From memory design to AI connections, verification, training and operations. moAI is an AI environment configured for each person. See how moAI actually works, in detail →
01 / MEMORY CORECONCEPT VISUAL
Source of memoryYOUR CONTEXTConnections that lastCONNECTED INTELLIGENCE
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An interactive visualization of memory and connection.
01 / OWNERSHIPYour memory is your asset.
02 / CONTINUITYNew AI, same standards.
03 / AGENCYPeople stay at the center of every decision.
Hermes, OpenAI dots, Buzz, Grok Bot, NotebookLM. Each has an excellent memory of its own, but that memory builds up only inside each tool.
moAI keeps one canonical source that people can read and edit outside the tools, and uses standard connections such as MCP so every tool works from the same standard.
Broader than any single tool’s memory, closer to the source, and built to last. And you keep using those tools just as they are.
Hermes AgentNOUS RESEARCHOne agent’s memory per home
dotsOPENAIContext built up per dot
BuzzBLOCKEncrypted memory per agent
Grok BotSPACEXAIMemory kept separately per Bot
NotebookLMGOOGLESources uploaded per notebook
moAI · SHARED CANONICAL MEMORYOne canonical sourceHuman-readable documents · Version checks · Permission scopes · Standard connections
Each tool’s own memory stays on. On top of it, we connect every tool to read the same canonical source.
01 / REACH
Not one tool, but every AI.
Hermes splits memory and sources by home (one agent each), Grok Bot by Bot, Buzz by agent and NotebookLM by notebook.1457 moAI’s canonical source is read by every AI you connect.
Verified in pilot · Hermes reads source documents; ChatGPT creates and re-reads documents
02 / SOURCE
Source, not just memory.
Grok Bot’s documentation says memory does not replace an authoritative source and advises checking the current source for important decisions.5 moAI is that source. It records which version was read and rejects requests that would overwrite a source changed in the meantime.
Verified in pilot · Version-bound reads, stale writes rejected
03 / CONTROL
Memory people can read, fixed with a single sentence.
OpenAI notes that individual memories in a dot currently can’t be viewed, deleted or edited directly.3 moAI’s memory lives on as human-readable documents with a change history. You decide what to fix: correct it in a sentence and the AI edits that part, or edit it yourself.
04 / DURABILITY
Memory that stays when tools change.
Deleting a dot deletes its context, and cloning a Grok Bot does not carry over what it learned.35 moAI’s canonical source lives in storage outside the tools, so it stays when you switch or clean up tools.
See the tool-by-tool comparison and sourcesClose
How it works with the tools you already use.
OFFICIAL DOCS · CHECKED 2026-10-05
Each tool’s own memory, how it works with moAI, and verification status
Tool
Own memory · official docs
Using it with moAI
Status
Hermes AgentNOUS RESEARCH
Built-in memory across sessions is limited to MEMORY.md at 2,200 characters and USER.md at 1,375 characters, about 1,300 tokens in total. Deeper memory is added by attaching one external memory provider.1
Supports MCP server connections.2 In the pilot, a read-only moAI connection put about 950 registered sources in search scope, and re-reading the same passages at the same version returned matching results (2026-10-03).
Verified in pilot
dotsOPENAI
Builds context on top of ChatGPT memory, but individual memories currently can’t be viewed, deleted or edited directly. Clearing context requires deleting the dot.3
A dot shares the plugin permissions connected to ChatGPT.3 The moAI–ChatGPT connection was verified in the pilot through document creation and re-reading (2026-09-29); use through dots will be verified on a real account.
Path confirmed · dots not verified
BuzzBLOCK
Each agent’s memory is encrypted on a relay and readable only by that agent and its owner.4
Buzz agents run on harnesses such as Codex and Claude Code and read a global AGENTS.md.4 We installed this path on two pilot devices to point them to moAI’s canonical source; actual source reads will be verified after authentication.
