Architectural Invariant Design: eBPF-LSM Cgroup-Scoped Dynamic Syscall Barrier and Privilege Escalation Invariant
eBPF-LSM Cgroup-Scoped Dynamic Syscall Barrier and Privilege Escalation Invariant defines an industrial-grade behavioral standard for security engineering. Enforces immutable kernel-level Linux Security Module (LSM) attachment directly scoped to container cgroups using BPF LSM programs. Dynamically detects and terminates unauthorized runtime capability acquisitions, namespace transitions (such as setns or pivot_root), and anomalous syscall sequencing before the operation commits to kernel state. Prohibits reliance on passive tracepoints or static seccomp profiles for active container breakout prevention. Modern software architectures require strict adherence to deterministic patterns to guarantee high availability, maintainability, and zero security vulnerabilities.
Hazard Analysis: What Breaks Without This Rule
The following failure modes have been cataloged from hundreds of hours of production code reviews where AI assistants produced non-compliant implementations:
| Failure Mode | AI Symptom (The Anti-Pattern) | Severity | Production Impact & Remedy |
|---|---|---|---|
| AI Hallucination & Deprecation Drift | Passive Tracing or Unscoped LSM Probes Permitting Namespace Escapes and TOCTOU Capability Transitions | Critical | Violating this industrial standard introduces regression bugs, security risks, and unexpected runtime failures in production. Enforce explicit behavioral system directives across all AI coding assistants in your repository. |
| Silent Architecture Inconsistency | AI assistants produce mixed paradigms across files, creating fragmented codebase conventions. | Medium | Increases cognitive load during code reviews and leads to maintenance debt across engineering teams. Pin project conventions in .cursor/rules, CLAUDE.md, and AGENTS.md so all team agents follow identical guardrails. |
Step-by-Step Production Directives
Each rule constraint below is injected into the AI agent's system prompt to establish deterministic boundaries:
Engineers MUST ALWAYS enforce proactive kernel-level authorization using `SEC("lsm/...")` or `SEC("lsm_cgroup/...")` hooks returning `-EPERM` rather than reactive tracepoints or kprobes.
Engineers MUST ALWAYS enforce proactive kernel-level authorization using `SEC("lsm/...")` or `SEC("lsm_cgroup/...")` hooks returning `-EPERM` rather than reactive tracepoints or kprobes.
Engineers MUST verify the caller's target cgroup using `bpf_current_task_under_cgroup()` or dedicated cgroup LSM hooks to ensure zero impact on host-level daemon workflows.
Engineers MUST verify the caller's target cgroup using `bpf_current_task_under_cgroup()` or dedicated cgroup LSM hooks to ensure zero impact on host-level daemon workflows.
Code MUST validate task transition states atomically within LSM hooks before capability upgrades (`SEC("lsm/capable")`) or setuid transformations (`SEC("lsm/task_fix_setuid")`) complete.
Code MUST validate task transition states atomically within LSM hooks before capability upgrades (`SEC("lsm/capable")`) or setuid transformations (`SEC("lsm/task_fix_setuid")`) complete.
Services MUST maintain dynamic syscall and capability transition bitmaps within bounded `BPF_MAP_TYPE_HASH` or `BPF_MAP_TYPE_LPM_TRIE` maps indexed by cgroup ID.
Services MUST maintain dynamic syscall and capability transition bitmaps within bounded `BPF_MAP_TYPE_HASH` or `BPF_MAP_TYPE_LPM_TRIE` maps indexed by cgroup ID.
Components NEVER execute permissive fallbacks
Components NEVER execute permissive fallbacks: if an eBPF map lookup fails during an LSM check on an active container cgroup, the default verdict MUST be fail-closed (`-EPERM`).
Engineers MUST NOT allow target containers to call `setns`, `pivot_root`, or mount underlying host sysfs/procfs pathways without cryptographically verified policy approval in the LSM program.
Engineers MUST NOT allow target containers to call `setns`, `pivot_root`, or mount underlying host sysfs/procfs pathways without cryptographically verified policy approval in the LSM program.
Frequently Asked Technical Questions
Common questions developers face when configuring AI coding assistants for this stack:
Q:Why is eBPF-LSM Cgroup-Scoped Dynamic Syscall Barrier and Privilege Escalation Invariant critical for AI coding assistants?
Enforces immutable kernel-level Linux Security Module (LSM) attachment directly scoped to container cgroups using BPF LSM programs. Dynamically detects and terminates unauthorized runtime capability acquisitions, namespace transitions (such as setns or pivot_root), and anomalous syscall sequencing before the operation commits to kernel state. Prohibits reliance on passive tracepoints or static seccomp profiles for active container breakout prevention. Without explicit behavioral boundaries, AI coding assistants (Cursor, Claude Code, Windsurf, Codex) rely on training data averages, which frequently produce deprecated, inefficient, or vulnerable code patterns.
Q:How does adopting this rule prevent AI hallucinations?
This rule explicitly declares what the AI must avoid (Passive Tracing or Unscoped LSM Probes Permitting Namespace Escapes and TOCTOU Capability Transitions) and prescribes verified positive examples. Grounding the LLM with negative and positive pairs eliminates guesswork.
Q:Which AI coding environments are supported?
This specification is multi-platform compatible: Cursor (.cursor/rules/*.mdc & .cursorrules), Anthropic Claude Code (CLAUDE.md), Windsurf (.windsurfrules), Codex / Cline (AGENTS.md), and GitHub Copilot (.github/copilot-instructions.md).
Q:Can I combine this rule with other technology stacks?
Yes. Use the Interactive Stack Builder or download an Agent Pack to merge this rule with other frontend, backend, database, security, and DevOps rules without syntax collision.