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The three-layer interception model at a glance

To govern an action, the runtime first has to see it. Agent Assembly intercepts agent actions at three independent layers, each catching what the layers above it might miss, and routes every observed action to one central gateway for a decision. This page is a teaser; the Security Model covers why the layers are arranged this way and what each defends against, and Architecture covers how each is implemented.

The three layers

The layers are ordered by a deliberate trade-off — lowest latency first, highest detection authority first:

LayerRuns inCrate(s)LatencyCatchesTrade-off
1 — SDK (in-process)The agent’s own processaa-sdk-client + per-language shims, aa-wasmLowestFramework tool calls the SDK is wired intoFastest path; but requires the agent to adopt the SDK and call its initializer, and an agent could skip it.
2 — Sidecar proxyAn adjacent process / sidecaraa-proxyMediumOutbound HTTP/1.1 that is routed to it and whose host is under MitMNo agent code change, but the process must honour the proxy environment and trust the local CA; sees only what is routed through it.
3 — eBPF (kernel)The Linux kernelaa-ebpf and friendsHighest costOpenSSL TLS plaintext, exec and file syscalls — observed, not blockedHighest detection authority; Linux only (file-I/O kprobes x86_64-only), needs a privileged loader daemon, and fails open if it cannot attach.

The latency-vs-authority trade-off is the key idea. The in-process SDK is the cheapest place to make a decision, but it is also the easiest for an agent to avoid — it lives inside the very process you do not fully trust. The eBPF layer is the most expensive to run, but it watches from the kernel, below anything the agent can reach, so it can report actions the higher layers never saw — including deliberate attempts to bypass the SDK.

Note the distinction the table draws, because it decides what each layer can promise: layer 2 denies an action before it runs; layer 1 evaluates before the call but is advisoryaa-sdk-client has no in-tree caller that refuses, and a non-cooperating process simply never asks it (aa-sdk-client/src/decision.rs:32-33, ADR 0002); layer 3 reports what it observed. Its probes emit telemetry and return no verdict, so an action it sees is an action that already happened.

How they compose

The layers are not alternatives; they stack. A deployment runs whatever subset fits its constraints, and because every layer reports to the same gateway using the same audit wire format, the gateway sees one unified view no matter which layers produced the events. Coverage is the union of the layers you deploy: the SDK handles the fast common path, the proxy backstops network egress without touching agent code, and eBPF is the observation floor that reports what slipped past both.

Running all three narrows the gap; it does not close it. Coverage is still bounded by each layer’s own preconditions — an action escapes governance entirely if it is not a wrapped tool call, is not routed through the proxy, and either does not use OpenSSL or does not run on a Linux host with the eBPF layer loaded. The known limitations page enumerates the residual gaps, split into the ones that have been demonstrated and the ones that are inferred.

graph TD
    classDef agent fill:#eef2ff,stroke:#6366f1
    classDef l1 fill:#eaf6ee,stroke:#3aa55b
    classDef l2 fill:#fff3d6,stroke:#c98a00
    classDef l3 fill:#fdecea,stroke:#d75748
    classDef gw fill:#e8f1ff,stroke:#5b8def

    Agent["AI agent<br/>(tool / LLM / network calls)"]:::agent

    subgraph Interception["Three interception layers"]
        L1["Layer 1 — SDK shim<br/>in-process · lowest latency"]:::l1
        L2["Layer 2 — Sidecar proxy<br/>aa-proxy · outbound HTTPS"]:::l2
        L3["Layer 3 — eBPF<br/>kernel · highest authority"]:::l3
    end

    GW["Gateway (aa-gateway)<br/>policy · budget · decision"]:::gw
    Audit[("Hash-chained audit log")]

    Agent -->|"action"| L1
    Agent -.->|"network egress"| L2
    Agent -.->|"syscalls / TLS"| L3

    L1 -->|"allow / deny request"| GW
    L2 -->|"allow / deny request"| GW
    L3 -->|"audit-only events"| GW

    GW -->|"ALLOW / DENY"| Agent
    GW --> Audit

The gateway is the single brain behind all three: it holds the agent registry, evaluates policy, enforces budgets, and appends the audit record before answering allow or deny.

Where to go next

  • Security Model — the threat model and why this layered defense closes the gaps, including what each layer is and is not trusted to do.
  • Architecture — the crate-level how: the gateway, the policy engine, the transports, and the full interception data flow.

Last updated: 2026-08-06 by Chisanan232