Installed · reads not verified
Grok BotSPACEXAI
Conversations and learned context stay separate per Bot, and cloning a Bot does not carry over what it learned. The official docs also recommend checking the current source rather than memory for important decisions.5
The Grok API and Grok Build support external MCP server connections.6 Grok Bot uses marketplace connectors, so how to connect moAI will be reviewed on a real account.
Official path · not verified
NotebookLMGOOGLE · GEMINI NOTEBOOK
Designed to answer from the sources uploaded to a notebook, with 50–600 sources per notebook depending on the plan.7
moAI decides what the current canonical source is, and NotebookLM is used as a source-grounded Q&A tool. In the pilot, reference videos sync daily to a private notebook, and 9 answer citations were checked against the original passages (2026-09-07).
Official documentation was checked on October 5, 2026; product features and policies may change. “Pilot” refers to verification results in LaB96’s internal operating environment and does not guarantee connection scope or performance in customer environments. Product names and trademarks belong to their respective owners, and this comparison does not imply any partnership or endorsement.
You should be able to know what your AI remembers. Where it’s kept, what has changed, and who else can see it.
HOW moAI / SIX BUILDING BLOCKS
Handing over memory, versus designing it.
Having memory is not enough. What to keep, how to find it and which AI uses it all matter. moAI designs memory as a work foundation you can see, connect and manage.
VISIBILITY
See what stays and what changes.
Instead of memory scattered inside tools, you can check where it’s stored, its source and its change history. People read and manage what to keep and what to fix.
GRAPHIFY
Beyond keywords, find the relationships.
Graphify indexes relationships between documents, projects and decisions to narrow the path to the source you need. The graph is a map for exploring; facts are checked in the source documents.
JEV
Structure the decision, not just the answer.
JEV structures evidence and evaluation criteria to support decisions and verification. Rather than a confident answer, it aims for a structure where you can see what was checked and why it was chosen.
ONE SOURCE
Different AIs, one point of reference.
Connected AIs such as ChatGPT, Claude and Codex refer to one shared canonical source. Each tool keeps its own memory while understanding your key work standards together.
HUMAN / AI
Easy for people to read. Easy for AI to use.
People read and edit documents and records in Obsidian, while AI refers to concise, English-first structured context. The same facts are kept in the form that suits each reader.
CODEMODE / KANDEV
Read only what’s needed; leave the repeats to code.
Codemode bundles repeated lookups and filtering into code and passes only the needed results to AI. Kandev helps manage execution and review of selected long-running tasks; connection scope and token and time savings are confirmed in real work.
Capabilities of existing tools vary by product and version. Connection scope and savings are confirmed in the real environment.
CONTEXT ASSEMBLYLOCAL / CANONICAL
Easy-to-read records for people. Structured context for AI.
This is a synthetic example for illustration. The same fact is expressed to fit each purpose; this does not guarantee two-way automatic sync of every change, or performance or cost gains from using English alone.
02 / FROM CONTEXT TO ACTION+CONNECTED. NOT LOCKED IN.
Memory connects, and work moves forward.
So it doesn’t end with a single answer. Check the memory, act with the right tool, and keep the reviewed result as the next standard.
moAI / CONTEXT → WORKILLUSTRATIVE WORKFLOW
INPUT / YOUR WORLD
It starts with your real work.
We connect records, materials and current decisions to the extent needed. You don’t have to move everything at once or drop the tools you use.
MEMORY / ONE SOURCE
Tell apart what is current.
Confirmed facts, derived summaries and candidates under review are kept apart. Connected AIs refer to one standard and its sources together.
REASONING / RIGHT CONTEXT
The right context for the right decision.
Graphify assists with exploring relationships and JEV structures decisions. Their outputs do not replace checking the source or human judgment.
ACTION / WITH PERMISSION
Into real work, within approved limits.
