Repo has all the code paths for Tier 3 (real exploit fire via msfrpcd) and Tier 4 (real malware execution via chunked upload), but neither lab host has run a single Tier-3 episode because msfrpcd and the Metasploitable2 image aren't deployed there. 3009 episodes in flight to date are all Tier 2 (mimic workloads in clean Alpine), which is useful pipeline-validation data but cannot answer the actual research question. This commit makes the deploy push-button: - AGENTS.md: new "Tier 3 + Tier 4 deploy" section listing the three prereqs (install-msfrpcd.sh, fetch-metasploitable2.sh, setup_bridge.sh), the foreground verify command (run_tier3_demo.py), and the Tier-4 promotion path (MB API key → fetch_sample.py → manifest edit → orchestrator restart). - samples/manifest.toml: clearer per-entry comment showing the 4-step sha256 → real-binary promotion path. Replaces the earlier "TBD" placeholder which suggested a single edit unlocks Tier 4 when in fact you need to fetch the binary too. The fleet runner already auto-detects msfrpcd (orchestrator/fleet.py _msfrpcd_available()); once the lab-host operator-AI lands the prereqs, episodes flip to Tier 3 with no orchestrator config change. Tier 4 follows automatically the next time the deterministic selector picks a sample whose sha256 file exists in samples/store/.
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AGENTS.md — guidance for AI agents working on this repo
This project is part of the spectral lab (http://maxgit.wg/spectral/).
The conventions below also apply to sibling repos (wg-enroll,
wg-pki, caddy, iptmonads, matrix, forgejo, vault,
openclaw-deploy).
READ THIS FIRST IF YOU'RE TROUBLESHOOTING A LAB-HOST BRING-UP: If the shipper or doctor mentions mTLS, certs, CA bundles, or "secure the connection," do not write any code, mint any keys, generate any CSRs, or call openssl. Cert delivery is automated — jump to "Securing the connection (mTLS) — DO NOT mint your own certs" below for the one command you should run.
PULL
origin/mainBEFORE DEBUGGING. Three install bugs and the shipper crash-loop on missing CA were closed in main as of 2026-04-30. If your clone is older than that, the symptoms below may already be fixed.
How a lab host gets to "shipping data" — the canonical bring-up
If you (an AI agent OR a human) are looking at a fresh lab host and asking "is this thing actually generating data for the central collector?", run this in order. Cloning the repo by itself does nothing. Running launchers from a manual clone bypasses the systemd services that do the actual work.
# 0. (One-time, on the Pi only.) Initialize the CIS490 client CA + a
# leaf cert for THIS lab host. Get its WG IP from `wg-enroll-admin
# show <usb>` first.
sudo /home/max/.env/wg-pki/scripts/init-cis490-client-ca.sh # idempotent
sudo /home/max/.env/wg-pki/scripts/deploy-cis490-cert.sh \
<host_id> <wg_ip> # mints + scp's + extracts + chmods
# 1. (On the lab host.) Install the lab-host role. This copies the
# repo into /opt/cis490, builds the venv, drops systemd units,
# fetches the Alpine baseline qcow2, and builds the cidata ISO
# with the in-guest agent embedded.
sudo /opt/cis490/scripts/install-lab-host.sh
# (or, if running from the manual clone:)
# sudo ./scripts/install-lab-host.sh
# 2. Edit /etc/cis490/lab-host.toml — set host_id and any overrides.
# 3. Verify everything before enabling the timer-driven services:
/opt/cis490/.venv/bin/python /opt/cis490/tools/cis490_doctor.py \
--role lab-host
# → green/yellow rows means READY; red rows print the exact fix
# command. Re-run until clean.
# 4. Turn on the services. From this moment on, the orchestrator runs
# one fleet wave on each Restart= cycle, and the shipper picks up
# completed episodes and PUTs them to https://collector.wg over mTLS.
sudo systemctl enable --now cis490-shipper cis490-orchestrator
# 5. (On the Pi.) Watch the index grow:
sudo tail -f /var/lib/cis490/index.jsonl
# 6. (Optional, Tier 3.) Enable real exploit fire — needs metasploit.
sudo /opt/cis490/scripts/install-msfrpcd.sh
# Operator-supplied URL + sha256 (Rapid7 download is registration-walled):
IMAGE_URL='…' IMAGE_SHA256='…' sudo OUT_DIR=/var/lib/cis490/vm/images \
/opt/cis490/scripts/fetch-metasploitable2.sh
If index.jsonl doesn't grow within a wave-interval (~60 s after
systemctl enable --now), run cis490-doctor again. The most
common silent failures it catches:
*.wgDNS missing (wg-enroll provisions it; manual workaround is one line in/etc/hosts)- mTLS cert chain not installed under
/etc/cis490/certs/ cis490-shipperservice inactive (forgot step 4)qemu-system-x86_64not on PATH
cis490-doctor --json is machine-readable for use by other agents.
