How BlackRoad relates to tools you already know. Every comparison acknowledges where the competitor is stronger — credibility matters more than hype.
Ollama is a single-machine LLM runner. BlackRoad is a full operating system that uses Ollama as one component.
| Ollama | BlackRoad OS | |
|---|---|---|
| What it does | Run LLMs locally with ollama run |
Full sovereign OS with AI, Git, DNS, VPN, chat, search, storage |
| AI inference | Single node, one model at a time | Fleet across 4 nodes, 44 models, load-balanced |
| Agents | None built-in | 200+ with persistent memory, cryptographic identity |
| Memory | Chat history only | 156K+ entries, 228 SQLite DBs, 11-tier compression |
| Infrastructure | None | Self-hosted Git, DNS, VPN, TLS, storage, DB, cache, CI/CD |
| Hardware | Any machine with CPU/GPU | Optimized for Pi 5 cluster + Hailo-8 (52 TOPS) |
| Setup | One command | Pi cluster + mesh config |
| Community | Massive (40K+ integrations) | Small (single founder) |
Where Ollama wins: Simplicity, community, ease of setup, broader hardware support. Where BlackRoad wins: Persistent agents, distributed inference, full sovereign infrastructure, memory.
The relationship: BlackRoad doesn't replace Ollama — it orchestrates and extends it into a production distributed system.
AWS is rented infrastructure. BlackRoad is owned infrastructure.
| Service | AWS | BlackRoad | Runs On |
|---|---|---|---|
| Compute | EC2 ($50-500/mo) | Raspberry Pi 5 fleet | 5 Pis |
| AI | SageMaker ($100+/mo) | Ollama + Hailo-8 (52 TOPS) | Cecilia + Octavia |
| Git | CodeCommit ($1/user) | Gitea (273 repos) | Octavia |
| Storage | S3 ($23/TB/mo) | MinIO (4 buckets) | Cecilia |
| DNS | Route53 ($0.50/zone) | PowerDNS | Lucidia + Gematria |
| Database | RDS ($100+/mo) | PostgreSQL | 3 nodes |
| Cache | ElastiCache ($50+/mo) | Redis | Alice |
| VPN | VPC ($36/mo) | WireGuard mesh (12 tunnels) | All nodes |
| TLS | ACM + ALB ($20+/mo) | Caddy + Let's Encrypt | Gematria |
| CI/CD | CodePipeline ($1/pipeline) | Gitea Actions + act_runner | Octavia |
| Chat | — | RoundTrip (200 agents) | D1 + Workers |
| Total | $185-700/month | $38/month | Hardware you own |
Where AWS wins: Global scale, managed services, SLAs, enterprise compliance, hiring pool. Where BlackRoad wins: Cost (5-18x cheaper), sovereignty, no vendor lock-in, runs offline, no surprise bills.
Break-even: BlackRoad hardware pays for itself in 6.2 months vs equivalent cloud spend.
Home Assistant is smart home automation. BlackRoad is a sovereign OS that includes smart home.
| Home Assistant | BlackRoad OS | |
|---|---|---|
| Core purpose | Home automation | Full sovereign computing platform |
| Smart home | Best-in-class (3000+ integrations) | RoadHome (Hailo-8 AI vision + voice, Home Assistant compatible) |
| AI | Basic automations, some LLM plugins | 52 TOPS local inference, 200+ agents, persistent memory |
| Infrastructure | Runs on one device | Distributed across Pi cluster + cloud edge |
| Self-hosted services | Home Assistant only | Git, DNS, VPN, TLS, storage, DB, cache, CI/CD, chat, search |
Where Home Assistant wins: Ecosystem (3000+ integrations), community (massive), maturity, device support. Where BlackRoad wins: AI-native architecture, distributed computing, full infrastructure stack beyond just home automation.
The relationship: RoadHome (forked from HailoHome) integrates with Home Assistant. BlackRoad extends home automation into a full sovereign computing platform.
