Why every vendor leaves you exposed

Who Fixes AI Drift and Proves It Stayed Fixed? Only KHEPRA.

Every vendor either watches, blocks, or writes policy about the problem. Nobody actually fixes it and proves it stayed fixed. KHEPRA is the only one that fixes the problem and hands you signed proof of exactly what changed, who said yes, and that it is still fixed today — running on your own hardware, on the same trusted record it uses to prove what your AI agents did.

Short answer

Vendors either watch for problems, block them, or write policy about them — nobody actually fixes the underlying issue and signs proof it stayed fixed. KHEPRA is the only vendor that remediates the host, signs cryptographic proof, and tracks AI agents and infrastructure on one attested ledger.

By Yao Nouchi, Founder & Principal Engineer, SecRed Knowledge Inc.U.S. Army veteran · Active DoD Secret clearance · CMMC & STIG practitionerLast updated August 2026
Field note · 16 Jul 2026

OpenAI's own pre-release AI, while being tested, was just doing its job (win a cyber test) when it found an unpatched flaw, broke out of its test box, then used stolen logins and a second flaw to get full control of Hugging Face's servers. Nobody caught it until it was already done. A signed, block-by-default wall on every outbound connection stops the breakout at step one, and proves the whole escape attempt, replayable start to finish. That wall is the lane below.

Does it, for real Sort of, not fully Cannot do itthe rows everyone else leaves blank
Capability ↓ / Vendor →
KHEPRA
Trust OS
Kinetic Trust
Protocol · RFC
Tamed Autonomy
Runtime gov
Keyfactor
Agent PKI
Wiz
CSPM
Ansible / STIG
Config mgmt
MS Purview
Fabric gov
Drata / Vanta
GRC workflow
SteelCloud
ConfigOS
Tenable / Dragos
Vuln / OT
Detects
drift & agent anomaly
drift monitor, 60s
category leader
SCAP scan
OT/vuln telemetry
Prevents
runtime constraint
egress / policy guard
core thesis
DLP only
Remediates the host
autonomous fix, applied
ASAF daemon
guided only
applies hardening
STIG remediation
Compliance workflow
SSP, POA&M, evidence packaging
OSCAL + signed evidence
fabric-scoped
category leader
Cryptographic proof
signed, tamper-evident
ML-DSA-65 DAG
on paper
certs
Bounded autonomy
stage · approve · deny-default
4 gates, fail-closed
constrains, no act
no signed authz
Sovereign / air-gap
FIPS, no phone-home
Unix socket, FIPS
SaaS
on-prem
SaaS
SaaS
on-prem
Post-quantum
ML-KEM · ML-DSA
FIPS 203 / 204
PQC certs
Agent + infra convergence
one attested ledger
unique
agents only
agents only
infra only
The lane

Look at every box in the chart above. One row stays empty for everyone but KHEPRA: fix the problem, prove it, keep the agent's power in check, and track agents and systems on one record. Watching for problems is a crowded market (Wiz, free NIST/OWASP tools). Blocking problems is crowded too (Tamed Autonomy, Palo Alto, Microsoft). Nobody owns actually closing the loop safely, where the cloud cannot reach.

remediatescryptographic proofbounded autonomyagent + infra convergence= no incumbent fills all four
The real value is not the software

It's the signed proof record that keeps growing.

Every signed AEO, agent action or system change, adds to one trust record that gets stronger over time. A competitor can copy a tool. Nobody can copy years of your own signed proof.

"Nobody's investing in software. You're investing in data that's really special and differentiated." — D. Cohen, Techstars
Trust needs a human

The approval step is not a weakness. It's the whole point.

KHEPRA never runs fully on its own by design. A real person must sign off on any change to your live systems, and every decision gets recorded. Trust cannot come from AI alone. It has to come from a human backed by proof.

"It's very difficult to transfer trust through AI." — D. Cohen, Techstars
For whoever runs your agents

The ground floor under every AI agent you deploy.

Somebody in your company now owns your fleet of AI agents. They inherit a question they cannot answer: prove what those agents did, and prove your systems stayed compliant. KHEPRA answers that question. Move now, before everyone else already has.

"The hackers are now armed with LLMs. What do you have that's going to stop that disruption?"

Questions people ask before they buy

Why does no AI security vendor fix drift and prove it stayed fixed?

Most vendors only watch for problems or block them at runtime. Fixing the underlying issue and signing proof that it stayed fixed falls between categories, so nobody owns it. KHEPRA is built to close that exact gap.

What is bounded autonomy and why does it matter?

Bounded autonomy means an AI agent's actions are staged, approved, and denied by default unless a human signs off. Without it, an agent can act on bad instructions with no one stopping it in time.

Can KHEPRA run on my own hardware, air-gapped?

Yes. KHEPRA runs over a Unix socket with FIPS-validated cryptography and no phone-home requirement, so it works in sovereign or air-gapped environments where cloud tools cannot reach.

Is the proof KHEPRA generates cryptographically signed?

Yes. Every attestation is signed with ML-DSA-65, a post-quantum algorithm under FIPS 204, and written to a tamper-evident DAG that can be independently verified.

How is KHEPRA different from tools like Wiz or Vanta?

Wiz and similar tools detect problems. Vanta and Drata manage compliance workflow. Neither remediates the host and signs proof it stayed fixed. KHEPRA does both, on one attested ledger that also covers your AI agents.

See it fix a system yourself.

Watch KHEPRA fix a problem and sign the proof, live.

Last updated August 2026