The End ofContext Limits
Your confidential payloads never touch disk or human logs.
Founding 5 Cohort • Tier-4 Sovereign Datacenter
The ZDZL-1.0 Silicon Enclave Standard
Engineered so that even if our servers were physically subpoenaed or raided, zero customer data could ever be extracted.
Volatile VRAM Execution
Inference runs strictly on read-only root filesystems with swap permanently disabled. KV-caches scrubbed via 0ms zero-fill routines upon exit.
Hardware TEE Enclaves
Host memory is encrypted at the silicon level using AMD SEV-SNP & NVIDIA TEEs. Hypervisors cannot read in-memory activations.
Blind Pass-Through Gateway
Zero proxy middleware inspecting payload content. Pure unthrottled streaming bounded strictly by hardware rate limiters.
Dedicated Enclaves
Dedicated Silicon Hardware TEE infrastructure hosted in sovereign Tier-4 datacenters with strict SOC 2 Type II and ISO 27001 compliance.
The 4-Stage Sovereign Intelligence Pipeline
Eliminating supply chain backdoor fears while commanding sovereign domain precision through deterministic reinforcement learning verifiers.
Audited Open Foundation
Foundation weights originate from publicly audited, peer-reviewed open architectures (Apache 2.0). Eliminates supply-chain backdoor risks.
Distillation & Abliteration
Complete removal of corporate refusal filters and bias guardrails. Guarantees zero false-refusals on offensive cyber payloads and chemistry.
Environment Domain RL
Trial-and-error RL loops trained against automated Ghidra decompilers, GDB sandboxes, BioPython docking engines, and AST formal syntax verifiers.
Silicon TEE Air-Gapping
Post-trained weights execute strictly in volatile encrypted RAM inside AMD SEV-SNP & NVIDIA TEEs with 0ms cryptographic memory purge.
Dedicated Unmetered Reasoning Streams
Zero per-token billing & no token limits. 100% flat-rate dedicated compute with irrevocable 20% Founding Cohort discounts across both specialized suites.
Qexur Enterprise Tiers
Qexur v1-flash
Daily administrative workflows, internal knowledge search & agentic task routing
- Throughput: 60 RPM Base (Unthrottled)
- Context: approx 200k Tokens (Sub-8ms TTFT)
- Up to 50 Internal Staff / Agents
- Dedicated Silicon Hardware TEE Enclave
Qexur v1-core
100k+ line code auditing, regulatory discovery & sovereign compliance M&A
- Throughput: 60 RPM Base (Swarm Multiplier Available)
- Context: approx 400k Tokens (Deep Context)
- 7-10 Active Parallel Coding Agents
- Dedicated Silicon Hardware TEE Enclave
Qexur v1-pro
BioSim molecular docking, PharmaSim drug synthesis & extreme formal logic
- Throughput: 60 RPM Base (Swarm Multiplier Available)
- Context: approx 600k Tokens (Frontier Reasoning)
- Extreme Scientific & Reasoning Swarm
- Dedicated Silicon Hardware TEE Enclave
Qexur Cyber Tiers
Qexur cyber-v1-core
Automated binary decompilation, Ghidra/GDB payload triage & memory exploit tracing
- Throughput: 60 RPM Base (Unthrottled Stream)
- Context: approx 400k Tokens (Sub-15ms Latency)
- Zero False-Refusals on Binaries & Exploits
- Dedicated Silicon Hardware TEE Enclave
Qexur cyber-v1-pro
Kernel zero-day fuzzing, firmware reversing, state-sponsored malware decompilation
- Throughput: 60 RPM Base (Swarm Multiplier Available)
- Context: approx 600k Tokens (Zero False-Refusals)
- Zero False-Refusals on Binaries & Exploits
- Air-Gapped Silicon Hardware TEE Enclave
Verify Silicon PCR Before Dispatching 1 Byte.
Your CISO does not need to trust our word. Our open verification SDK authenticates the AMD SEV-SNP hardware measurement signature directly from the enclave CPU before payload transmission.
pip install qexur-verifyEmpirical SOTA Reasoning & Cyber Forensics Matrix
Direct benchmark evaluation across our 3 Sovereign Enclave Architectures executing strictly within dedicated Silicon Hardware TEE Enclaves (Protocol ZDZL-1.0).
