AI Privacy Incidents
€15M FINE
Italy fines OpenAI for GDPR violations
Reuters
$1.5B SETTLEMENT
Anthropic pays to settle copyright class action
CNN
DATA EXPOSURE
Microsoft Copilot bypassed DLP on confidential emails
TechCrunch
CVSS 9.3
Microsoft Copilot zero-click vulnerability
VentureBeat
IP LEAKED
Samsung leaked source code to ChatGPT 3x
Bloomberg
Google sued for copyright infringement for Gemini
Reuters
OpenAI ordered to produce 20M chat logs
DPSI
Amazon Alexa recording private conversations
Reuters
PRIVACY VIOLATION
Meta contractors reviewed intimate Ray-Ban footage
Android Police
EPIC complaint against OpenAI
EPIC
DATA EXPOSURE
20K+ private repos accessible through Copilot
TechCrunch
PRIVACY VIOLATION
Zoom AI analyzing meetings without consent
Basil AI
$1.55M FINE
California AG largest CCPA settlement
CA AG
$1.35M FINE
CPPA record fine for privacy failures
CPPA
Attorneys sanctioned for ChatGPT fake citations
ABA
€15M FINE
Italy fines OpenAI for GDPR violations
Reuters
$1.5B SETTLEMENT
Anthropic pays to settle copyright class action
CNN
DATA EXPOSURE
Microsoft Copilot bypassed DLP on confidential emails
TechCrunch
CVSS 9.3
Microsoft Copilot zero-click vulnerability
VentureBeat
IP LEAKED
Samsung leaked source code to ChatGPT 3x
Bloomberg
Google sued for copyright infringement for Gemini
Reuters
OpenAI ordered to produce 20M chat logs
DPSI
Amazon Alexa recording private conversations
Reuters
PRIVACY VIOLATION
Meta contractors reviewed intimate Ray-Ban footage
Android Police
EPIC complaint against OpenAI
EPIC
DATA EXPOSURE
20K+ private repos accessible through Copilot
TechCrunch
PRIVACY VIOLATION
Zoom AI analyzing meetings without consent
Basil AI
$1.55M FINE
California AG largest CCPA settlement
CA AG
$1.35M FINE
CPPA record fine for privacy failures
CPPA
Attorneys sanctioned for ChatGPT fake citations
ABA
View all incidents →
Air-Gapped Inference

AI for analysts who
cannot afford a breach

The only local AI that protects your data even if your machine is compromised. Six layers of active defense. Zero data leaves your machine. Not to a cloud. Not to us. Not to anyone.

Air-Gapped
By Architecture
6-Layer
Security Stack
Zero
Telemetry
All systems operational — zero outbound connections
Live Inference

Talk to Kwyre

Running on your local GPU — no cloud, no logging, no exposure.

kwyre-4b
Local Endpoint
▶ System Prompt
Kwyre is ready. Start a conversation.
Defense In Depth

6 Layers of Active Security

Not promises. Not policies. Engineering controls that are cryptographically verifiable. Every layer works independently — compromise one and five still hold.

L1

Network Isolation

Server binds to 127.0.0.1 only — physically unreachable from any network at the OS level. No firewall rules required.

OS-Level Enforcement
L2

Process-Level Network Lockdown

iptables / Windows Firewall / PF (macOS/FreeBSD) rules scoped to the inference process. All outbound traffic blocked except localhost.

Kernel-Level Enforcement
L3

Dependency Integrity

SHA256 hash manifest of every installed package verified at startup. Tampered dependencies cause immediate abort.

Supply Chain Defense
L4

Model Weight Integrity

SHA256 hashes of all model config files verified at every startup. Tampered weights cause immediate process abort.

Cryptographic Verification
L5

Secure RAM Session Storage

Conversations stored only in RAM with unique 32-byte keys. On session end: secure_wipe() overwrites all content with random bytes. RAM scraping returns garbage.

