diff --git a/BLACKROAD_ARCHITECTURE.md b/BLACKROAD_ARCHITECTURE.md index 899f8e5..9e07577 100644 --- a/BLACKROAD_ARCHITECTURE.md +++ b/BLACKROAD_ARCHITECTURE.md @@ -12,6 +12,14 @@ We don't train models or buy GPUs. We connect users to intelligence that already --- +## GitHub Enterprise Organizational Matrix + +The operational surface is structured within a GitHub Enterprise environment at . This enterprise-level abstraction provides governance and security boundaries for fifteen distinct organizations. Distribution of tasks across these organizations implements the principle of least privilege—agents operating in one domain (e.g., BlackRoad-Security) are isolated from assets in another (e.g., BlackRoad-Ventures). + +Cross-organization repository access uses GitHub Apps rather than Personal Access Tokens (PATs) due to their short-lived, granular permissions and ability to act on behalf of an organization rather than an individual user. + +--- + ## Infrastructure (~$40/month recurring) | Layer | Service | Role | @@ -38,6 +46,30 @@ A Raspberry Pi cluster running specialized roles: Plus dev machines (Mac = "cecilia", iPhone = "arcadia") and edge devices (ESP32s, LoRa modules for future deployment). +### Local Inference via Raspberry Pi 5 Clusters + +Clusters of Raspberry Pi 5 nodes host local LLMs, replacing centralized API calls with local, private inference to mitigate rate limits and preserve data sovereignty. + +| Component | Technical Specification | Functional Role | +|-----------|------------------------|-----------------| +| Compute Node | Raspberry Pi 5 (8GB LPDDR4X) | General Purpose Inference and Control | +| Inference Accelerator | Raspberry Pi AI Hat 2 (40 TOPS) | Dedicated INT8 LLM Processing | +| Network Layer | Gigabit Ethernet with PoE+ HAT | Synchronized Node Communication | +| Storage | NVMe SSD (M.2 Interface, 256GB+) | Model Weights and Agent Memory | +| Software Stack | LiteLLM Proxy / Ollama / llama.cpp | API Hosting and Load Balancing | + +The Raspberry Pi AI Hat 2 (Hailo 10H NPU) enables efficient processing of quantized GGUF models, achieving 5–15 tokens per second in clustered configurations using OpenMPI for parallelization. + +### Copilot Proxy Configuration for Local Offloading + +To bypass external rate limits, the system overrides the default GitHub Copilot endpoints: + +```bash +export GH_COPILOT_OVERRIDE_PROXY_URL="http://raspberrypi.local:4000" +``` + +The LiteLLM proxy translates requests into an OpenAI-compatible format and distributes them across the cluster using a round-robin load-balancing strategy. This ensures proprietary codebase context never leaves the local BlackRoad network. + --- ## The Control Plane @@ -88,6 +120,28 @@ The agent doesn't need to be smart. It needs to know **who to call.** --- +## The @BlackRoadBot Routing Matrix + +When a user comments `@BlackRoadBot` on a GitHub issue or pull request, the bot identifies target platforms based on natural language intent. + +### Salesforce CRM Integration + +- **Task Creation:** Apex middleware triggers a "Case" or "Custom Task" object in Salesforce. +- **Data Activation:** Salesforce Data Cloud ingests telemetry from GitHub webhooks for real-time analytics on agent performance. +- **Webhooks:** The `salesforce-webhooks` package wires GitHub triggers directly to Salesforce endpoints. + +### Hugging Face and Ollama Reasoning + +- **Hugging Face Inference Endpoints:** Programmatically deployed for high-compute tasks exceeding the Pi cluster capacity. +- **Ollama Integration:** Exposed via Cloudflare Tunnel for routine tasks (e.g., `bartowski/Llama-3.2-3B-Instruct-GGUF`). + +### DigitalOcean and Railway Infrastructure + +- **DigitalOcean Droplets:** Managed via `doctl` within GitHub Actions for rebuilding/scaling