OCS Intelligence LLM — Phase 1 updates (10/12)
Rack rebuild progress, the experiment rig roadmap, and plans for inference testing.
Phase 1 updates (10/12)
Rack rebuilds, a working Mini-to-Brume network proof of concept, and the next reliability tests.
Future plan
Finish the experiment rig, establish repeatable baselines, and test security before a limited student pilot.
%%{init: {"themeVariables": {"fontSize": "20px"}, "flowchart": {"nodeSpacing": 30, "rankSpacing": 45}}}%%
flowchart TD
A["Finish Rack 2<br/>Boot · OS · GPUs"] --> B["Record a reproducible setup"]
B --> C["Inference engineering<br/>Baselines and stress tests"]
B --> D["Basic cyber testing<br/>Prompt injection and access controls"]
C --> E["Compare models and serving methods"]
D --> F["Test defenses and log failures"]
E --> G["Review evidence"]
F --> G
G --> H["Limited student pilot<br/>Streaming API · keys · health checks"]
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Experiment rig.
Rack 2 keeps disruptive experiments separate from Rack 1's shared inference service.
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Evidence before rollout.
Follow Revollo's crawl, walk, run checkpoints; promote configurations only after performance and security review.
Rack 1 inference testing plan
Find the quality–latency–resource Pareto frontier, then validate the best configurations under concurrent use.
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flowchart TD
A["Fixed coding workload"] --> B["Cold and warm baselines"]
B --> C["Compare models<br/>Size · quantization · quality"]
B --> D["Compare serving methods<br/>Speculative decoding · disaggregation"]
D --> E["GPU placement and batching"]
C --> F["Measure quality, speed and memory"]
E --> F
F --> G["Concurrent users and scheduling<br/>Queueing · fairness · stability"]
G --> H["Load and recovery tests<br/>Sustained · burst · soak"]
H --> I["Pareto frontier<br/>Choose primary and fallback"]
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Comparable results.
Keep the workload fixed and repeat each configuration; raw throughput alone can hide poor quality or unfair scheduling.
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Hardware compatibility.
Treat speculative decoding and disaggregation as experiments, contingent on runtime support and the GTX 1070/PCIe constraints.
What we have been working on
Rack 1 has been rebuilt into a cleaner, usable system, and Rack 2 reached BIOS for the first time.
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flowchart TD
A["Rack 1: split-power experiment"] --> B["Full rewire and rebuild"]
B --> C["Cleaner, usable rack"]
C --> D["Next: reliability testing"]
E["Rack 2: reworked with Mr. Mort"] --> F["First BIOS boot"]
F --> G["Next: experiment-rig setup"]
H["Mac mini network setup"] --> I["Brume laptop online<br/>Next: reboot, security and throughput"]
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Rack 1 rebuild.
We replaced the split-power-supply experiment with a full rewire and rebuild; sustained-load and recovery testing comes next.
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Rack 2 milestone.
With Mr. Mort's help, the reworked rack booted into BIOS for the first time, unblocking experiment-rig setup.
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Network setup on Mac mini.
Built-in Wi-Fi and shared Ethernet now carry a laptop’s web traffic through the Brume 2. See the network diagrams below.
Mac Mini + Brume 2: laptop online
Proof of concept verified: a wired laptop loads Google through the Mini’s school Wi-Fi uplink.
flowchart TD A["School Wi-Fi<br/>PUSD-Onboard"] -->|"Built-in Wi-Fi · wlp2s0"| B["Ubuntu Mac Mini<br/>Shared mode: DHCP + forwarding + NAT"] B -->|"Ethernet · enp3s0f0<br/>10.42.0.1/24"| C["Brume 2 WAN<br/>Observed DHCP lease: 10.42.0.185"] C --> D["Brume private LAN<br/>192.168.8.x · second NAT"] D --> E["Wired laptop<br/>Web browsing VERIFIED"] E --> F["Next: reboot without USB dongle<br/>Persistence NOT YET VERIFIED"] classDef verified fill:#164b35,stroke:#56c997,color:#ffffff classDef pending fill:#343b48,stroke:#aab4c4,color:#ffffff class B,C,D,E verified class F pending
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Two roles.
Mini = school-facing uplink. Brume 2 = private OCS LAN gateway. Addresses shown are observations, not the final address plan.
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Security gap.
The working built-in Wi-Fi profile uses the unencrypted side of the school network. Firewall hardening and the EC2 tunnel are still pending.