Cryptographic Wipe
L6

Intrusion Detection + Auto-Wipe

Background watchdog monitors for unexpected outbound connections and analysis tools. On confirmed intrusion: all sessions wiped, server terminated.

Active Threat Response

Your data stays yours.

No cloud. No subscriptions. No data collection. 3.3 GB download. Runs on any modern GPU in under a minute.

With Kwyre

Use
Cases
Sec
urity
Feat
ures
EXP
OSED?

Who It's For

Forensic Investigators
Cannot upload $3B fraud evidence to ChatGPT during an active federal case.
Full local inference, zero telemetry, no chain-of-custody risk.
See real example
Criminal Defense Attorneys
Attorney-client privilege prohibits cloud AI on case materials.
Air-gapped by architecture, not policy.
See real example
M&A Law Firms
Associates uploading NDA-protected deal docs to ChatGPT is malpractice liability.
Verified zero outbound connections, auditable.
See real example
Insurance Underwriters
Actuarial models and cedent PII cannot touch cloud APIs under compliance rules.
Compliance documentation package for your legal team.
See real example
Cleared Defense Contractors
Sensitive unclassified data. Can't use classified AI, can't use ChatGPT.
Local, offline, no cleared facility required.
See real example
Forensic Accountants
SEC whistleblower cases, active DOJ investigations. Evidence integrity is paramount.
RAM-only storage, cryptographic wipe on session end.
See real example

Six Layers of Active Security

L1

Network Isolation

Server binds to 127.0.0.1 only — physically unreachable from any network at the OS level. No firewall rules required. The OS itself blocks all external connections.

OS-Level Enforcement
L2

Process-Level Network Lockdown

iptables / Windows Firewall / PF (macOS/FreeBSD) rules scoped to the inference process. All outbound traffic blocked except localhost. Even a fully compromised server process cannot make outbound connections.

Kernel-Level Enforcement
L3

Dependency Integrity

SHA256 hash manifest of every installed Python package generated on clean install. Verified at server startup. Tampered torch, transformers, or any dependency causes immediate abort.

Supply Chain Defense
L4

Model Weight Integrity

SHA256 hashes of all model config files verified at every startup. Tampered or replaced model weights cause immediate process abort with clear error.

Cryptographic Verification
L5

Secure RAM Session Storage

Conversations stored only in RAM. Each session gets a unique 32-byte random key. On session end: secure_wipe() overwrites all content with random bytes before clearing references. RAM scraping returns garbage.

Cryptographic Wipe
L6

Intrusion Detection + Auto-Wipe

Background watchdog monitors for unexpected outbound connections and known analysis tools (Wireshark, x64dbg, Fiddler, Ghidra, IDA). On confirmed intrusion: all sessions wiped, server terminated.

Active Threat Response

Production Inference Engine

Uncensored + Spike QAT

Qwen3.5-4B Uncensored — 0/465 refusals. Spike QAT with Straight-Through Estimator encoding + k-curriculum annealing. Your sensitive data never refuses to be analyzed.

SpikeServe Activation Encoding

Dynamic spike encoding at inference time. Significant activation sparsity without quality loss. Dual compression: weights AND activations.

Zero Content Logging

Metadata only. No telemetry, no analytics, no error reporting, no update pings, no license callbacks. Verify yourself with Wireshark.

OpenAI-Compatible API

POST /v1/chat/completions drop-in replacement. Works with any OpenAI SDK. Session management and compliance endpoints built in.

Hot-Swap LoRA Adapters

6 domain adapters hot-swap at runtime via API (~100 MB each). Claude → QLoRA → domain GRPO → LoRA export. 300 traces/domain, custom reward functions.

4 Backends + RAG

GPU: NF4/AWQ + Flash Attn 2 + speculative. vLLM: PagedAttention + continuous batching. CPU: llama.cpp. MLX: Apple Silicon. RAG: FAISS, RAM-only, crypto-wipe.

SCANNING YOUR CONNECTION...

Adapter Manager

Loading adapters...