Tier 3 + Tier 4 deploy (lab-host one-time, ~20 min)
Tier 2 is the default after install-lab-host.sh: real Alpine guest,
mimic in-guest workloads. To get real exploit fire (Tier 3) and
real malware execution (Tier 4), each lab host needs three more
artifacts. The fleet runner auto-detects Tier-3 readiness via the
_msfrpcd_available() probe — once msfrpcd is up, episodes flip to
Tier 3 with no orchestrator config change.
Prerequisites (per lab host)
# 1. Install Metasploit Framework + msfrpcd. Idempotent; ~1 GiB
# download the first time. Drops a strong password at
# /etc/cis490/msfrpc.env (mode 0640, root:cis490) and a systemd
# unit cis490-msfrpcd.service bound to 127.0.0.1:55553.
sudo /opt/cis490/scripts/install-msfrpcd.sh
sudo systemctl enable --now cis490-msfrpcd.service
systemctl is-active cis490-msfrpcd.service # → active
# 2. Fetch Metasploitable2 qcow2. Rapid7's official download is
# registration-walled; supply the URL+sha256 you obtained from
# your registration. Conversion from VMDK → qcow2 happens
# automatically. Lands at /var/lib/cis490/vm/images/metasploitable2.qcow2.
IMAGE_URL='<your-rapid7-or-mirror-url>' \
IMAGE_SHA256='<sha256-of-the-archive>' \
sudo OUT_DIR=/var/lib/cis490/vm/images \
/opt/cis490/scripts/fetch-metasploitable2.sh
# 3. (Optional but recommended.) Bring up the host-only bridge
# `br-malware` so callback-payload exploits (3 of the 5 bundled
# modules require it: distccd_command_exec, php_cgi_arg_injection,
# unreal_ircd_3281_backdoor) can land. Without the bridge, the
# fleet auto-restricts to non-callback modules
# (vsftpd_234_backdoor, samba_usermap_script).
sudo /opt/cis490/scripts/setup_bridge.sh
Verify Tier-3 fire end-to-end
# This runs ONE Tier-3 episode in the foreground using whatever
# module + sample the deterministic selector picks for slot=0,
# episode=0 on this host. Should print `module = exploit/...`,
# fire it via msfrpcd, and a normal episode summary at the end.
sudo -u cis490 \
MSFRPC_PASSWORD="$(. /etc/cis490/msfrpc.env; echo $MSFRPC_PASSWORD)" \
/opt/cis490/.venv/bin/python \
/opt/cis490/tools/run_tier3_demo.py \
--module vsftpd_234_backdoor \
--target-port 21 --target-boot-timeout 240
If the run prints module loaded: vsftpd_234_backdoor (exploit/unix/ftp/...)
and episode_id = 01... at the end, Tier 3 is live. The orchestrator's
next wave will use Tier 3 for every episode.
Tier-4 (real malware execution)
Tier 4 layers on top of Tier 3 — the exploit lands a session, then a real binary is uploaded via the chunked path and executed inside the session. Two prerequisites:
# 1. Add MalwareBazaar API key (free signup at https://bazaar.abuse.ch/).
echo "$MB_KEY" | sudo install -m 0600 -o cis490 -g cis490 /dev/stdin \
/opt/cis490/samples/.bazaar.token
# 2. Pick a sha256 for one of your sample families from MalwareBazaar
# and download the binary. Verifies sha256 on the way in; lands at
# /opt/cis490/samples/store/<sha256>.
sudo -u cis490 /opt/cis490/.venv/bin/python \
/opt/cis490/tools/fetch_sample.py <64-hex-sha256>
# 3. Edit /opt/cis490/samples/manifest.toml: add `source`, `sha256`,
# and `url` fields to the matching entry. The orchestrator's next
# selection that hits that sample will use the real binary
# (sample.kind == "real") — meta.sample.sha256 records it for the
# trainer.
sudo systemctl restart cis490-orchestrator
Confirm Tier 3+4 are flowing
# On the Pi:
sudo -u cis490 /opt/cis490/.venv/bin/python -c "
import json
real = mimic = 0
modules = set()
for line in open('/var/lib/cis490/index.jsonl'):
pass # use the prune classifier instead
"
# or (better) rerun the diversity audit:
# the multi-host audit script the maintainer keeps for spot-checking
The on-Pi maintainer will see meta.exploit.module_name populated
and meta.sample.kind == "real" for the new episodes. If those stay
null after deploy, file an issue with the journalctl -u cis490-orchestrator
trace from the failed wave.
