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ECONOMICS 01
Local MoE
Stream frontier Mixture-of-Experts models directly from disk via unified memory hierarchies, on dedicated VPS hardware.
Platform Architecture · The Engineering Harness · Deterministic Execution · Local Inference
Stop guessing what your AI is building.
Enforce the architecture.
Standard AI coding assistants operate as black boxes, injecting unverified code and generating massive context debt. The Realized.Dev platform replaces this chaos with a deterministic, multi-agent engineering harness.
v1.0 — The Deterministic Engine
- Immutable specification
- Spec is Law
- Cloud agents
- ∞
- Token API costs
- $0
- TDD compliance
- 100%
Acceptance criteria gate every change
Isolated parallel branches
Local inference, fixed cost
Red / green / refactor enforced
How It Works
The Four Layers of Autonomous Engineering
We strip autonomy away from the execution layer and give it to the specification. AI agents are structurally forbidden from modifying source code or tests without first updating the acceptance criteria in the specification.
- L1
The Harness
Read-only constraints
- Read-Only Plan Modes
- Explicit execution plans
- No repository mutation
- L2
The Manager
Event-driven orchestrator
- Asynchronous PM & QA agent
- Webhook-triggered audit passes
- Ready-to-execute plans
- L3
The Workforce
Parallel execution
- Elastic cloud dispatch
- Isolated low-risk tickets
- Asynchronous intake merger
- L4
The Compute
Privacy-first AI
- Frontier MoE on local VPS
- Pure C, zero runtime deps
- Guaranteed IP protection
The Infrastructure Economics
Hyperscaler reasoning. Fixed-cost deployment.
6 / 6 · GA
ECONOMICS 02
Pure C
The inference engine operates in pure C with zero runtime dependencies, minimizing deployment overhead.
ECONOMICS 03
Infinite Scale
Because the orchestrator runs locally, it polls, parses, and orchestrates infinitely with $0/token API costs.
HARNESS 01
The TDD Orchestrator
Delegates work to isolated red, green, and refactor subagents to enforce strict test-first compliance.
HARNESS 02
Automated Gatekeeping
Automated QA gates verify that shipped code passes tests before version control operations occur.
HARNESS 03
Collision Resolution
The intake gatekeeper automatically resolves markdown collisions during asynchronous merges from cloud agents.
Core Philosophy · Spec is Law
The specification is your immutable single source of truth.
Enterprise intellectual property cannot be continuously streamed to third-party APIs. Our infrastructure solves the privacy-cost equation — and the specification directory gates every change before it reaches your code.
Industry Standard
- Black-box execution→ enforced
- Post-generation fixing→ enforced
- Pay-per-token API fees→ enforced
- Unverified code injection→ enforced
Realized.Dev Platform
- Strict TDD loops→ enforced
- Parallel cloud dispatch→ enforced
- Fixed-cost local inference→ enforced
- Spec-gated acceptance criteria→ enforced
The Harness
- Read-only plan modes→ enforced
- Automated QA gates→ enforced
- Traceability checks→ enforced
- Collision resolution→ enforced
The Boundary
- No third-party streaming→ enforced
- Dedicated VPS hardware→ enforced
- Zero IP leakage→ enforced
- Local model weights→ enforced
Your proprietary codebase, architecture diagrams, and security vulnerabilities never leave your deployment.
Deployment
Privacy-first deployment. Same engineering contract.
Dedicated VPS
Single-tenant orchestrator on dedicated hardware. Your repository, your keys, your network.
Air-Gapped
On-prem deployment for regulated engineering orgs. Local model weights, no outbound inference.
Hybrid Dispatch
Local orchestration with elastic offload of low-risk tickets to isolated cloud agents.
Inference
Local frontier MoE · Pure C engine
Token cost
$0 / token · unlimited polling
Dispatch
Isolated cloud agents · ∞ branches
IP boundary
Never leaves the deployment
Next step
Walk through the harness with our architecture team.
90 minutes. Your engineering and security stakeholders. A scoped Phase 01 candidate pipeline at the end — not a slideware demo.