test(agent): controlled fixture KB + one-command fast loop for tool-calling iterations

The phase-72 iteration loop cleared the database, git-cloned the homelab repo, re-imported 38-51 documents and re-embedded per run — many minutes per iteration against a different KB every time (owner directive 2026-09-04: stop importing the homelab repo on every test run). Replace it with:

- tests/fixtures/agent_kb/: 8 hand-written markdown docs (sources 'deployments'/'homelab') whose specifics (rack7, 10.77.42.0/24, VLAN 130, rbm-8842, 17 2 * * *, obsidian-bor:2026.7.14, 18765, 18443, ...) no model can guess; read targets carry non-topical filenames so their questions do not lexically seed them (the read must actually happen)
- tests/fixtures/test_kb.dump.sql: data-only snapshot (TRUNCATE + INSERTs incl. embeddings, self-contained git_sources rows, static KB overview) — verified by round-trip checksum at build time
- scripts/load_test_kb.py: one-off rebuild (real pipeline + embeddings, ~2s) that also prints the per-question retrieval report (all 10 battery questions must be grounded)
- scripts/restore_test_kb.py: sub-second one-transaction restore (no git clone, no re-embedding)
- scripts/agent_realmodel_check.py: the gate gains --restore / --mode fixture (curated 10-question battery with one unambiguously correct tool behavior per question) / --turns N (12s micro-loop) / --concurrency / per-turn + total wall timing, and a second accuracy metric (contract accuracy: well-formed calls targeting resolvable entities) alongside the phase-72 locked executed ratio — the re-read of a seeded doc is a copy-invariant model behavior (5 variants, 0/15 flipped) that the dedupe refusal counts as a failure
- TOOL_CALLING_TESTING.md: the human-readable methodology (fast loop, design rules, metrics, copy levers + tried-and-reverted table, current standing, open design question)

Measured: restore 0.03s; micro-loop ~12s; full loop ~43-55s; concurrency 2/3 gives no gain (endpoint serializes).
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# Restic Backups for Rack7
Every config and document on the cluster is backed up nightly with
restic into the minio repo `minio01:/backups/rack7`.
- Machine ID: **rbm-8842**
- Password: `op vault view rack7/restic`
- Schedule: `17 2 * * *` (02:17 nightly)
- Retention: `--keep-daily 7 --keep-weekly 4 --keep-monthly 12`
- Prune runs only when the repo grows more than 5 GiB.
- Restores are tested quarterly; the last dry-run passed on 2026-07-01.
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# Qwen 3.8 on llama.cpp (pbx-node3)
The GPU box (`pbx-node3`) serves Qwen 3.8 through llama.cpp.
Working launch line (verified 2026-08):
./llama-server -m qwen3.8-30b-a3b-instruct.Q8_0.gguf \
-c 32768 -ngl 99 --mlock --threads 12 -sm layer \
--cache-type-k q8_0 --cache-type-v q8_0 \
--jinja --port 18180
- Context 32768, KV cache q8_0/q8_0, prompt cache persisted to
`/srv/llamacpp/cache`.
- First-token target is under 400 ms; sustained throughput about 28 tok/s.
- Do not add `-ctk f16` — it doubled VRAM usage with no quality gain.
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# Uptime Kuma (AIO)
Uptime Kuma runs on `rack7-pbx2` as the AIO image, listening on
**18443** with TLS terminated by `caddy-rack7`.
- Health endpoint: `https://uptime.rack7.local/ping`
- Every monitor posts to the ntfy topic `reese-uptime-7` on failure.
- History is kept for 30 days; the database is backed up hourly to
`/opt/kuma/backup/`.
- Lab-iot monitors watch every VLAN 130 device; the shelf watchdog
restarts the container after 3 missed checks.
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# Rack7 DNS and DHCP
`minio01` (10.77.42.31) serves DNS and DHCP for the whole lab shelf.
- dnsmasq answers port 53 with upstream `1.1.1.1` and `9.9.9.9`.
- VLAN 130 (lab-iot) pool: 10.77.130.50–10.77.130.200, 6-hour leases,
netmask 255.255.255.0.
- Pi-hole runs on 10.77.42.53; the admin UI is on port 18553 behind
caddy-rack7 and uses the blocklist `reese-abuse-v3`.
- VLAN 42 has no DHCP at all — every device there gets a static address.
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# Rack7 Proxmox Cluster
Three-node Proxmox VE cluster on the rack7 shelf: `pbx-node1`, `pbx-node2`
and `pbx-node3`, all running PVE 8.3.4 (build `8.3.4-1-lab1`).
## Virtual interfaces
| vmbr | purpose | config |
|-------|---------------------|----------------------------------------------------|
| vmbr0 | management | 10.77.42.0/24, gateway 10.77.42.1 on pbx-node1 |
| vmbr1 | lab (VLAN 42) | tag 42, no DHCP, NAT-only to the uplink |
| vmbr2 | lab-iot (VLAN 130) | tag 130, DHCP served by minio01 |
- Cluster firewall is enabled on every node; VLAN 42 traffic is NAT-only.
- Corosync heartbeat rides vmbr0; keep the management iface out of the
lab-iot VLAN.
- Node roles: pbx-node1 = hypervisor + gateway, pbx-node2 = AIO
containers, pbx-node3 = GPU box.