Don't shortcut
- DO NOT install
metasploit-frameworksystem-wide outside install-msfrpcd.sh. The script wires the systemd unit + creds; a manual install will work but the orchestrator's_msfrpcd_available()probe expects the unit to be on 127.0.0.1:55553 with a password at/etc/cis490/msfrpc.env. - DO NOT push your MalwareBazaar API key.
samples/.bazaar.tokenis gitignored; the env var path is preferred for one-shot fetches. - DO NOT add bogus sha256 entries to
manifest.toml— every sha256 is verified on download. A wrong value breaksfetch_sample.pyand confuses every replay.
Securing the connection (mTLS) — DO NOT mint your own certs
The lab-host ↔ Pi connection is mTLS over WireGuard. The cert
delivery is fully automated. You should never run openssl, write
a CSR, edit a Caddyfile, or generate a private key on the lab host.
If you find yourself doing any of that, you're off the runbook.
The actual cert flow:
- The lab host comes up on WireGuard via
wg-enroll(USB-driven, one-time, separate project). After this, the lab host can reachbootstrap.wgandcollector.wgon the10.100.0.0/24overlay. scripts/install-lab-host.sh, on its way through, pulls the leaf cert + CA bundle fromhttps://bootstrap.wg/v1/cert/<host_id>over plain TLS (CA bundled inetc/caddy-root.crt). Trust boundary is "this peer is on the WG mesh" —iptmonadsalready gates the bootstrap port to enrolled peers.- The fetch step is a no-op if
host_idis still the defaultREPLACE_MEin/etc/cis490/lab-host.toml. This is the most common reason agents think cert delivery is broken.
The one fix that resolves 95 % of "cert/TLS/connection" reports:
# 1. Make sure host_id is set:
sudo grep '^host_id' /etc/cis490/lab-host.toml
# If it says "REPLACE_ME", edit it to the real host_id you registered.
# 2. Re-run the installer. It will fetch the cert from bootstrap.wg.
sudo /opt/cis490/scripts/install-lab-host.sh
# 3. Confirm certs landed:
ls -l /etc/cis490/certs/ # expect lab-host.pem, lab-host.key, wg-ca.pem
# 4. Smoke-test the pipe:
sudo -u cis490 /opt/cis490/.venv/bin/python -m shipper \
--config /etc/cis490/lab-host.toml --ping
# {"ok": true, ...} → done.
If step 2 prints WARN: bootstrap.wg fetch failed, the cause is
almost always one of:
bootstrap.wgDNS not resolving → add to/etc/hosts:echo '10.100.0.1 bootstrap.wg collector.wg' | sudo tee -a /etc/hostswg0interface not up →sudo wg showshould list a peer; if not, re-run wg-enroll.- The Pi's
cis490-bootstrap.serviceis down → file an issue against the receiver-side host, not against this repo.
What you should NOT do, even if it feels like it would help:
- Generate certs with
opensslorstep-clion the lab host. - Copy certs from another lab host.
- Set
verify_tls = falseinlab-host.tomlto "skip TLS for now." - Restart the shipper repeatedly hoping it self-heals — it already retries on every request without restart.
- File a Forgejo issue titled "shipper can't connect" without first running the four-line block above and pasting its output.
The shipper's waiting on mTLS material log line is expected
during first-boot until the cert lands. It is not an error to fix.
The transport rebuilds the SSL context on each request, so the
moment certs land in /etc/cis490/certs/, the next ping/ship
attempt succeeds — no restart needed.
Common bring-up gotchas (read this before debugging an install)
Smaller models acting as on-device agents have hit these traps. Each
one is now fixed in main, but if you're on an older clone you may
still see the symptom — pull origin/main first, then re-read.
Run tools from /opt/cis490, not from a manual clone
When you run cis490-doctor from a clone like ~/.env/CIS490/,
Python prepends the clone path to sys.path. Subprocesses spawned
by the doctor (e.g., python -m shipper --ping) inherit the calling
CWD and pick up the clone's shipper/ package instead of the
service venv at /opt/cis490/. Symptom: tracebacks reference the
clone path, or No module named exploits despite package = false.
Fix already in main: the doctor passes cwd=/opt/cis490 to the
shipper subprocess and inserts repo_root into sys.path itself.