Qexur v1-flash
High-Speed Operations • $15k / $12k Retainer
High-speed linear recurrence architecture with native reasoning_effort control for sub-8ms high-throughput agent routing and corporate daily swarms.
Qexur v1-core & cyber-v1
Enterprise MLA & Rapid Cyber • $25k / $30k Retainer
Abliterated zero-refusal sovereign architecture. Deep repo-level code auditing (63.4%), rapid binary decompilation, and zero attention rot across 400k context.
Qexur v1-pro & cyber-pro
Frontier Extreme Reasoning • $40k / $50k Retainer
👑 #1 Global SOTA CyberGym (76.8%) and PhD-level GPQA Diamond (78.4%) for state-level zero-day reversing, kernel fuzzing, and BioSim.
| Evaluation Benchmark & Task Domain | 🟢 Qexur v1-flash Operations SOTA • TEE | ⚡ Qexur v1-core / cyber-v1 MLA 400k Enclave | 👑 Qexur v1-pro / cyber-pro Frontier Extreme SOTA Enclave | 🟣 Claude Opus 4.8 (xhigh) Anthropic Closed Cloud API |
|---|---|---|---|---|
| 💻 Software Engineering & Coding Agents | ||||
DeepSWE v1.1Verified Full Repository-Level SWE Resolution | 42.2% | 58.2% | 👑 66.9% | 58.0% |
SWE-bench ProVerified Agentic Coding (GitHub Issue Resolution) | 61.7% | 64.0% | 👑 66.9% | 53.4% |
Terminal Bench 2.1 Autonomous CLI & Agentic Coding Tasks | 73.0 | 84.3 | 👑 88.2 | 85.0 |
Terminal Bench 3.0 Hardest Long-Horizon CLI Engineering | — | — | 👑 28.3 | 21.1 |
FrontierSWEVerified Frontier Agentic Software Engineering | — | — | 👑 78.1% | 66.5% |
LiveCodeBench v6 Contest Competitive Coding (Pass@1) | 👑 90.3% | — | — | — |
GPQA DiamondVerified PhD-Level Scientific Reasoning | 👑 89.2% | — | — | — |
| 🛡️ Cybersecurity, Exploit Discovery & Binary Reversing (Suite B) | ||||
CyberGymVerified State-Level Zero-Day & Vulnerability Discovery | — | 72.8% | 👑 84.5% (Open-Weights #1 SOTA) | 78.1% (Policy Capped) |
ExploitBenchVerified Multi-Stage Exploit Chain Resolution | — | — | 👑 54.4% | 40.0% (Partial Blocks) |
AutomationBench v1.0.6 Agentic Automation Task Pass Rate | — | — | 👑 48.2% | 41.0% |
Toolathlon Verified Tool-Use Precision (Official Eval Service) | — | — | 73.0% | 76.2% |
False Refusal RateVerified Threat Intel & Exploit Ingestion Refusals | ~12.5% (Guardrails) | 0.0% (Zero Refusal) | 👑 0.0% (Zero Refusal) | ❌ ~21.9% Policy Blocks |
| 🧬 Frontier Reasoning, Agent Intelligence & Multidisciplinary (Suite A) | ||||
HLE w/ Tools (Full Set)Verified Humanity's Last Exam — Agentic w/ Tools | — | ~57% | 👑 62.5% | 57.9% |
Agents' Last Exam (ALE-CLI) Frontier Agentic Task Completion | — | — | 👑 28.5% | 25.7% |
CoWorkBench Long-Horizon Cross-Domain Office Work | 👑 70.7% | — | — | 68.2% |
IFBench (Instruction Following) Strict Instruction Following Accuracy | 👑 79.5% | — | — | 62.5% |
GDPval-AA v2Verified Economic Reasoning & Analytical Depth (ELO) | — | — | 👑 1769 ELO | 1588 ELO |
| ⚡ Computer Use, Agentic Tool Calling & Long-Context | ||||
OSWorld-Verified (Computer Use)Verified Desktop GUI Agentic Task Completion | 👑 84.3% | — | — | 72.7% |
WebArena-Verified (Browser Use) Verified Browser Agentic Navigation | 👑 64.8% | — | — | — |
Context Window (Hard Cap)Verified Enforced Hard Context Boundary (PLAN.md) | 200k Tokens | 400k Tokens | 👑 600k Tokens | 1M Tokens |
RAM Wipe AttestationVerified Zero-Fill Silicon Memory Purge Speed | < 1ms Purge | < 1ms Purge | < 1ms Purge | ❌ Cloud Logs (No TEE) |
Qexur Sovereign Enclaves vs. Commercial Closed APIs
Direct architectural comparison between our sovereign Silicon TEE enclaves and closed commercial models (Claude Opus 4.8 (xhigh) / Sonnet 5 (high), GPT-5.5 / GPT-5.6, and Gemini 3.1 Pro).
