
Safebox: our new, unhackable environment, designed from the start to keep data safe.
Safebox: run AI models inside the box and spend 20x less on tokens than AI Agents.
We manage it all, so you don't have to. Models. Workflows. Results.
PHP2Shell, HuggingFace, and more. It's impossible to patch millions of custom environments. It's time for ONE new environment built from the ground up to be unhackable.
You rely on others for AI compute. Every prompt leaves your network and lands in someone else's data center. It's time to run AI in your own secure environment you can trust.
For many industries, privacy and confidentiality are not optional. HIPAA, FERPA, GDPR. It's time to make compliance with regulations come by default out of the box.
Safebox is a sealed appliance. No one logs in. Updates require M-of-N auditor signatures — your auditors, not ours. The hardware itself proves what code is running.
Every prompt, every document, every response stays inside your sealed environment. No one trains on your data. Not even the host can read what's inside.
DeepSeek, Llama, Qwen, Gemma, Mistral, Kimi — curated by the community, hash-signed, ready to go. New frontier models added every few weeks. Swap any time.
The Comparison
The whole stack, on every axis that actually matters.
$5,000+/yr per person · per-token billing forever
~95% less · no per-token · models loaded once, shared
$300K–$1.5M annually · doesn't transfer across environments
Cryptographic record · verify from a browser · one environment
Terminal · API keys · GPU drivers · prompting expertise
Tap a workflow with a reputation score · no engineering required
Locked to one vendor's models
Curated open roster · verified weights · swap any time
SSH · admin trust · manual updates · supply chain risk
No SSH · sealed appliance · M-of-N signed updates
Your data on their servers · may train on it
Stays in your environment · sealed · not even the host can read it
Switching means rebuilding from scratch
Open standards · designed for portability and audit
API rate limits · 3am throttling · shared capacity
Bounded by your hardware · linear scaling · no quotas
What runs in the box
Our solution is designed for businesses and organizations, not just individual use. It enables collaboration between teams and enforces organizational policies at scale.
Gather data
Analyze data
Make decisions
Apply policies
Multi-signatures
External actions
Observe data through mediated, read-only interfaces
AI generates structured outputs describing intent
Immutable task proposals — declarative, not executable
Policy constraints enforce what's permissible
Human approval, multi-party, or time-delayed
Only approved actions run — with verifiable records
INCIDENTS
A running record of agent incidents, frontier-model capability jumps, and the institutions converging on one conclusion: the substrate has to enforce the limits.
Live incident tracker: AI Is Going Just GreatThe Consensus
In 2026 the biggest names in tech started warning that renting AI means paying twice — in tokens, and in the proprietary knowledge you hand over. That's the exact problem Safebox is built to solve.
Safebox's answer: your data, prompts, and the knowledge your corrections create never leave the sealed box — not even the host can read them.
Architecture
Safebots structurally prevent prompt injection, runaway automation, and total system compromise. Information, decisions, and execution are isolated by design — not policy.
Models access data through mediated interfaces. Prohibited from writing state or executing actions.
Content-addressed, declarative intent objects. Describe actions without performing them.
Monotonic policy evaluation. Can only restrict execution, never grant authority.
Human approval, multi-party thresholds, time delays. Logged and immutable.
The only components that act. Execute only authorized proposals with verifiable records.
Pipeline-regulated capacity. Parallel batch execution without increasing authority.
Deep Dive
Watch our explainer videos to understand how Safebots transform AI security.
Go Deeper
Architecture docs, economic analysis, and the thinking behind the stack.
Our architecture is protected by a comprehensive patent portfolio spanning sealed compute, capability partitioning, deterministic execution, consensus protocols, and AI reasoning systems.
Non-provisional conversions in progress for 2027 filing deadlines. Portfolio covers the full Safebots stack from hardware attestation through AI reasoning.
Explore the Safebots architecture and discover how capability partitioning, immutable task proposals, and flow-controlled pipelines create AI systems that are safe by design.
People and organizations — don't let AI agents run amok. We're building Safebots and Safeboxes to stave off the AIpocalypse.