The Truth About Cloud AI

Tired of Big Tech
stealing your data? Us too.

Fines. Lawsuits. Data breaches. Backdoors. Every major cloud AI provider has been caught. Here are the receipts.

TECHNOLOGY

Three Things No Competitor Has Combined

01 / Uncensored Model
UNCENSORED + HOT-SWAP
  • Qwen3.5-4B Uncensored — 0/465 refusals, pre-quantized 4-bit NF4 (2.5 GB)
  • Qwen3.5-0.8B draft — speculative decoding, 2–3× speed (0.8 GB)
  • 3.3 GB total — clients download pre-quantized weights from kwyre.com
  • 6 domain LoRA adapters hot-swap at runtime via API (~100 MB each)
  • Spike QAT — Straight-Through Estimator spike encoding + k-curriculum annealing
  • Your sensitive data never refuses to be analyzed
02 / Domain Expertise
6 DOMAIN LoRA ADAPTERS
  • Legal & Compliance — NDA, SEC, FINRA
  • Insurance & Actuarial — treaties, reserves
  • Healthcare — HIPAA, 21 CFR, trials
  • Defense & Intel — CUI, OSINT, NIST
  • Financial Trading — HFT, VaR, Reg SCI
  • Blockchain & Crypto — tracing, RICO
03 / Deployment Flexibility
PIPELINE + 4 BACKENDS
  • Claude → QLoRA → domain GRPO → LoRA export
  • 300 traces/domain, custom reward functions
  • GPU: NF4/AWQ + Flash Attn 2 + speculative
  • vLLM: PagedAttention + continuous batching
  • CPU: llama.cpp  ·  MLX: Apple Silicon
  • RAG: FAISS, RAM-only, crypto-wipe

"Every local AI treats 'local' as the security boundary. Kwyre treats the machine itself as potentially compromised. That is the moat."

INFERENCE ENGINE

What runs inside the box.

Every Kwyre product — GPU, CPU, or Apple Silicon — ships the same air-gapped inference engine. Zero cloud calls. Zero telemetry. Full capability.

⚡
Spike QAT
Custom fine-tuning pipeline using Straight-Through Estimator spike encoding with k-curriculum annealing. SpikeServe dynamically encodes activations across 84 MLP layers of the draft model — main model runs at full fidelity.
🔀
Speculative Decoding
Qwen3.5-0.8B draft generates candidate tokens in parallel. Main model validates in batch. Net result: 2–3× tokens/sec improvement with no quality loss on the 4B model's output.
📡
SSE Streaming
Token-by-token output via Server-Sent Events. Set "stream": true in any OpenAI-compatible request. First token latency < 200ms on RTX 4060.
💾
KV Cache Persistence
Per-session cache stores past_key_values so follow-up messages skip re-encoding prior conversation. Multi-turn sessions are dramatically faster after the first message.
🔒
4-bit NF4 + AWQ
Both models fit in ~4.1 GB VRAM combined via bitsandbytes NF4. Set KWYRE_QUANT=awq for 1.4× faster inference when using pre-quantized AWQ weights. No quality degradation vs. FP16.
⚙️
Flash Attention 2
Auto-detected with graceful fallback. +20–40% throughput on Ampere+ GPUs (RTX 3090, 4090, A100, H100). No configuration required — if your GPU supports it, it activates automatically.
🌐
OpenAI-Compatible API
POST /v1/chat/completions — drop-in replacement. Any tool that works with OpenAI works with Kwyre. Point your client at http://127.0.0.1:8000 and change nothing else.
🔄
Inference Queue
Serialized GPU access with proper concurrency handling. Multi-user vLLM deployments use continuous batching. Single-user local mode uses a request queue to prevent OOM on concurrent tab requests.
Active Threat Vector

One Upload Destroys Everything

Cloud AI is not just risky — it's an active threat vector for regulated professionals

100%
of cloud queries discoverable
Privilege Waived
Uploading case docs to ChatGPT constitutes waiver of attorney-client privilege. Associates are doing it every day.
$3B+
in active cases at risk
Evidence Chain Broken
Forensic investigators cannot submit evidence to external AI during live federal investigations. One upload = case compromised.
HIPAA · FINRA · SOC2
all prohibit cloud sharing
Regulatory Violation
Underwriters, actuaries, and forensic accountants work under strict data residency rules cloud AI architecturally violates.

"Zero purpose-built compliance AI exists. Cloud tools are the threat. Developer tools (Ollama, LM Studio) have no security architecture."

The Offenders

Click to see how much data they took.

OpenAI
Google
Microsoft
Anthropic
Meta
Amazon
Zoom
The Receipts

They got caught.

€15M FINE Italy fines OpenAI for GDPR violations Reuters $1.5B Anthropic pays to settle copyright class action CNN BREACH Copilot bypassed DLP on confidential emails TechCrunch CVSS 9.3 Copilot zero-click data exfiltration VentureBeat LEAKED Samsung leaked source code to ChatGPT 3x Bloomberg LAWSUIT Google sued for mass copyright infringement Reuters ORDER OpenAI ordered to produce 20M chat logs DPSI CLASS ACTION Amazon Alexa recording private conversations Reuters PRIVACY Meta contractors reviewed intimate Ray-Ban footage Android Police FTC EPIC complaint against OpenAI EPIC EXPOSED 20K+ private repos still in Copilot TechCrunch NO CONSENT Zoom AI analyzing meetings without consent Basil AI $1.55M California AG largest CCPA settlement CA AG $1.35M CPPA record fine for privacy failures CPPA SANCTIONED Attorneys fined for ChatGPT fake citations ABA
USERS AFFECTED
DATA COLLECTED

Kwyre takes zero data. Zero.

See our products & benchmarks.

Kwyre vs. every major AI platform. One row at a time.

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