What unblocked the network
Identify the adapter → load its driver → find a working connection → share Ethernet.
flowchart TD A["Adapter discovery"] --> B["0a5c:4500 = Bluetooth<br/>Not the Wi-Fi adapter"] A --> C["USB RT5370 · 148f:5370<br/>rt2800usb · OWE connection works"] A --> D["PCI BCM4360 · 14e4:43a0<br/>Found by Broadcom vendor ID"] D --> E["Installed broadcom-sta-dkms<br/>6.30.223.271 + headers + DKMS"] E --> F["wl loaded · wlp2s0 visible<br/>School SSIDs detected"] F --> G["Cloned / reused / pinned OWE profiles<br/>Connection attempts failed"] G --> H["Dedicated open profile<br/>Connected through built-in card"] H --> I["brume-link: shared Ethernet<br/>Brume lease + laptop web test passed"] classDef passed fill:#164b35,stroke:#56c997,color:#ffffff classDef blocked fill:#632f36,stroke:#e998a4,color:#ffffff class G blocked class F,H,I passed
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Observed workaround, not a finished uplink.
The setup notes identify legacy wl / OWE incompatibility. The open profile is pinned to one access point; the USB dongle remains the working OWE fallback.
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HTTP works; ping failed.
ICMP filtering is a hypothesis, not a confirmed diagnosis. Recheck DNS and HTTPS independently.
From working cable to dependable classroom network
Only the first milestone is complete. Each remaining gate needs recorded evidence.
flowchart TD A["DONE<br/>Mini → Brume → laptop online"] --> B["NEXT · Persist<br/>Reboot without dongle<br/>Autoconnect + DNS + HTTPS"] B --> C["MEASURE<br/>Built-in vs USB vs Rig 1 baseline<br/>Upload · download · latency"] C --> D["HARDEN<br/>Address plan + persistent forwarding<br/>Mini / Brume firewall + admin password"] D --> E["EXPAND LAN<br/>DHCP reservations + separate Wi-Fi AP<br/>Confirm ports / switch needs"] E --> F["CONNECT AWS<br/>EC2 ↔ Mini WireGuard<br/>Subnet routing + NGINX services"] F --> G["PROVE RECOVERY<br/>Wi-Fi loss → tunnel reconnect<br/>Driver repair + USB fallback runbook"] G --> H["THEN MIGRATE<br/>Move Rig 1 off its NetBird path"] classDef done fill:#164b35,stroke:#56c997,color:#ffffff classDef todo fill:#343b48,stroke:#aab4c4,color:#ffffff class A done class B,C,D,E,F,G,H todo
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Measure before committing.
Run iperf3 toward EC2, compare both Wi-Fi adapters with the existing Rig 1 USB + NetBird path, and test available wired uplinks. No throughput result is available yet.
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Confirm the deployment path.
Check school IT approval, Mini model year and Secure Boot status. Decide whether WireGuard terminates only on the Mini or also on the Brume.
Next architecture: one private OCS classroom LAN
Dashed links are planned. The Mini-to-Brume uplink is the demonstrated foundation.
flowchart TD A["AWS EC2<br/>NGINX + WireGuard"] -.->|"Planned encrypted tunnel"| B["Mac Mini<br/>School Wi-Fi uplink"] B -->|"Verified Ethernet link"| C["Brume 2<br/>Private LAN + DHCP + firewall"] C -.-> D["AI rigs<br/>Reserved LAN addresses"] C -.-> E["Jarvis 3000"] C -.-> F["Presence"] C -.-> G["Separate Wi-Fi access point<br/>IoT / classroom clients"] E -.-> H["Smart Classroom"] F -.-> H G -.-> H E -.->|"Future camera / vision workload"| D
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Brume is the wired gateway.
Plan a separate access point for wireless clients; confirm LAN port capacity and whether a switch is needed. Choose IoT/client SSIDs or VLANs before rollout.
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Future experiment.
Test routing Jarvis camera workloads to a stronger vision-language model on the rigs, potentially using dedicated Rig 2 GPUs. This is not implemented.
What still stands between the demo and deployment
Working Internet access is the milestone; resilience and security remain the next tests.
flowchart TD A["Open Wi-Fi + exposed admin risk"] --> A1["TLS / planned WireGuard<br/>Default-deny school-side ingress<br/>Strong Brume admin password"] B["Single pinned AP + one Mini<br/>Legacy DKMS driver"] --> B1["Test roaming and reboot<br/>Health checks + driver recovery<br/>Keep USB fallback"] C["Shared Wi-Fi + double NAT<br/>Mini Ethernet limited to 1 Gb/s"] --> C1["Benchmark simultaneous use<br/>Test wired uplink<br/>Validate routed access / discovery"] D["School policy + subnet collisions"] --> D1["Confirm with school IT<br/>Document non-overlapping subnets<br/>Reserve device addresses"]
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No production-readiness claim yet.
Boot persistence, throughput, firewall rules, IoT Wi-Fi, EC2 routing, and recovery all need acceptance tests. Double NAT also needs validation for inbound services and mDNS discovery.
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Gateway follow-through.
Replace the shared-mode proof of concept with reviewed persistent nftables/forwarding rules, test tunnel reconnection, and document wl recovery after kernel updates. A dedicated router may replace the Mini later.
Planning references
Plans draw on the project issues and Revollo's MVP checklist; test results are still pending.