Unified Fleet Gateway · Multi-Engine Synthesis
Autonomous Systems & Enterprise Evaluation.
High-throughput inference across Claude Opus 5, Claude Fable 5.1, DeepSeek V4 Pro, and Llama 3.3. Ingest arbitrary codebases, research manuscripts, or datasets with instant pre-flight triage and privacy protection.
Universal Evaluation Workflows
Systems Audit
Deep code audit: memory, race conditions, perf cliffs.
Manuscript Synthesis
Scientific polish: peer-review rigor, LaTeX, data parity.
Fleet Shootout
Side-by-side dual engine benchmark evaluation.
Fleet Topology Matrix
Scanning...
Privacy Shield Realtime Scanning Active
0.0ms overhead
IDLE / READY
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0 tok
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Model A:
Idle
Ready for evaluation prompt...
Model B:
Same model
Idle
Ready for evaluation prompt...
Workspace Artifacts
5 files
PAPER_A_MASTER_EDITION.md
61.4 KB
Loading manuscript...
Telemetry Matrix HUD
Real-time status of inference providers and compute credentials
Empirical Benchmark Intelligence
Multi-source consensus across LMSYS WebDev, Stanford Design2Code, SWE-bench UI, and Design Taste
| Model / Family | Primary Strength & Architectural Role | LMSYS WebDev | Design2Code | SWE-bench UI | Taste Score | Action |
|---|---|---|---|---|---|---|
| Claude Opus 5.5 / Fable 5.1 | #1 Visual Taste Editorial typography, CSS grid & spacing | 1,785 | 88.6% | 72.4% | 96 / 100 | |
| GPT-6 Astra / GPT-5.6 Sol | #1 State Logic Client routing, strict TypeScript, DOM tree match | 1,776 | 89.2% | 74.1% | 91 / 100 | |
| Gemini 2.5 Pro / Flash | #1 Massive Context 1M+ token ingestion, Figma tokens & full repos | 1,742 | 85.3% | 68.2% | 87 / 100 | |
| DeepSeek V4 Pro / V3 | #1 Algorithmic Low-cost throughput, minimal boilerplate | 1,734 | 83.1% | 66.8% | 84 / 100 | |
| Llama 3.3 70B (Cerebras / Groq) | #1 Ultra-Low Latency Hardware LPU acceleration (<150ms TTFT) | 1,680 | 79.5% | 61.2% | 78 / 100 |
Fleet Key Security & Model Authenticity Matrix
Ultra-minimal token verification (<8 tokens): audits transport encryption, validates API keys, probes genuine model architecture, and calculates safety score.
| Provider & Endpoint | Key Status | Declared Model | Architecture Origin | Safety Score | Tokens Consumed | Action |
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