droplets. +- **Railway Deployments:** Ephemeral test environments for new feature branches via Railway CLI. + +--- + ## The Business Model | What We Own | What We Don't Need | @@ -117,23 +171,108 @@ Ceiling: everyone who ever talks to AI. BlackRoad operates across 15 specialized GitHub organizations: -| Organization | Focus | -|--------------|-------| -| **BlackRoad-OS** | Core operating system, operator, infrastructure | -| **BlackRoad-AI** | AI models, routing, inference | -| **BlackRoad-Cloud** | Cloud services, deployment | -| **BlackRoad-Labs** | Research, experiments | -| **BlackRoad-Security** | Security tools, auditing | -| **BlackRoad-Foundation** | CRM, business tools | -| **BlackRoad-Media** | Content, publishing | -| **BlackRoad-Hardware** | IoT, ESP32, Pi projects | -| **BlackRoad-Education** | Learning, documentation | -| **BlackRoad-Gov** | Governance, voting | -| **BlackRoad-Interactive** | Games, 3D, metaverse | -| **BlackRoad-Archive** | Storage, backup | -| **BlackRoad-Studio** | Design, creative tools | -| **BlackRoad-Ventures** | Business, commerce | -| **Blackbox-Enterprises** | Enterprise solutions | +| Organization | Focus | Repository Examples | +|--------------|-------|---------------------| +| **Blackbox-Enterprises** | Corporate and Enterprise Integrations | blackbox-api, enterprise-bridge | +| **BlackRoad-AI** | Core LLM and Reasoning Engine Development | lucidia-core, blackroad-reasoning | +| **BlackRoad-Archive** | Long-term Data Persistence and Documentation | blackroad-os-docs, history-ledger | +| **BlackRoad-Cloud** | Infrastructure as Code and Orchestration | cloud-orchestrator, railway-deploy | +| **BlackRoad-Education** | Onboarding and Documentation Frameworks | br-help, onboarding-portal | +| **BlackRoad-Foundation** | Governance and Protocol Standards | protocol-specs, governance-rules | +| **BlackRoad-Gov** | Regulatory Compliance and Policy Enforcement | compliance-audit, regulatory-tools | +| **BlackRoad-Hardware** | SBC and IoT Device Management | blackroad-agent-os, pi-firmware | +| **BlackRoad-Interactive** | User Interface and Frontend Systems | blackroad-os-web, interactive-ui | +| **BlackRoad-Labs** | Experimental R&D and Prototyping | experimental-agents, quantum-lab | +| **BlackRoad-Media** | Content Delivery and Public Relations | media-engine, pr-automation | +| **BlackRoad-OS** | Core System Kernel and CLI Development | blackroad-cli, kernel-source | +| **BlackRoad-Security** | Auditing, Cryptography, and Security | security-audit, hash-witnessing | +| **BlackRoad-Studio** | Production Assets and Creative Tooling | lucidia-studio, creative-assets | +| **BlackRoad-Ventures** | Strategic Growth and Ecosystem Funding | tokenomics-api, venture-cap | + +--- + +## Domain Architecture and Cloudflare Integration + +All domains are orchestrated via Cloudflare. Cloudflare Tunnels securely expose local Raspberry Pi nodes to the public internet, enabling local inference without exposing internal network ports. + +| Domain | Functional Use Case | Associated Organization | +|--------|--------------------|-----------------------| +| blackboxprogramming.io | Developer Education and APIs | Blackbox-Enterprises | +| blackroad.io | Core Project Landing Page | BlackRoad-OS | +| blackroad.company | Corporate and HR Operations | BlackRoad-Ventures | +| blackroad.me | Personal Agent Identity Nodes | BlackRoad-AI | +| blackroad.network | Distributed Network Interface | BlackRoad-Cloud | +| blackroad.systems | Infrastructure and System Ops | BlackRoad-Cloud | +| blackroadai.com | AI Research and API Hosting | BlackRoad-AI | +| blackroadinc.us | US-based Governance and Legal | BlackRoad-Gov | +| blackroadqi.com | Quantum Intelligence Research | BlackRoad-Labs | +| blackroadquantum.com | Primary Quantum Lab Interface | BlackRoad-Labs | +| lucidia.earth | Memory Layer and Personal AI | BlackRoad-AI | +| lucidia.studio | Creative and Asset Management | BlackRoad-Studio | +| roadchain.io | Blockchain and Witnessing Ledger | BlackRoad-Security | +| roadcoin.io | Tokenomics and Financial Interface | BlackRoad-Ventures | + +--- + +## The @blackroad-agents Deca-Layered Scaffold + +A ten-step scaffolding process triggered by the `@blackroad-agents` command. This scaffold defines the workflow for every task entered into the system. + +1. **Initial Reviewer** — A high-level agent (Layer 6, Lucidia Core) reviews the incoming request for clarity, security compliance, and resource availability. Generates a preliminary execution plan. +2. **Task Distribution to Organization** — Routes the task to one of the fifteen BlackRoad organizations based on functional domain (hardware, security, cloud, etc.). +3. **Task Distribution to Team** — Refines and distributes to a specific team within the organization. Handles human-in-the-loop (HITL) requirements, pausing for manual approval on high-risk operations. +4. **Task Update to Project** — Records the task in a GitHub Project board. Metadata (Request ID, timeline) is synchronized with Salesforce for enterprise audit trail. +5. **Task Distribution to Agent** — Instantiates or assigns a specialized autonomous agent (e.g., `fastapi-coder-agent`, `doctl-infrastructure-agent`). Agents follow the Planner-Executor-Reflector design pattern. +6. **Task Distribution to Repository** — Identifies the target repository, creates a new branch following GitHub Flow branching strategy. +7. **Task Distribution to Device** — Routes to the device layer for physical execution (firmware updates to Raspberry Pi, rebuilding DigitalOcean Droplets). Offloads from cloud to local hardware clusters. +8. **Task Distribution to Drive** — Distributes artifacts (logs, reports, documentation) to Google Drive via Service Account (GSA) pattern. +9. **Task Distribution to Cloudflare** — Executes network configuration changes (new Cloudflare Tunnels, DNS record modifications). +10. **Task Distribution to Website Editor** — Routes changes to the presentation layer via AI-driven website editors or headless CMS for autonomous content generation. + +--- + +## BlackRoad CLI v3 — Layered Architecture + +The CLI v3 is the primary interface for system interaction, built upon a modular architecture: + +| Layer | Name | Responsibility | +|-------|------|---------------| +| 3 | Agents/System | Autonomous agent lifecycle management and system-level processes | +| 4 | Deploy/Orchestration | Infrastructure provisioning across cloud and local nodes | +| 5 | Branches/Environments | Ephemeral environment management and git-branching logic for agentic code tests | +| 6 | Lucidia Core/Memory | Long-term context storage, state transitions, and simulation data | +| 7 | Orchestration | High-level task distribution logic powering the @blackroad-agents scaffold | +| 8 | Network/API | External interface providing REST and GraphQL endpoints for the @BlackRoadBot matrix | + +This layered approach ensures resilience: a failure in Layer 8 (Network) does not affect persistence of state in Layer 6 (Memory). + +--- + +## roadchain — Witnessing Architecture + +Unlike traditional blockchains that focus on consensus-based proof, roadchain functions as a "witnessing" architecture. Every state transition—whether an agent committing code or the bot routing a task to Salesforce—is hashed using SHA-256 and appended to a non-terminating ledger. + +This creates an immutable record of **what happened** rather than "what is true." + +--- + +## Rate Limit Mitigation Strategies + +| Provider | Observed Limit | Mitigation Protocol | +|----------|---------------|---------------------| +| GitHub Copilot | RPM / Token Exhaustion | Redirect to local Raspberry Pi LiteLLM proxy | +| Hugging Face Hub | IP-based Rate Limit | Rotate HF_TOKEN or use authenticated SSH keys | +| Google Drive | Individual User Quota | Use Shared Drives with GSA "Content Manager" role | +| DigitalOcean API | Concurrent Build Limits | Queue tasks via Layer 7 Orchestration | +| Salesforce API | Daily API Request Cap | Batch updates via Data Cloud Streaming Transforms | + +If a task fails at any scaffold layer, the system creates a GitHub Issue with detailed logs from Layer 6 (Lucidia Core). A human reviewer or a "Reflect and Retry" plugin assesses the failure. + +--- + +## Future Scaling: 30k Agents + +The BlackRoad ecosystem targets orchestration of 30,000 autonomous agents using Kubernetes auto-scaling and self-healing via the `blackroad-30k-agents` repository. This will require a transition from Raspberry Pi clusters to larger, more power-efficient ARM-based data centers mirroring the decentralized witnessing architecture of roadchain. --- @@ -157,5 +296,5 @@ This is the Operator pattern in miniature. Start with physics, extend to every d --- -*Last Updated: 2026-01-12* +*Last Updated: 2026-02-27* *BlackRoad OS, Inc. - Proprietary and Confidential* diff --git a/agent.json b/agent.json index d648996..b995922 100644 --- a/agent.json +++ b/agent.json @@ -2,9 +2,39 @@ "org": "BlackRoad-Interactive", "agent": "ARIA", "color": "#8888FF", - "fleet": ["octavia-pi5","aria-pi4","cecilia","gematria-do","lucidia-pi5"], + "fleet": ["octavia-pi5", "aria-pi4", "cecilia", "gematria-do", "lucidia-pi5"], "runners": "blackroad-fleet", "cost": "$0", "gateway": "http://octavia.local:8787", - "updated": "2026-02-23T22:49:06Z" + "scaffold_layers": [ + "initial-reviewer", + "task-to-organization", + "task-to-team", + "task-to-project", + "task-to-agent", + "task-to-repository", + "task-to-device", + "task-to-drive", + "task-to-cloudflare", + "task-to-website-editor" + ], + "cli_layers": { + "3": "agents-system", + "4": "deploy-orchestration", + "5": "branches-environments", + "6": "lucidia-core-memory", + "7": "orchestration", + "8": "network-api" + }, + "routing_targets": [ + "salesforce", + "huggingface", + "ollama", + "digitalocean", + "railway", + "cloudflare", + "google-drive" + ], + "copilot_proxy": "http://raspberrypi.local:4000", + "updated": "2026-02-27T19:41:00Z" } diff --git a/profile/BLACKROAD_ARCHITECTURE.md b/profile/BLACKROAD_ARCHITECTURE.md index 899f8e5..9e07577 100644 --- a/profile/BLACKROAD_ARCHITECTURE.md +++ b/profile/BLACKROAD_ARCHITECTURE.md @@ -12,6 +12,14 @@ We don't train models or buy GPUs. We connect users to intelligence that already --- +## GitHub Enterprise Organizational Matrix + +The operational surface is structured within a GitHub Enterprise environment at . This enterprise-level abstraction provides governance and security boundaries for fifteen distinct organizations. Distribution of tasks across these organizations implements the principle of least privilege—agents operating in one domain (e.g., BlackRoad-Security) are isolated from assets in another (e.g., BlackRoad-Ventures). + +Cross-organization repository access uses GitHub Apps rather than Personal Access Tokens (PATs) due to their short-lived, granular permissions and ability to act on behalf of an organization rather than an individual user. + +--- + ## Infrastructure (~$40/month recurring) | Layer | Service | Role | @@ -38,6 +46,30 @@ A Raspberry Pi cluster running specialized roles: Plus dev machines (Mac = "cecilia", iPhone = "arcadia") and edge devices (ESP32s, LoRa modules for future deployment). +### Local Inference via Raspberry Pi 5 Clusters + +Clusters of Raspberry Pi 5 nodes host local