering probes against production?▼

Live or destructive probes require explicit human approval with blast-radius signoff before execution. Prefer staging, sandboxes, synthetic payloads, rate caps, and a pre-stated stop condition, and halt immediately if the approved blast radius is at risk.

What happens when adversarial testing finds no breakage?▼

A clean result is valid and reported with the surface covered, attacks tried, and residual untested surface. This prevents a no-breakage run from being misread as proof the system is safe.

Does adversarial probing also diagnose root causes?▼

No, probing only generates confirmed failure signals with triggers, evidence, and violated thresholds. Root-cause analysis is handed off to a separate debug-investigation workflow to keep probing bounded.