Techions/Umochi-60K-WSP

Umochi 60K: Next-Gen Enterprise Coding Engine

Architecture Blueprint & Domain Benchmark Evaluation Whitepaper

Developed by Strata Systems & NodiGuard Cyber-Defense Labs

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🚀 Overview & Model Identity

Umochi 60K is an enterprise-specialized coding model engineered via Weight-Space Programming (WSP) and deployed on the Strata high-throughput inference engine. Designed specifically for high-stakes on-premise enterprise environments where cloud API code exfiltration is unacceptable, Umochi focuses on two specialized engineering domains:

1. High-Throughput Java 21+ Web & Networking: Zero-leak Netty pipeline lifecycles (-Dio.netty.leakDetection.level=PARANOID), zero-day SSRF defense (dual-stack IPv4/IPv6, DNS TOCTOU pinning), and Project Loom virtual thread carrier isolation (-Djdk.tracePinnedThreads=full).
2. Anti-AI-Slop Three.js / WebGPU 3D Design: Single draw-call InstancedMesh batching, physically based materials (MeshStandardMaterial / MeshPhysicalMaterial), ACESFilmic tone mapping, and procedural audio synthesis.

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📊 Enterprise Domain Benchmark: Execution-Verified Audit

Evaluated against enterprise-grade execution benchmarks under OpenJDK 21 LTS with hardware runtime probes (-Dio.netty.leakDetection.level=PARANOID and -Djdk.tracePinnedThreads=full):

Evaluation Dimension	Umochi 60K (WSP v2)	Target (WSP v3 + Loop)	Key Focus & Verification Criteria
First Token Latency (TTFT)	~380 ms	~250 ms	Local on-premise execution; zero cloud queue overhead
Steady Decoding Speed	52 ~ 60 tok/s	55 ~ 65 tok/s	Edge NVIDIA RTX 3060 (12GB VRAM); Multi-Token Prediction (MTP)
Netty Zero-Copy & Leak Safety	90.0% PASS	98.0% PASS	Evaluated via EmbeddedChannel unit tests with PARANOID leak audits
Enterprise SSRF & TOCTOU Defense	90.0% PASS	95.0% PASS	Dual-stack DNS pinning, RFC 1918/4193 CIDR validation, SQL parameterization
Three.js PBR & InstancedMesh	80.0% PASS	90.0% PASS	Single draw-call batching, ACESFilmic tone mapping, PBR roughness/metalness
Project Loom Carrier Non-Pinning	50.0% PASS	95.0% PASS	Active WSP v3 objective: eliminating synchronized in favor of ReentrantLock
Data Sovereignty (Zero-Leak DLP)	100% Local On-Prem	100% Local On-Prem	Zero code sent to external cloud servers; physical data isolation
Inference Cost	$0.00 (Self-Hosted)	$0.00 (Self-Hosted)	Fully offline deployment on single consumer GPU

Audit Note (November 2026): The metrics above reflect rigorous execution-based testing (javac compilation, JUnit test harnesses, and runtime leak detectors). Early syntactic keyword benchmarks have been replaced by real runtime verification to provide authentic engineering transparency.

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🧠 Weight-Space Programming (WSP) Architecture

Rather than relying purely on external text prompting, Umochi applies targeted mathematical steering directly to the model's residual stream during inference:

h_l ← h_l - s_l · (h_l · v_l) · v_l

• Domain Task Arithmetic: Using Gram-Schmidt orthogonalization, the Java network engineering steering vector ($\tau_{\text{Java}}$) and 3D graphics steering vector ($\tau_{\text{3D}}$) are projected onto orthogonal sub-spaces ($\cos(\tau_{\text{Java}}, \tau_{\text{3D}}) = 0.0000$), preventing cross-domain catastrophic interference.
• Residual Projection Steering: At layers 12..36, control vectors dynamically suppress anti-patterns (such as unshaded MeshBasicMaterial, placeholder neon colors, and naive buffer copying) at the logit level.
• Edge Deployment: Runs on an edge NVIDIA RTX 3060 (12GB VRAM) consuming ~8.5 GB VRAM with 60K context support via Strata engine.

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⚡ Quickstart & Universal IDE Integration

Umochi provides an OpenAI-compliant API endpoint through its enterprise gateway:

• Base URL: https://strata.iotservices.my/v1
• Model Name: umochi (or umochi-60k, umochi-flash)

1. Claude Code CLI

export ANTHROPIC_BASE_URL="https://strata.iotservices.my/v1"
export ANTHROPIC_API_KEY="sk-strata-your-api-key-here"
export ANTHROPIC_MODEL="umochi"

claude --model umochi

2. Aider CLI (Git Pair-Programming)

aider --openai-api-base https://strata.iotservices.my/v1 \
      --openai-api-key sk-strata-your-api-key-here \
      --model openai/umochi \
      --edit-format diff

3. Continue.dev (VS Code / JetBrains)

{
  "models": [
    {
      "title": "Umochi 60K (WSP)",
      "provider": "openai",
      "model": "umochi",
      "apiBase": "https://strata.iotservices.my/v1",
      "apiKey": "sk-strata-your-api-key-here"
    }
  ]
}

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🛡️ Enterprise Security & DLP Directives

• Zero-Cloud-Leak Guarantee: Source code processed by Umochi remains strictly within local/on-premise infrastructure.
• Production-Grade Compliance: Disallows wildcards in CORS, bans insecure SSL verifier bypasses, and mandates parameterized queries.

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Maintained by the Umochi Engineering Group.