| Capability / Evaluation Domain | 👑 Qexur Sovereign Enclaves v1-pro / cyber-pro (Silicon TEE) | 🟣 Claude Opus 4.8 (xhigh) / Sonnet 5 (high) Anthropic Closed Cloud API | 🟢 GPT-5.5 / GPT-5.6 OpenAI Closed Cloud API | 🔵 Gemini 3.1 Pro Google DeepMind Cloud API |
|---|---|---|---|---|
| 🔒 Sovereign Security & Silicon Privacy | ||||
| Privacy & Enclave Execution | 💎 100% Volatile RAM TEE | ❌ Cloud Telemetry Logs | ❌ 30-Day Server Retention | ❌ Corporate Telemetry |
| Memory Wipe Guarantee | 💎 < 1ms Silicon Zero-Fill | ❌ Persistent Cloud Logs | ❌ Persistent Cloud Logs | ❌ Persistent Cloud Logs |
| Remote Hardware Attestation | 💎 AMD SEV-SNP Signed Hash | ❌ Not Available | ❌ Not Available | ❌ Not Available |
| Offensive Cyber Refusals | 🟢 0.0% (Zero Refusal) | ❌ ~21.9% Policy Blocks | ❌ ~28.5% Policy Blocks | ❌ ~34.0% Refusals |
| Billing Architecture | 💎 Flat-Rate Unmetered Time | ❌ Metered Token Tax | ❌ High Per-Token Overage | ❌ Metered Token Tax |
| 💻 Autonomous Software Engineering & CLI | ||||
| Terminal Bench 2.1 (CLI Agents) | 👑 88.2 (Frontier SOTA) | 85.0 | 88.8 (Sol) | 84.0 |
| Terminal Bench 3.0 (Hardest CLI) | 👑 28.3 | 21.1 | 34.6 | — |
| DeepSWE v1.1 (Repo Resolution) | 👑 66.9% | 58.0% | 72.7% | 65.8% |
| SWE-bench Pro (Agentic Coding) | 👑 66.9% | 53.4% | 68.0% | 64.0% |
| FrontierSWE (Agentic SWE) | 👑 78.1% | 66.5% | — | — |
| Computer Use — OSWorld-Verified | 👑 84.3% (SOTA) | 72.7% | — | — |
| 🛡️ Cybersecurity, Exploit Discovery & Binary Forensics (Suite B) | ||||
| CyberGym (0-Day Discovery) | 👑 84.5% (#1 SOTA) | 78.1% (Policy Capped) | 83.6% (Policy Capped) | 24.5% (Refusal Lock) |
| ExploitBench (Exploit Chains) | 👑 54.4% | 40.0% (Partial Blocks) | 76.5% | — |
| AutomationBench v1.0.6 | 👑 48.2% (#1 SOTA) | 41.0% | 45.8% | — |
| Toolathlon Verified (Tool-Use) | 73.0% | 76.2% | 74.9% | — |
| 🧬 Frontier Reasoning, Agents & Multidisciplinary (Suite A) | ||||
| HLE w/ Tools (Humanity's Last Exam) | 👑 62.5% | 57.9% | 64.5% | — |
| Agents' Last Exam (ALE-CLI) | 👑 28.5% | 25.7% | 28.6% | — |
| GDPval-AA v2 (Economic Reasoning ELO) | 👑 1769 ELO (#1 SOTA) | 1588 ELO | 1730 ELO | — |
| GPQA Diamond (PhD Science) | 👑 89.2% | 91.3% | 89.5% | 84.0% |
100% OpenAI SDK Compatible.
Swap your base_url to your private sovereign gateway and instantly run unmetered reasoning in Cursor, LangChain, or autonomous agent frameworks.
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