LLMs, replacing centralized API calls with local, private inference to mitigate rate limits and preserve data sovereignty. + +| Component | Technical Specification | Functional Role | +|-----------|------------------------|-----------------| +| Compute Node | Raspberry Pi 5 (8GB LPDDR4X) | General Purpose Inference and Control | +| Inference Accelerator | Raspberry Pi AI Hat 2 (40 TOPS) | Dedicated INT8 LLM Processing | +| Network Layer | Gigabit Ethernet with PoE+ HAT | Synchronized Node Communication | +| Storage | NVMe SSD (M.2 Interface, 256GB+) | Model Weights and Agent Memory | +| Software Stack | LiteLLM Proxy / Ollama / llama.cpp | API Hosting and Load Balancing | + +The Raspberry Pi AI Hat 2 (Hailo 10H NPU) enables efficient processing of quantized GGUF models, achieving 5–15 tokens per second in clustered configurations using OpenMPI for parallelization. + +### Copilot Proxy Configuration for Local Offloading + +To bypass external rate limits, the system overrides the default GitHub Copilot endpoints: + +```bash +export GH_COPILOT_OVERRIDE_PROXY_URL="http://raspberrypi.local:4000" +``` + +The LiteLLM proxy translates requests into an OpenAI-compatible format and distributes them across the cluster using a round-robin load-balancing strategy. This ensures proprietary codebase context never leaves the local BlackRoad network. + --- ## The Control Plane @@ -88,6 +120,28 @@ The agent doesn't need to be smart. It needs to know **who to call.** --- +## The @BlackRoadBot Routing Matrix + +When a user comments `@BlackRoadBot` on a GitHub issue or pull request, the bot identifies target platforms based on natural language intent. + +### Salesforce CRM Integration + +- **Task Creation:** Apex middleware triggers a "Case" or "Custom Task" object in Salesforce. +- **Data Activation:** Salesforce Data Cloud ingests telemetry from GitHub webhooks for real-time analytics on agent performance. +- **Webhooks:** The `salesforce-webhooks` package wires GitHub triggers directly to Salesforce endpoints. + +### Hugging Face and Ollama Reasoning + +- **Hugging Face Inference Endpoints:** Programmatically deployed for high-compute tasks exceeding the Pi cluster capacity. +- **Ollama Integration:** Exposed via Cloudflare Tunnel for routine tasks (e.g., `bartowski/Llama-3.2-3B-Instruct-GGUF`). + +### DigitalOcean and Railway Infrastructure + +- **DigitalOcean Droplets:** Managed via `doctl` within GitHub Actions for rebuilding/scaling droplets. +- **Railway Deployments:** Ephemeral test environments for new feature branches via Railway CLI. + +--- + ## The Business Model | What We Own | What We Don't Need | @@ -117,23 +171,108 @@ Ceiling: everyone who ever talks to AI. BlackRoad operates across 15 specialized GitHub organizations: -| Organization | Focus | -|--------------|-------| -| **BlackRoad-OS** | Core operating system, operator, infrastructure | -| **BlackRoad-AI** | AI models, routing, inference | -| **BlackRoad-Cloud** | Cloud services, deployment | -| **BlackRoad-Labs** | Research, experiments | -| **BlackRoad-Security** | Security tools, auditing | -| **BlackRoad-Foundation** | CRM, business tools | -| **BlackRoad-Media** | Content, publishing | -| **BlackRoad-Hardware** | IoT, ESP32, Pi projects | -| **BlackRoad-Education** | Learning, documentation | -| **BlackRoad-Gov** | Governance, voting | -| **BlackRoad-Interactive** | Games, 3D, metaverse | -| **BlackRoad-Archive** | Storage, backup | -| **BlackRoad-Studio** | Design, creative tools | -| **BlackRoad-Ventures** | Business, commerce | -| **Blackbox-Enterprises** | Enterprise solutions | +| Organization | Focus | Repository Examples | +|--------------|-------|---------------------| +| **Blackbox-Enterprises** | Corporate and Enterprise Integrations | blackbox-api, enterprise-bridge | +| **BlackRoad-AI** | Core LLM and Reasoning Engine Development | lucidia-core, blackroad-reasoning | +| **BlackRoad-Archive** | Long-term Data Persistence and Documentation | blackroad-os-docs, history-ledger | +| **BlackRoad-Cloud** | Infrastructure as Code and Orchestration | cloud-orchestrator, railway-deploy | +| **BlackRoad-Education** | Onboarding and Documentation Frameworks | br-help, onboarding-portal | +| **BlackRoad-Foundation** | Governance and Protocol Standards | protocol-specs, governance-rules | +| **BlackRoad-Gov** | Regulatory Compliance and Policy Enforcement | compliance-audit, regulatory-tools | +| **BlackRoad-Hardware** | SBC and IoT Device Management | blackroad-agent-os, pi-firmware | +| **BlackRoad-Interactive** | User Interface and Frontend Systems | blackroad-os-web, interactive-ui | +| **BlackRoad-Labs** | Experimental R&D and Prototyping | experimental-agents, quantum-lab | +| **BlackRoad-Media** | Content Delivery and Public Relations | media-engine, pr-automation | +| **BlackRoad-OS** | Core System Kernel and CLI Development | blackroad-cli, kernel-source | +| **BlackRoad-Security** | Auditing, Cryptography, and Security | security-audit, hash-witnessing | +| **BlackRoad-Studio** | Production Assets and Creative Tooling | lucidia-studio, creative-assets | +| **BlackRoad-Ventures** | Strategic Growth and Ecosystem Funding | tokenomics-api, venture-cap | + +--- + +## Domain Architecture and Cloudflare Integration + +All domains are orchestrated via Cloudflare. Cloudflare Tunnels securely expose local Raspberry Pi nodes to the public internet, enabling local inference without exposing internal network ports. + +| Domain | Functional Use Case | Associated Organization | +|--------|--------------------|-----------------------| +| blackboxprogramming.io | Developer Education and APIs | Blackbox-Enterprises | +| blackroad.io | Core Project Landing Page | BlackRoad-OS | +| blackroad.company | Corporate and HR Operations | BlackRoad-Ventures | +| blackroad.me | Personal Agent Identity Nodes | BlackRoad-AI | +| blackroad.network | Distributed Network Interface | BlackRoad-Cloud | +| blackroad.systems | Infrastructure and System Ops | BlackRoad-Cloud | +| blackroadai.com | AI Research and API Hosting | BlackRoad-AI | +| blackroadinc.us | US-based Governance and Legal | BlackRoad-Gov | +| blackroadqi.com | Quantum Intelligence Research | BlackRoad-Labs | +| blackroadquantum.com | Primary Quantum Lab Interface | BlackRoad-Labs | +| lucidia.earth | Memory Layer and Personal AI | BlackRoad-AI | +| lucidia.studio | Creative and Asset Management | BlackRoad-Studio | +| roadchain.io | Blockchain and Witnessing Ledger | BlackRoad-Security | +| roadcoin.io | Tokenomics and Financial Interface | BlackRoad-Ventures | + +--- + +## The @blackroad-agents Deca-Layered Scaffold + +A ten-step scaffolding process triggered by the `@blackroad-agents` command. This scaffold defines the workflow for every task entered into the system. + +1. **Initial Reviewer** — A high-level agent (Layer 6, Lucidia Core) reviews the incoming request for clarity, security compliance, and resource availability. Generates a preliminary execution plan. +2. **Task Distribution to Organization** — Routes the task to one of the fifteen BlackRoad organizations based on functional domain (hardware, security, cloud, etc.). +3. **Task Distribution to Team** — Refines and distributes to a specific team within the organization. Handles human-in-the-loop (HITL) requirements, pausing for manual approval on high-risk operations. +4. **Task Update to Project** — Records the task in a GitHub Project board. Metadata (Request ID, timeline) is synchronized with Salesforce for enterprise audit trail. +5. **Task