Work that ChatGPT and Operators can handle goes that way; code and complex execution go to tools such as Codex as needed. Supported scope is confirmed on the actual accounts, apps and versions.
REVIEW / BACK TO MEMORY
Done and decided are not the same thing.
Results are checked, and only decisions reviewed by a person become the next standard. If a result is uncertain, the actual state is checked before running again.
BOUNDARY 01
Only what’s allowed.
Within the customer’s data, accounts and work permissions.
BOUNDARY 02
Changed sources, re-read.
Changes made after reading are checked before overwriting.
BOUNDARY 03
Unsure? Check first.
Before repeating a duplicate request or execution.
The map and moving signals are concept visuals, not real customer data or live operating metrics. We do not promise control of every app, error-free or fully unattended execution, free or unlimited use, or fixed savings.
03 / MADE FOR YOUR CONTEXT+ONE FOUNDATION. YOUR CONFIGURATION.
AI for everyone can’t be the same for everyone.
One shared foundation, configured for each person. From your role, materials and daily routine, we define the connections and support you need.
FOR YOUR EVERYDAYComing soon
+PERSONAL / 01
Personal service
Amberpage
Discoveries and changes for daily life, fitted to your context.
A standard AI lifestyle service for individuals. It connects personal context to discoveries, changes and progress, built around shared updates and check-ins.
You focus on your expertise, with an AI environment fitted to your work.
A tailored AI work environment for professionals and small teams. Together we run work interviews, design shared context and permissions, take on key repeated tasks, and handle training and operational improvement.
Both services are different configurations built on the same memory foundation. Official scope, launch and pricing will be announced after confirmation.
04 / BUILT WITH YOU+DESIGN → CONNECT → KEEP IMPROVING
Beyond delivery, into everyday use.
What matters more than installation is real use. We start by checking small tasks together and carry on to the next improvement.
HUMAN IN THE LOOPmoAI
01
We listen to your current work.
Goals, repeated tasks, materials, existing tools and budget.
DISCOVER
02
We design memory and permissions.
The shared canonical source, where it’s stored, and access scope for individuals and teams.
DESIGN
03
We build only the connections you need.
Reviewing your existing subscriptions and tools, starting with the simplest combination to verify.
CONNECT
04
We verify with real work.
Not just checking results, but failure handling and recovery paths too.
VALIDATE
05
We help you use it yourself.
Training and handover on checking and editing memory, and on how to request and review.
ENABLE
06
We keep improving as you use it.
Ongoing checks, updates and operational improvements within the agreed scope.
EVOLVE
CLEAR SCOPE. CLEAR COST.
Initial assessment, design & build + Monthly operations & management + External AI subscriptions & extra infrastructure
What’s included, separate costs and support responsibilities are made clear before contract. External subscription and usage costs are checked on the actual accounts and the latest official guidance.
BEFORE WE BEGIN
Questions you may have.
Do I need to replace the ChatGPT or Claude I use, or agents like Hermes and dots?+
It’s not about abandoning your existing tools. Each tool keeps its own memory, and we set them up to read the same shared canonical source through supported connections. We check the reads and actions you need directly on your accounts, apps and versions.
Where is the memory stored?+
Our default design is local storage you control, such as a PC or NAS. Storage location, what is passed to external AI, and backup and editing paths are built and verified in your actual environment. This does not mean local connections are complete for every customer.
Do I need to be comfortable with AI or computers?+
We start from your actual work, not tool names. The setup includes easy-to-read records, simple requests and result checks, and the training you need. The approach varies by role and scope of work.
Are subscriptions and usage included?+
moAI’s build and management fees are kept separate from external AI subscription and usage-based costs. We explain what’s included and the expected total cost before contract, and we do not promise free or unlimited use or guaranteed savings.
LET'S FIND YOUR STARTING POINT.START SMALL. BUILD CONTINUITY.
Shall we start with your next task?
One thing you keep explaining, or one project you want to keep going, is enough.