Architectural Invariant Design: BPF-LSM In-Kernel Capability Guardrails and Synchronous Mediation Invariant
BPF-LSM In-Kernel Capability Guardrails and Synchronous Mediation Invariant defines an industrial-grade behavioral standard for security engineering. Enforces synchronous, in-kernel security mediation at Linux Security Module (LSM) hooks to block container privilege escalation and capability abuses before syscall completion. Eliminates Time-of-Check to Time-of-Use (TOCTOU) race conditions and user-space context-switching penalties by asserting immediate -EPERM enforcement in kernel space. 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 | Deferred or Tracepoint-Based Capability Auditing Prone to TOCTOU and Unbounded Privilege Escalation | 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 security decisions synchronously within LSM hooks (e.g., 'SEC("lsm/capable")' or 'SEC("lsm/bprm_check_security")') returning '-EPERM' directly on policy violations.
Engineers MUST ALWAYS enforce security decisions synchronously within LSM hooks (e.g., 'SEC("lsm/capable")' or 'SEC("lsm/bprm_check_security")') returning '-EPERM' directly on policy violations.
Engineers MUST NOT rely on asynchronous user-space rings ('BPF_MAP_TYPE_RINGBUF') or unprivileged tracepoints/kprobes for access control decisions, as they cannot abort kernel execution paths.
Engineers MUST NOT rely on asynchronous user-space rings ('BPF_MAP_TYPE_RINGBUF') or unprivileged tracepoints/kprobes for access control decisions, as they cannot abort kernel execution paths.
Code MUST resolve container boundaries via kernel-verified cgroup identifiers ('bpf_current_task_under_cgroup') or task local storage ('bpf_task_storage_get') rather than relying on mutable PID namespaces.
Code MUST resolve container boundaries via kernel-verified cgroup identifiers ('bpf_current_task_under_cgroup') or task local storage ('bpf_task_storage_get') rather than relying on mutable PID namespaces.
Services MUST compile against BTF-enabled 'vmlinux.h' with Core (Compile Once - Run Everywhere) relocations to prevent struct layout divergence across kernel versions.
Services MUST compile against BTF-enabled 'vmlinux.h' with Core (Compile Once - Run Everywhere) relocations to prevent struct layout divergence across kernel versions.
Components NEVER permit critical capabilities like 'CAP_SYS_ADMIN', 'CAP_BPF', or 'CAP_NET_ADMIN' to transition inside containerized tasks without an explicit, verifiable cgroup-scoped cryptographic policy map lookup.
Components NEVER permit critical capabilities like 'CAP_SYS_ADMIN', 'CAP_BPF', or 'CAP_NET_ADMIN' to transition inside containerized tasks without an explicit, verifiable cgroup-scoped cryptographic policy map lookup.
Frequently Asked Technical Questions
Common questions developers face when configuring AI coding assistants for this stack:
Q:Why is BPF-LSM In-Kernel Capability Guardrails and Synchronous Mediation Invariant critical for AI coding assistants?
Enforces synchronous, in-kernel security mediation at Linux Security Module (LSM) hooks to block container privilege escalation and capability abuses before syscall completion. Eliminates Time-of-Check to Time-of-Use (TOCTOU) race conditions and user-space context-switching penalties by asserting immediate -EPERM enforcement in kernel space. 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 (Deferred or Tracepoint-Based Capability Auditing Prone to TOCTOU and Unbounded Privilege Escalation) 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.