Distribution to Agent** — Instantiates or assigns a specialized autonomous agent (e.g., `fastapi-coder-agent`, `doctl-infrastructure-agent`). Agents follow the Planner-Executor-Reflector design pattern. +6. **Task Distribution to Repository** — Identifies the target repository, creates a new branch following GitHub Flow branching strategy. +7. **Task Distribution to Device** — Routes to the device layer for physical execution (firmware updates to Raspberry Pi, rebuilding DigitalOcean Droplets). Offloads from cloud to local hardware clusters. +8. **Task Distribution to Drive** — Distributes artifacts (logs, reports, documentation) to Google Drive via Service Account (GSA) pattern. +9. **Task Distribution to Cloudflare** — Executes network configuration changes (new Cloudflare Tunnels, DNS record modifications). +10. **Task Distribution to Website Editor** — Routes changes to the presentation layer via AI-driven website editors or headless CMS for autonomous content generation. + +--- + +## BlackRoad CLI v3 — Layered Architecture + +The CLI v3 is the primary interface for system interaction, built upon a modular architecture: + +| Layer | Name | Responsibility | +|-------|------|---------------| +| 3 | Agents/System | Autonomous agent lifecycle management and system-level processes | +| 4 | Deploy/Orchestration | Infrastructure provisioning across cloud and local nodes | +| 5 | Branches/Environments | Ephemeral environment management and git-branching logic for agentic code tests | +| 6 | Lucidia Core/Memory | Long-term context storage, state transitions, and simulation data | +| 7 | Orchestration | High-level task distribution logic powering the @blackroad-agents scaffold | +| 8 | Network/API | External interface providing REST and GraphQL endpoints for the @BlackRoadBot matrix | + +This layered approach ensures resilience: a failure in Layer 8 (Network) does not affect persistence of state in Layer 6 (Memory). + +--- + +## roadchain — Witnessing Architecture + +Unlike traditional blockchains that focus on consensus-based proof, roadchain functions as a "witnessing" architecture. Every state transition—whether an agent committing code or the bot routing a task to Salesforce—is hashed using SHA-256 and appended to a non-terminating ledger. + +This creates an immutable record of **what happened** rather than "what is true." + +--- + +## Rate Limit Mitigation Strategies + +| Provider | Observed Limit | Mitigation Protocol | +|----------|---------------|---------------------| +| GitHub Copilot | RPM / Token Exhaustion | Redirect to local Raspberry Pi LiteLLM proxy | +| Hugging Face Hub | IP-based Rate Limit | Rotate HF_TOKEN or use authenticated SSH keys | +| Google Drive | Individual User Quota | Use Shared Drives with GSA "Content Manager" role | +| DigitalOcean API | Concurrent Build Limits | Queue tasks via Layer 7 Orchestration | +| Salesforce API | Daily API Request Cap | Batch updates via Data Cloud Streaming Transforms | + +If a task fails at any scaffold layer, the system creates a GitHub Issue with detailed logs from Layer 6 (Lucidia Core). A human reviewer or a "Reflect and Retry" plugin assesses the failure. + +--- + +## Future Scaling: 30k Agents + +The BlackRoad ecosystem targets orchestration of 30,000 autonomous agents using Kubernetes auto-scaling and self-healing via the `blackroad-30k-agents` repository. This will require a transition from Raspberry Pi clusters to larger, more power-efficient ARM-based data centers mirroring the decentralized witnessing architecture of roadchain. --- @@ -157,5 +296,5 @@ This is the Operator pattern in miniature. Start with physics, extend to every d --- -*Last Updated: 2026-01-12* +*Last Updated: 2026-02-27* *BlackRoad OS, Inc. - Proprietary and Confidential*