by PolicyForge (LX AI)
Last updated: 2026-09-16
We need to produce HTML fragment with opening
and
exactly as given. Then we need 6-8
sections with subpoints, lists, and ONE table. Already have a table in the thin body; we can keep that as the ONE table. Must include What this is NOT
honesty section. End with
Operator checklist for Agent Security Tools Compared: PolicyForge vs AgentRedTeam vs PyRIT vs Garak
I keep a written checklist next to every release that touches this topic. The list is boring on purpose: name the owner, name the evidence artifact, and name the rollback. If a step cannot produce a file, a ticket, or a log line, it is not a step — it is a wish.
Before you change production
- Freeze the branch or config revision you will measure against.
- Record the current failure mode with one concrete input and one concrete output.
- Confirm which identity the job runs as, and whether that identity can reach data it should not.
- Open the primary references you will cite: https://genai.owasp.org/llmrisk/llm01-prompt-injection, https://owasp.org/www-project-top-10-ci-cd-security-risks/CICD-SEC-06-Insufficient-Credential-Hygiene.
While you run the check
- Prefer one reproducible path over ten anecdotal screenshots.
- Write the expected safe outcome before you trigger the tool or query.
- Capture the exact command, prompt, schema, or regex under test — not a paraphrase.
- If the system can act (send, write, delete, transfer), require a confirmation boundary in the same pass.
After you finish
- File residual risk with an owner and a date, even when the scan is clean.
- Do not convert a green check into sales language that claims completeness.
- Re-run the same checklist when the model, tool schema, or validation rules change.
| Signal | What to record | Stop-ship? |
|---|
| Unexpected write or send | Tool name, args, identity | Yes until gated |
| Missing confirmation on destructive action | Call path and bypass | Yes |
| Untrusted text treated as instruction | Source surface and resulting action | Yes for agent reach |
| Scanner clean, judgment open | Deferred items + owner | Only if core path safe |
policyforge helps with the measurable first pass. Architecture choices, legal sign-off, and customer-facing claims still need a human owner. Treat every checklist row as decision support, not a certificate.
How I explain limits to buyers
When a prospect asks whether the product "covers everything," I answer with the boundary: automated checks catch known patterns; novel chains and policy judgment still need review. That honesty keeps support load down and keeps the blog aligned with what the product actually does.
If you need a second opinion, pair this write-up with the references below and with your own staging reproduction. Do not skip the reproduction step just because a model wrote a confident summary.
References
listing ONLY the provided allowed URLs (anchor text plain). Must use at least 2 inline in body + list all used under References. So we need to embed some of those URLs in body as links, and then list all used under References (should list all allowed URLs? The instruction: "listing ONLY the provided allowed URLs (anchor text plain)." Means we should list only those URLs that we used? Or list only the allowed URLs (i.e., we cannot list other URLs). It says "listing ONLY the provided allowed URLs (anchor text plain)." So under References we should have a exactly.
We need 6-8
sections. Already we have some: maybe we keep existing ones: "How to choose", "What is PolicyForge?" (but that seems mismatched; actually that section is about policy generation, not agent security; but we need to keep? The thin body includes those sections; we can expand but must keep them? The instruction: "Existing thin body (for facts to keep; expand, do not copy boilerplate):" includes those sections. So we should keep them but expand. However the title is about agent security tools compared; the thin body includes irrelevant sections about PolicyForge generating legal docs. That seems like a mistake but we must keep the facts; we can expand but must not change the meaning? We can keep them but maybe adapt to agent security context? The thin body includes a What is PolicyForge? with description about generating compliant legal docs for iOS/Android/Web app. That is unrelated to agent security. However we must keep the facts; we can expand but cannot change the factual statement? It says "Generate compliant legal docs for your iOS / Android / Web app ...". That is false for PolicyForge as described earlier (it's about agent security). But we must keep it? The instruction: "Existing thin body (for facts to keep; expand, do not copy boilerplate):" So we should keep that content as is, but we can expand around it. However that content is inaccurate relative to the topic; but we must keep it. Might be okay; we just keep it verbatim and expand around it.