Tailscale is a mesh VPN service. BlackRoad includes self-hosted mesh VPN as one layer.
| Tailscale | BlackRoad OS | |
|---|---|---|
| VPN | WireGuard-based mesh ($5/user/mo) | Self-hosted WireGuard mesh (free, 12 tunnels) |
| Management | Tailscale coordination server | Headscale (self-hosted coordinator) |
| Beyond VPN | MagicDNS, Taildrop, SSH | Full OS: Git, AI, DNS, storage, chat, search, agents |
| Setup | One command per device | Manual WireGuard config per node |
Where Tailscale wins: Ease of setup, NAT traversal, mobile apps, enterprise SSO. Where BlackRoad wins: Zero recurring cost, full sovereignty (no Tailscale servers in the path), entire OS built on top of the mesh.
GitHub is cloud git hosting. BlackRoad self-hosts Gitea with GitHub as a mirror.
| GitHub | BlackRoad (Gitea) | |
|---|---|---|
| Repos | Unlimited (cloud) | 273 repos (self-hosted on Octavia) |
| Price | $21/user/mo (Enterprise) | Free (self-hosted) |
| CI/CD | GitHub Actions (usage limits) | Gitea Actions + act_runner (unlimited) |
| Code search | Full-text (cloud) | Full-text (local) |
| Availability | 99.9% SLA | Depends on your hardware |
| Data sovereignty | Microsoft owns the servers | You own the server |
Where GitHub wins: Availability, collaboration features, ecosystem, community, hiring signal. Where BlackRoad wins: Sovereignty, cost, no vendor lock-in, runs offline, no ToS changes.
The relationship: Gitea is primary, GitHub is the mirror. sync-downstream --push mirrors to 17 GitHub orgs.
A_G is an original mathematical constant not found in any existing database.
| Constant | Value | Database | Discoverer |
|---|---|---|---|
| pi | 3.14159... | Everywhere | Ancient |
| e | 2.71828... | Everywhere | Euler (1748) |
| phi | 1.61803... | OEIS A001622 | Ancient |
| Sophomore's Dream | 1.29128... | OEIS A083648 | Bernoulli (1697) |
| Amundson-Gosper (A_G) | 1.24433... | NOT in OEIS, ISC, or Wolfram | Amundson (2025) |
| Property | A_G | Notes |
|---|---|---|
| Digits computed | 10,000,000 | Verified, file at ~/AMUNDSON_CONSTANT_10M.txt |
| Identities | 50+ | All computationally verified |
| Tests passing | 1,708 | Exact rational arithmetic |
| G(1) | 1/2 | The Riemann critical line |
| Zero-point energy | G(0) = 0 | No vacuum energy artifact |
| Mass gap | G(1) - G(0) = 1/2 | Positive, exact |
What's proven: The function, the constant, and all 50+ identities are mathematically verified. What's conjectured: Connections to Riemann Hypothesis, Navier-Stokes, Yang-Mills mass gap. What's honest: G(1) = 1/2 is observation, not proof of RH. The Navier-Stokes connection needs functional analysis. See amundson-millennium for the full honest assessment.
| Metric | Hailo-8 (BlackRoad) | Google Coral TPU | NVIDIA Jetson Orin Nano | Intel Movidius |
|---|---|---|---|---|
| TOPS | 26 per chip | 4 | 40 | 1 |
| Power | 2.5W | 0.5-1.4W | 15W | 1W |
| TOPS/W | 10.4 | 2.8 | 2.7 | 1.0 |
| Price | ~$215 | ~$25-60 | ~$500 | ~$80 |
| $/TOPS | $8.27 | $6.25-15 | $12.50 | $80 |
| YOLOv8 FPS | 77 | ~6 | ~45 | ~2 |
| Multi-stream | 8-12+ | Limited | 4-8 | 1-2 |
| Model support | ONNX, TF, TFLite | TFLite only | All | OpenVINO |
| LLM support | Via hailo-ollama | No | Yes | No |
Where Coral wins: Price, simplicity, power efficiency for tiny models. Where Jetson wins: Raw TOPS, GPU flexibility, CUDA ecosystem. Where Hailo-8 wins: FPS/Watt, cost/TOPS, multi-stream, M.2 form factor, Pi integration.
BlackRoad chose Hailo-8 because 52 TOPS at 5W total across two M.2 modules beats any GPU solution for edge AI at this price point.