Operator action: always invoke either as
/opt/cis490/.venv/bin/python /opt/cis490/tools/cis490_doctor.py
or via cd /opt/cis490 && ./tools/cis490_doctor.py. Don't run from a
clone unless you know what you're doing.
Shipper logs "waiting on mTLS material" — this is expected, not a bug
The cis490-shipper unit is enabled by install-lab-host.sh before
the Pi has issued the host's mTLS leaf. The transport pre-flights the
configured ca_bundle / client_cert / client_key paths and, if
any are missing, defers building the SSL context. You'll see one
warning per process lifetime:
shipper waiting on mTLS material (client_cert path missing: …); will retry each request
The unit stays up. Each ping/ship attempt re-tries the build. Once
the Pi runs deploy-cis490-cert.sh <host_id> <wg_ip> and the leaf
lands at /etc/cis490/certs/, the next request succeeds and the
transport logs mTLS material now on disk; shipper transport ready.
Do not try to "fix" the warning by restarting the unit, deleting the config, or hand-rolling certs — just confirm the Pi-side step ran and wait one scan interval.
install-lab-host.sh failures
Three install bugs were fixed in commit 95ac56a. If you're on an
older clone:
| Symptom | Cause | Fix |
|---|---|---|
ModuleNotFoundError: pycdlib during cidata build |
pycdlib was in dev deps, service venv only installs main deps |
Pull main; pycdlib is in dependencies now |
Episodes exit rc=1 in 15 s; launch_demo.sh can't find image |
vm/images/ dir wasn't created before symlinking |
Pull main; install script now install -d's the directory |
cis490-doctor reports "tier3: No module named exploits" |
sys.path didn't include repo root |
Pull main; doctor inserts repo_root into sys.path |
If you hit any of these on a fresh install, pull main first before filing an issue — the issue is probably already closed.
The classifier is multi-source — don't gut episodes on /proc alone
tools/prune_episodes.py cross-checks four telemetry sources before
flagging an episode as flat:
telemetry-proc.jsonl— host qemu-system /proc CPU%netflow.jsonl— bridge_pcap byte counters (network profiles)telemetry-qmp.jsonl— virtio blockstats per-phase delta (io-walk, ransomware-shape)telemetry-guest.jsonl— in-guest agent load_1m (low-and-slow, any host with a working agent)
An episode flags as flat-cpu only when EVERY available source
shows no inter-phase variation. If /proc is flat but qmp blockstats
show 90 MB written during infected_running, the episode is kept —
the host /proc collector loses signal under contention but qmp sees
through. This is essential on laptop-class lab hosts (e.g.
elliott-thinkpad) where the guest is co-scheduled with 13 other VMs
and the per-VM /proc CPU% gets buried.
All four sources stamp t_wall_ns; phase mapping uses that, not
t_mono_ns, because /proc and labels are orchestrator-relative
while netflow/guest are wall-clock-anchored. If you add a new
collector, emit t_wall_ns from CLOCK_REALTIME on every row or your
data will silently bucket into "(pre)".
Don't trust the in-guest probe alone — cross-check host CPU
The pre_kill_probe.yes / pre_kill_probe.sh fields in
workload_killed events are produced by pgrep running inside an
Alpine guest. busybox's pgrep does NOT support the -c flag. Older
versions of VMLoadController._probe() used pgrep -c yes, which
exits 1 with a usage banner on busybox; the || echo 0 fallback then
always reported yes=0 regardless of whether the workload was
running. This caused 244 episodes from elliott-thinkpad and
k-gamingcom to be incorrectly labelled workload-silent.
The fix landed in main (probe now uses pgrep yes | wc -l); episodes
shipped after that commit have correct probe values. For older
episodes still on disk, the prune classifier now requires flat-cpu
(host-side CPU envelope confirms no signal) AND the probe to flag
workload-silent — a probe-only zero is no longer trusted. So you can
safely run cis490-prune --archive against the existing data without
losing valid episodes.
If you write any new in-guest diagnostic that runs commands via
SerialClient, assume busybox/ash semantics: no disown builtin, no
GNU pgrep -c, no bash /dev/tcp, no [[ ]]. Always pair an
in-guest signal with the host-side /proc measurement before you
declare an episode bad.
One traceback at a time
When the doctor lights up multiple red rows, fix the topmost one and re-run rather than batching attempts. Each red row prints the exact operator command it expects you to run. Don't paraphrase or invent adjacent commands; the doctor is the source of truth for what's missing.
