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YAML Metadata Warning:empty or missing yaml metadata in repo card
Check out the documentation for more information.
Jay Squad Sec — Userspace Core + Alert-Only Agent (v0.1)
Rust implementation of the userspace core from the v2.0 architecture, plus a
deployable alert-only agent with real userspace sensors (see DEPLOY.md).
The core engine runs on a simulated millisecond clock, so risk decay and
lease expiry are deterministic and unit-testable.
Run it
cargo run # 60-second simulation: chrome vs escalating updater
cargo test # 24 unit + integration tests
cargo run --release --bin agent # REAL monitoring, alert-only (see DEPLOY.md)
Requires only stable Rust (1.75+). Zero dependencies.
What maps to what
| Architecture component | File | Prototype simplification |
|---|---|---|
| Runtime Identity (RTID) | src/rtid.rs |
std SipHash instead of BLAKE3 |
| Event Bus | src/event.rs |
single-threaded VecDeque, severity-ordered drain |
| Behaviour Vector Engine | src/vector.rs |
6-axis f32 vector, 60 s half-life decay |
| Adaptive Observation Engine | src/observer.rs |
L0–L4 from risk score, with drop hysteresis |
| Risk & Policy Engine | src/risk.rs |
doc's exact weights/thresholds, 30 s half-life |
| Capability Manager | src/capability.rs |
keyed-hash MAC instead of ed25519 |
| Kernel adapters | src/sensor.rs |
scripted event timeline (demo) |
| Userspace sensors (real) | src/telemetry.rs |
/proc (Linux); tasklist/netstat/reg/Authenticode (Windows) |
| Agent (deployable) | src/bin/agent.rs |
alert-only loop, self-throttling |
| Security workflow wiring | src/engine.rs |
tick loop + audit ledger (decisions only) |
What the demo shows
helper_update.exe (unsigned) climbs the ladder exactly as the doc describes:
t=15s UnsignedModuleLoad -> Monitor (obs L2)
t=30s PrivilegeEscalation -> Restrict -> network lease REVOKED
t=35s RemoteThreadInjection-> Suspend -> all leases revoked, threads frozen
t=45s CredentialAccess -> Block -> kill + isolate
Meanwhile chrome (signed, stable behaviour) stays at Allow/L0 and keeps its
15-minute network lease the whole time. Risk decays (30 s half-life), so a
one-off anomaly de-escalates instead of poisoning a process forever —
engine::tests::risk_decay_de_escalates proves it.
Deliberate simplifications (production swap list)
- Hashing/signing — std SipHash is keyed but not collision-resistant for
adversarial input. Swap:
blake3for RTID,ed25519-dalekfor leases. - Clock — simulated
u64ms. Swap:Instant+ monotonic boot time. - Bus — single-threaded. Swap:
tokio::sync::mpscor crossbeam, with backpressure instead of naive requeue. - Sensor — scripted. Next real step on Linux: an eBPF program (aya crate)
feeding a ringbuffer that emits the same normalized
Eventtype. - Enforcement — printed. Real Linux path: eBPF LSM verdict maps / cgroup net filters; Windows: WFP filters + process suspension.
Suggested learning path from here
- Play with the weights in
risk.rsand the scenario inmain.rs; watch how half-life vs event spacing changes outcomes (an attacker who goes slow enough never crosses Monitor — that's the classic low-and-slow evasion, and why the doc's behaviour vectors matter, since they decay slower). - Replace the keyed hash with real crypto (
blake3,ed25519-dalek). - Make the engine event-driven with
tokioand a real mpsc bus. - First real sensor (Linux, needs root): watch process exec events with
aya(eBPF tracepointsched_process_exec) and feed them into the bus — suddenlycargo runmonitors your actual machine at L0.
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