The Adaptive AI
Operating System.
Take Interest spawns its own agents per branch off your context. The system curates, weaves, and grows itself. You just do your work.
Last updated: February 2026
Take Interest is the adaptive AI operating system. Your context, memory, and AI agents on one canvas, personal and professional unified. You save what matters: decisions, research, interests, crypto trades, tax docs. The system weaves your atoms into a private graph, runs Spiral recall and drift checks in the background, and exposes the whole thing through MCP so any AI (Claude, ChatGPT, Cursor, Gemini) can read your context without you copy-pasting it, without anyone extracting it.
Branches that spawn their own agents.
Agents that generate their own docs and memories.
A tapestry that weaves itself across everything you do.
Stop managing 12 tools and 50 prompts.
Let the system curate itself. You just do your work.
Run a decision loop
Pick a scenario and watch the memory layer convert noise into concrete next actions — atoms in, threads woven, tradeoffs scored, drift flagged.
Decision loop output
Market shift
A competitor changes pricing and your pipeline slows this week.
Capture signal
completeEvidence grouped by source and confidence.
Clarify question
completeDecision framing updated for this quarter.
Model options
completeThree response paths compared by risk/cost.
Decide path
reviewNeeds executive alignment before commit.
Execute + learn
nextRollback and success checks preloaded.
Built as the Adaptive AI Operating System.
We did not bolt AI onto legacy workflows. Take Interest is the Adaptive AI Operating System: branches spawn their own agents, the system runs the loop on its own, and your context grows itself across personal and professional. You do not manage agents. You just do your work.
What changes
Here's what your week looks like after.
Everything you find, read, and learn flows into the decisions that need it. No more hunting for that one tab.
Evidence-based thinking that surfaces what you know, what you don't, and what matters.
Living strategies that check in on themselves and nudge you when things change.
Multiple perspectives that challenge your assumptions before reality does.
Track what you tried, what worked, and what the data actually says.
Feel the difference
Drag the slider to watch chaos transform into clarity. Same desk. Same day.
Can you fix this before the clock runs out?
A workflow is broken and the steps are scrambled. Put them back in the right order. You have 60 seconds.
Repair the process
A workflow is broken. The steps are out of order. Tap two steps to swap them into the right sequence. You have 60 seconds. Submit when you think it is right.
Secure by design
Every Take Interest workflow runs through GuardClaw's security layer — deterministic enforcement, cryptographic audit trails, and zero LLMs in the security path.
Frequently asked questions
What is Take Interest?
Take Interest is the adaptive AI operating system. Your context, memory, and AI agents on one canvas, personal and professional unified. You save what matters. The system weaves your atoms into a private graph, runs Spiral recall and drift checks in the background, and exposes the whole thing through MCP so any AI (Claude, ChatGPT, Cursor, Gemini) can read your context without you copy-pasting it and without anyone extracting it.
How is Take Interest different from Notion or Obsidian?
Notion and Obsidian are writing tools. Take Interest is the Adaptive AI Operating System. Your context, your agents, your branches all weave themselves. It does not ship a chat UI or general Q&A; any AI you already use (Claude, ChatGPT, Cursor, Gemini) reads your graph through MCP. The graph is owned by you, the system curates itself (spawns agents per branch, runs Spiral recall and drift checks, retires what does not work), and it persists across every model you query. No copy-paste, no data extraction, no lock-in.
What does "adaptive AI operating system" mean?
Most AI products keep your context inside their walls. Take Interest keeps it on yours: connectors pull in your existing tools (email, calendar, browser, files, payment, maps, travel), memory holds the tapestry of what you save, decide, own, and learn, and your AI agents run over it. The whole graph is exposed through MCP so any AI can read it while you keep full ownership of the data. State-shaped, not chat-shaped.
When will Take Interest launch?
Take Interest is currently in development with a waitlist open. Join the waitlist to get early access when the beta launches. GuardClaw, the companion security product, is available now in free public beta.
How does Take Interest handle privacy and data?
Cloud-first on Google Cloud at launch — data stays inside your project, encrypted, 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. Eight "never do" rules enforced in code, not just documented.
Coming soon. Waitlist open now.
GuardClaw is live today. Take Interest is next in line.
Leave your email and we'll let you know when it's ready.