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docs(blog): governing AI agents on Kubernetes - #188

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shreyanshjain7174 merged 1 commit into
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blog/governing-agents-on-k8s
Jul 22, 2026
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docs(blog): governing AI agents on Kubernetes#188
shreyanshjain7174 merged 1 commit into
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blog/governing-agents-on-k8s

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Draft blog post for a cloud-native and security audience, grounded in the booth materials and the shipped work.

Covers:

  • The security-review gap (Gartner, AIRQ, the bank incident, Fed SR 26-2, each sourced and dated).
  • The three controls with code pointers: gVisor RuntimeClass injection, default-deny Cilium egress, hash-chained offline-verifiable audit (audit-verify).
  • Runtime-agnostic design (kagent, Argo, BYO pods).
  • The open-source anf-mcp token-reduction server (64.7-97.4% vs MCP baseline, tiktoken/cl100k_base, honest about where the win comes from).
  • A mermaid architecture diagram.

Honesty: mirrors the pitch's boundary labeling. No invented numbers, sources dated.

Note: this is a draft for review. It is NOT for direct CNCF self-publish (that channel is editorially gated). Intended homes: our site / dev.to / Hashnode now, plus a KubeCon CFP or CNCF ecosystem guest pitch as a separate track.

Evidence-backed post for a cloud-native/security audience. Covers the sandbox,
sealed egress, and offline-verifiable audit controls, the runtime-agnostic
design, and the open-source anf-mcp token-reduction server. Sourced numbers with
dates, honest boundary labeling, mermaid architecture diagram. Draft for review
before external publishing.

Signed-off-by: Shreyansh Sancheti <43677304+shreyanshjain7174@users.noreply.github.com>
Copilot AI review requested due to automatic review settings July 21, 2026 06:29

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Pull request overview

Adds a draft blog post aimed at cloud-native security teams, explaining why agent deployments get blocked at review time and how this operator’s controls address that gap.

Changes:

  • Introduces a new long-form post framing the “security review gap” with dated industry and incident claims.
  • Describes 3 governance controls (gVisor sandboxing, default-deny egress, offline audit verification) plus per-agent cost attribution.
  • Adds a mermaid architecture diagram and a section on ANF-based token reduction via anf-mcp.

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Comment on lines +12 to +16
- Gartner (Jun 2025) predicts over 40% of agentic AI projects get cancelled by
end of 2027, and names inadequate risk controls as a driver.
- An AIRQ assessment via Help Net Security (Jun 2026) found only 11 of 100
production agents passed a security bar. 98% carried the "lethal trifecta":
private data access, exposure to untrusted content, and outbound actions.
Comment on lines +50 to +54
**2. Network access is declared, not discovered.** The operator ships
default-deny egress and a Cilium FQDN allow-list, generated per workload. If a
destination is not in the manifest, the agent cannot reach it. The manifest is a
reviewable object, so security signs off before anything ships.

agent did months later, inside an air-gapped cluster. No "trust me." See
`cmd/audit-verify`.

**Plus cost per agent.** When the bill spikes, you know which workload did it.
Comment on lines +123 to +124
- Operator: github.com/Clawdlinux/agentic-operator-core
- ANF and the MCP server: github.com/Clawdlinux/agent-native-format
@shreyanshjain7174
shreyanshjain7174 merged commit 4fe3028 into main Jul 22, 2026
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@shreyanshjain7174
shreyanshjain7174 deleted the blog/governing-agents-on-k8s branch July 22, 2026 03:24
shreyanshjain7174 added a commit that referenced this pull request Jul 22, 2026
Evidence-backed post for a cloud-native/security audience. Covers the sandbox,
sealed egress, and offline-verifiable audit controls, the runtime-agnostic
design, and the open-source anf-mcp token-reduction server. Sourced numbers with
dates, honest boundary labeling, mermaid architecture diagram. Draft for review
before external publishing.

Signed-off-by: Shreyansh Sancheti <43677304+shreyanshjain7174@users.noreply.github.com>
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2 participants