How an agent generates data on demand (without waiting for the timer)
# One labeled episode (90 s) with a chosen sample profile:
sudo -u cis490 /opt/cis490/.venv/bin/python \
/opt/cis490/tools/run_real_vm_demo.py \
--data-root /var/lib/cis490/data \
--sample mirai-class-bot
# Force the shipper to run one pass:
sudo systemctl start cis490-shipper.service # (if disabled)
# or:
sudo -u cis490 /opt/cis490/.venv/bin/python -m shipper \
--config /etc/cis490/lab-host.toml --once
# Confirm on the Pi:
ssh <pi> 'sudo tail -3 /var/lib/cis490/index.jsonl'
Any tool that wants to count what's been shipped:
ssh <pi> 'sudo /opt/cis490/.venv/bin/python /opt/cis490/tools/index_reader.py \
--index /var/lib/cis490/index.jsonl --count-by host_id'
Quick test for "is the pipe alive at all"
The --ping mode of the shipper does an authenticated POST to
/v1/ping and writes nothing to the database. Use it as the
smallest E2E test:
sudo -u cis490 /opt/cis490/.venv/bin/python -m shipper \
--config /etc/cis490/lab-host.toml --ping
# {"ok": true, "status_code": 200, ...} on success.
# Any other status is the operator's signal to read the error string.
File an issue when you hit a problem
When you run into an issue you cannot fully resolve in the current turn, file it as a Forgejo issue on the relevant repo before moving on. Do not silently log a TODO comment, leave a partial workaround, or assume someone else will remember. The issue tracker is the durable record.
This applies to:
- a build / test / typecheck failure you can't fix in scope
- a bug you discover but aren't tasked with fixing
- a missing dep, missing config, or env-only failure that blocks E2E
- a design gap you've worked around but want a follow-up to fix properly
- a scope-out you made (e.g. "deferred Tier 4 sample fetch") that needs an owner so it doesn't get lost
Don't file an issue when:
- the user is in the conversation and you can just tell them
- it's already filed (search first:
GET /api/v1/repos/<owner>/<repo>/issues?state=open&q=<keyword>) - it's truly a non-issue (a one-line edit you're about to make this same turn)
How to file (Forgejo API)
The local Forgejo at http://10.100.0.1:3000 accepts API calls with a
token-bearer header:
curl -s -X POST \
-H "Authorization: token <TOKEN>" \
-H "Content-Type: application/json" \
http://10.100.0.1:3000/api/v1/repos/spectral/<repo>/issues \
-d '{
"title": "<short, action-oriented title>",
"body": "<context, repro, attempted fixes, suggested next step>"
}'
The token comes from the user's session — never embed one in code or commits.
What a good issue body contains
- Context — one sentence on what was being attempted.
- What happened — the actual error, log line, or unexpected behavior. Paste exact output.
- What was tried — every workaround you attempted and why it didn't stick.
- Suggested next step — the smallest change that would resolve it, if you have a guess. "Unknown" is a fine answer.
- Related — link the commit / PR / file:line where the issue surfaced.
What a good title looks like
| Bad | Good |
|---|---|
tests broken |
tests/test_episode.py: race when t_mono_origin_ns is set in run() not __init__ |
caddy thing |
Caddy: client_auth requires absolute path; relative trusted_ca_cert_file silently fails |
fix later |
shipper: 5xx backoff cap is 5min, doc says 1min — pick one |
After filing
- Reference the issue number in the next commit message:
Refs spectral/<repo>#<n>orCloses spectral/<repo>#<n>if your current change actually fixes it. - If the issue is on a different repo than the one you're committing
to, fully qualify:
spectral/wg-pki#3.
Other conventions
- Don't put off the hard parts. Frame "deferred-with-reason" only for genuine blockers (binary not present on this machine, external service unreachable). For anything you could do but find awkward — bridge setup, cross-arch quirks, fleet concurrency — do it. The user has flagged this twice when work was scoped down prematurely. When something genuinely is blocked by an operator artifact, file the Forgejo issue and automate the bring-up (e.g., installer script + sha256-verifying fetcher) so the moment the artifact lands it Just Works.
- Naming: never coin USB / device / service names on the user's behalf. Ask first. Reusing an old name is especially bad.
/etcconfigs:Readfirst, copy second. Never overwrite a/etc/...file from a template without checking what's actually there.- wg-enroll scope: creation-only. Don't add admin / service-activation features to it.
- Don't expand a project's binary name beyond its own boundary:
openclawis the queue/permissions binary inopenclaw-deploy. This repo iswg-enroll(or its caller). Don't conflate.