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The Adaptive AI Operating System.

The Adaptive AI Operating System. Your context, your agents, your branches. Self-generating. Owned only by you.

One operating system that spawns its own agents off your context and weaves them across personal and professional. The system curates itself; you just do your work. GuardClaw enforces the boundary.

Now in public beta — free

GuardClaw: Runtime Security for AI Agents

7 layers of deterministic defense. Runs locally. Every decision auditable. Install in 30 seconds.

15-part tutorial series No credit card. No usage limits.

TAKE INTEREST Inc. builds the Adaptive AI Operating System and the security layer that protects agents reaching it. GuardClaw ships today as a 7-layer runtime security system for AI agents. Take Interest launches next: your context, your agents, your branches, self-generating, owned only by you.

About us · Security posture

Built as one connected system

Start with process. Move into execution with guardrails. Expand into new industries without losing control.

Interactive

Can you survive Monday?

You are a team lead. It is Monday morning. Messages, alerts, and requests will flood in all day. You can only act on two things each hour.

Some items are real signals. Some are noise dressed as urgency. Miss a signal and it becomes a fire. Chase noise and you burn energy on nothing.

Think you can keep up?

Ten decisions. Forty seconds. Sort each one into the right bucket and see how your instincts hold under pressure.

Triage the decisions

Tasks are piling up. For each one, decide: Do Now, Schedule, Delegate, or Drop. You have 40 seconds for 10 decisions. See how you compare to structured AI triage.

Join the Intelligence Brief

Threat intelligence, agentic vulnerabilities, and engineering frameworks delivered straight to your inbox.

01 / Threat IntelZero-day vulnerabilities and mitigation strategies.
02 / Red TeamQuarterly teardowns of AI infrastructure.
03 / The BlueprintEngineering local-first deterministic computing.

Frequently asked questions

What is TAKE INTEREST?

TAKE INTEREST Inc. builds two connected products. GuardClaw is a deterministic runtime security layer for AI agents (public beta). Take Interest is the Adaptive AI Operating System: your context, your agents, your branches, self-generating, owned only by you. A private graph of what you save, weave, and decide, read by any AI (Claude, ChatGPT, Cursor, Gemini) through MCP. Cloud-first at launch on Google Cloud, with a progressive path to on-device.

What is GuardClaw?

GuardClaw provides 7 layers of deterministic runtime security for AI agents. It uses policy rules — not LLM inference — to enforce threat detection, input validation, scope control, and cryptographic audit trails. It runs locally in your infrastructure and is free during public beta.

What is the Take Interest workspace?

Take Interest is the Adaptive AI Operating System. You save what matters. The system weaves your atoms into a private graph, spawns its own agents per branch, runs Spiral recall and drift checks on its own, and exposes the whole through MCP so any AI can read your context without you copy-pasting it, and without anyone extracting it. The system curates and grows itself. Waitlist is open.

Is TAKE INTEREST free?

GuardClaw is free during public beta with no usage limits. Take Interest pricing will be announced when the product launches. Both products follow a privacy-first model: data is never sold and never used to train external models. No ads.

How does TAKE INTEREST handle privacy?

GuardClaw is zero-data-out — it runs entirely in your infrastructure and never phones home. Take Interest is cloud-first on Google Cloud at launch, with a progressive path to on-device by V3. Free tier collects usage data to fund the product; paid tier collects nothing. Data is never sold and never used to train external models. We publish an 8-rule data policy enforced in code.

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