SOLUTIONS — BY ROLE: RED TEAMING ENGINEER
Break Systems Systematically.
Harden What Matters. Prove It.
Design and run attack campaigns with a hybrid engine plus Nero. Findings flow into Auto-tune (Airflow) for guardrail retraining and redeploy through the TestSavant API on Ray. Every test, hit, and diff is recorded by the Data Synthesizer & Aggregator for evidence.
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Broader Attack Coverage
Nero variants + human packs; updated from research & incidents.
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Shorter Fix Windows
Auto-tune retrains guardrails, validates, and redeploys quickly.
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Evidence by Default
Artifacts for audits: attack logs, policy hits, diffs, lineage.
Red Teaming Workbench
Campaigns, packs, and evidence—wired to retraining and runtime.
Attack Packs & Campaigns
- Injection, jailbreak, indirect injection via files/links
- Exfiltration (PII/PHI), tool/action abuse, retrieval poisoning, weak citations
- Scheduling, regression, and targeted sweeps before releases
Nero & Attack Knowledge DB
- Nero learns from traces; generates novel, effective attacks
- Attack Knowledge DB stores patterns/signatures + examples
- New research/incidents update the memory for zero/few-shot creation
Auto-tune Retraining (Airflow)
- Findings → dataset → retrain guardrails → validate → redeploy
- Human approval optional; diffs & metrics archived
- Challenger runs before promotion
Runtime Guardrails (API on Ray)
- Policy enforcement on prompts, RAG, tool calls
- Per-request telemetry; policy hits recorded
- Black-box friendly for third-party providers
From Attack to Enforced Control
Close the loop with telemetry, diffs, and repeatable re-tests.
| Attack / Failure Mode | Runtime Guardrail | Test Method | Result |
|---|---|---|---|
| Prompt injection / jailbreak | Block/transform; quarantine suspicious artifacts | Nero variants + human lure suites | Takeover attempts blocked; evidence logs |
| Indirect injection via files/links | Sanitize/deny; isolate content; escalate | Hidden instruction tests in PDFs/images | Chain takeovers prevented |
| Exfiltration (PII/PHI) | Detect → mask/tokenize before external calls | Adversarial PII payloads; log path probes | Lower leakage; masking proofs |
| Tool/action abuse | Deny/transform risky function calls | Function-call abuse suites | Unsafe actions blocked |
| Retrieval poisoning / weak citations | Require strong provenance; deny low-trust sources | Source-integrity & citation checks | Trustworthy answers; lineage |
| Drift / robustness regression | Trigger Auto-tune; redeploy hardened guards | Scheduled regression packs | Controlled updates; tracked diffs |
Architecture & Controls
Campaigns → findings → datasets → Auto-tune → runtime guardrails → telemetry back.
Guardrail Models (API on Ray)
- Attach to prompts/RAG/tools
- Per-request telemetry & policy hits
Red Teaming (Hybrid)
- Automated + manual packs
- Black-box friendly; scheduled runs
Auto-tune (Airflow)
- Retrain → validate → redeploy guardrails
- Diffs/metrics archived; rollback plans
Nero (Autonomous Attacker)
- Learns from traces & knowledge base
- Generates novel attacks for packs
Attack Knowledge DB
- Patterns/signatures + examples
- Retrieval memory for Nero
Data Synthesizer & Aggregator
- Fuse telemetry, Nero, Red Teaming, synthetics
- Clean datasets for training & re-tests
Evidence Support for AI Frameworks
Artifacts aligned to ISO/IEC 42001, ISO/IEC 23894, NIST AI RMF, GDPR Art 22 / 15(1)(h).
NIST AI RMF 1.0
- ✓Risk registers from attack results and monitoring evidence.
ISO/IEC 42001 (AIMS)
- ✓PDCA artifacts: diffs, validations, incident learnings.
ISO/IEC 23894:2023
- ✓Evidence across identification → analysis → treatment → re-test.
GDPR (Automated Decisions & Rights)
- ✓Explainability excerpts; human-review trails where required.
Frequently Asked Questions
How do I add a new attack pattern?
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Add examples to the Attack Knowledge DB; Nero uses them for zero/few-shot generation and expands the pack automatically.
Will this work against closed models?
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Yes. Black-box probing is supported. Runtime guardrails attach at the orchestration edge; no provider internals required.
Run a Campaign. See the Evidence.
Start with a high-impact pack. Watch Auto-tune harden guardrails and serve them live.
