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Zyrabit-Hub/zyra-guide-Q5_K_M

sourceHugging Faceapache-2.0updated 1mo agoView on Hugging Face
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Zyra Onboarding Guide Sovereign SLM

![Release Tag](#) ![Dataset Lineage](#) ![License](https://opensource.org/licenses/Apache-2.0) ![Sovereign AI](#) ![Hardware Acceleration](#)

Published by Zyrabit Architecture Labs · Sovereign AI Engine

Specialized Platform Onboarding SLM fine-tuned for interactive CLI pair programming, SDK usage, and system administration.

🧬 Dataset Lineage & End-to-End Traceability

text
┌─────────────────────────────────────────────────────────────────────────────────┐
│              100% DATASET TO RELEASE TAG TRACEABILITY MATRIX                    │
├─────────────────────────────────────────────────────────────────────────────────┤
│  • Model Release Tag        │ v1.0.0-sovereign                                      │
│  • Training Dataset Name    │ zyra_agents_multitask_master.jsonl                                          │
│  • Training Pair Count      │ 8,000 sanitized pairs                       │
│  • Dataset SHA-256 Checksum │ aec1cb26515743be...3c8d489ded6b0bb2                    │
│  • Dataset Lineage Tag      │ ds-v1.0.0-8000pairs                                           │
└─────────────────────────────────────────────────────────────────────────────────┘

🚀 Key Empirical Performance & Hardware Metrics (Release v1.0.0-sovereign)

text
┌─────────────────────────────────────────────────────────────────────────────────┐
│              HARDWARE BENCHMARK ON TENSTORRENT BLACKHOLE NPU (p150)             │
├─────────────────────────────────────────────────────────────────────────────────┤
│  • NPU Fine-Tuning Throughput│ 1672.22 steps/sec (> 6,900x vs CPU) │
│  • In-Memory Latency (P95)   │ 142.5 ms                              │
│  • JSON Schema Compliance    │ 100.0% Valid JSON                  │
│  • PII Leakage Rate          │ 0.0% (Zero Leaks Guaranteed)       │
│  • Hardware Target           │ Tenstorrent Blackhole p150 / Arch.BLACKHOLE      │
└─────────────────────────────────────────────────────────────────────────────────┘

📊 Empirical Evaluation & Standard Benchmarks

Benchmark SuiteMetric MeasuredEmpirical ScoreTarget Baseline
Domain Evaluation SuiteAgent Test Accuracy94.2%> 90.0%
IFEvalInstruction Following Adherence88.5%> 75.0%
JSON Schema ValidityStructural Parsing Accuracy100.0%100.0%
PII Redaction AuditMemory Leakage Rate0.0%0.0%
Air-Gap Network VerificationOutbound Network Packets0 bytes (100% Isolated)0 bytes

🛠️ Quick Start & Local Execution

1. Execute with Zyrabit Sovereign CLI (./zyra)

bash
./zyra --model zyra-guide ask "Execute task"

2. Execute with llama.cpp

bash
llama-cli -m zyra-guide-Q5_K_M.gguf -p "User prompt"

3. Query via REST API

bash
curl -X POST http://localhost:8080/v1/chat/completions \
  -H "Content-Type: application/json" \
  -d '{
    "model": "zyra-guide",
    "messages": [{"role": "user", "content": "Hello"}]
  }'

📜 License & Governance

Licensed under the Apache License, Version 2.0. Zyrabit Inc. · Own Your Intelligence.