AI Remediation Agent

QROS includes an artificial intelligence (AI) remediation agent — an assistant that explains findings and generates step-by-step remediation plans over your inventory. The agent understands the cryptographic posture of each system and recommends specific cybersecurity and quantum-migration actions, under your control — never a black box.

QROS · AI Agent · retail-bank:443Ollama · llama3

Finding (scan)

RSA-2048 vulnerable to ShorCVE-2024-…

↓

AI remediation proposal

- name: Rotate to hybrid PQC cert qros_pki_cert: cn: app.banco.com algorithm: p256_mldsa44 state: present when: confirm | bool

confidence 92% NIST SP 800-208 CIS §2.2 CVE refs

Human-in-the-loop · requires confirm=true

What the AI agent does

Explains findings — for each finding, the agent provides a plain-language explanation of the risk and why it matters
Generates remediation plans — step-by-step instructions to fix each finding (disable RC4, rotate weak RSA, migrate to ML-DSA, update to version X)
Prioritizes actions — the agent ranks remediation actions by impact and urgency
Answers questions — ask the agent about any finding, system, or vulnerability in your inventory

How the AI agent works

The agent uses an OpenAI-compatible API (configurable — works with OpenAI, Ollama, or any compatible endpoint). It has access to your inventory's findings, risk scores, and CVE data, and generates contextual remediation advice. The agent does not modify your systems — it provides recommendations that you implement manually.

What the AI remediation agent looks like in QROS

The agent chat interface shows findings from your inventory and generates step-by-step remediation plans:

🤖 AI Remediation Agent

System: Payments API (45.33.32.156)
Finding: RSA-2048 certificate — quantum-vulnerable (Shor's algorithm)
Risk: High — score 55/100

AI remediation plan

1. Generate a hybrid PQC certificate (p256_mldsa44) using QROS PQC certificate generation.

2. Test the hybrid cert on a staging server with TLS 1.3 + ML-KEM key exchange.

3. Deploy to production during the next maintenance window.

4. Re-scan with QROS to verify the new certificate and confirm risk score reduction.

Expected risk reduction: 55 → 90 (Low). Estimated effort: 2-4 hours.

You: What about the OpenSSH 6.6.1 CVEs?

AI: OpenSSH 6.6.1 has 5 CVEs including CVE-2024-6387 (regreSSHion, CVSS 8.1). This is critical — upgrade to OpenSSH 9.8p1 immediately. On Debian/Ubuntu: apt update && apt install openssh-server. Re-run the CIS audit after the upgrade to verify compliance.

FAQ

What does the AI remediation agent do?

The AI remediation agent explains findings in plain language, generates step-by-step remediation plans, prioritizes actions by impact and urgency, and answers questions about any finding, system, or vulnerability in your inventory.

Does the AI agent modify my systems?

No. The agent provides recommendations that you implement manually. It does not modify your systems, deploy patches, or make configuration changes.

Try this service with QROS

Explore now →