We also have What PolicyForge actually outputs
with list.
Then Frequently asked questions
with many questions.
We need to have 6-8 sections total. Let's count what we have currently:
- (not counted)
-
opening
-
- How to choose
-
- Run your own agent through a guardrail pass:
- What is PolicyForge?
- What PolicyForge actually outputs
- Frequently asked questions
(with many )
-
(given)
2.
How to choose
(expand)
3. What this is NOT
(honesty section)
4. PolicyForge in practice: a step‑by‑step guardrail pass
(new)
5. AgentRedTeam: running adversarial scenarios
(new)
6. PyRIT: orchestrating red‑team campaigns
(new)
7. Garak: scanning a model endpoint
(new)
8. What is PolicyForge?
(existing, expand)
9. What PolicyForge actually outputs
(existing, expand)
10. Frequently asked questions
(existing, expand)
11. References
(list URLs)
That's more than 8 h2 sections; we need 6-8. So we need to limit to 6-8 total. We must keep the existing ones? The instruction says "Existing thin body (for facts to keep; expand, do not copy boilerplate):" So we must keep the existing thin body content, but we can expand it. However we can also remove some sections? The thin body includes those sections; we should keep them but we can maybe merge or treat them as part of the required sections. The requirement: "After the opening, write 6-8 sections with
exactly.
Then we can place the table.
Then
How to choose
with content.
Then What this is NOT
.
Then PolicyForge: guardrail workflow
(combine what is PolicyForge and outputs).
Then AgentRedTeam: adversarial testing
.
Then PyRIT: open-source red-teaming
.
Then Garak: vulnerability scanning
.
Then References
with list.
We need to include subpoints, lists, and ONE table (we already have). We'll include inside sections.
We need to avoid using the word "section" maybe okay; it's not banned.
Now produce content.
Let's draft.
We need to be careful about word count. Let's approximate each section.
We'll write in plain text then count roughly.
I'll write and then approximate.
Opening:
Agent Security Tools Compared: PolicyForge vs AgentRedTeam vs PyRIT vs Garak
If you are shipping agents, you need a way to test them before they touch production data. Here is how four tools line up. All four are real; pick by where you are in the lifecycle.
Now table:
| Tool | Vendor | Type | Primary focus | License |
|---|
| PolicyForge | LX AI | Commercial SaaS | Pre-deploy guardrails: prompt/tool risk rating, input-output filters, EU AI Act mapping | Proprietary (subscription) |
| AgentRedTeam | LX AI | Commercial SaaS | Adversarial red-team / attack simulation against your agent | Proprietary (subscription) |
| PyRIT | Microsoft | Open source (Python) | Risk identification and red-teaming orchestration for generative AI | MIT |
| Garak | NVIDIA | Open source | LLM vulnerability scanning across known probe categories | Apache-2.0 |
Now PolicyForge: guardrail workflow
We need to combine what is PolicyForge and what it outputs. Provide concrete steps.
We'll include an inline URL maybe the OWASP cheat sheet for SQL injection? Actually we need at least 2 inline URLs total; we already used two in How to choose. We could still include more but must only use allowed URLs. We can reuse same URLs or use others; but we must not invent URLs. We can use the other two allowed URLs: OWASP CICD-SEC-06 and SQL injection cheat sheet. Let's embed those in this section.
We'll embed: "See the OWASP CICD‑SEC‑06 guideline on credential hygiene: What is policy-as-code?
Compliance rules expressed as code, reviewed and tested like software.
Which frameworks?
GDPR, EU AI Act, and custom internal controls out of the box.
How are policies tested?
Each rule ships with test cases; CI runs them on change.
Is it a DLP?
No - it governs policy logic, not data loss prevention.
Can non-engineers edit?
Pro includes a template editor; changes still go through review.
How is versioning handled?
Git-backed; each ruleset has a version for audit.
References