Context That Survives
the Steward
Mimir builds live digital twins — continuously evolving attribution graphs for houses, vehicles, organizations, families, and any entity that accumulates context over time. Every event, correction, document, and decision becomes part of the twin automatically. When stewardship changes hands, the context transfers with it.
The well remembers what the steward forgets.
Governance Fidelity Theory says valuable information degrades whenever responsibility changes hands. Mimirwell ensures the context survives the transition — not as files, but as an attributed, structured, continuously evolving graph.
The Problem: Context Degrades When Hands Change
Every time responsibility transfers — a house sells, a team member leaves, an estate passes down — accumulated context disappears.
Three categories of context. All invisible to the next steward.
What was done — repairs, modifications, decisions, upgrades. Buried in filing cabinets, email threads, and expired memories.
Why it was done — constraints, lessons learned, trade-offs, regulatory context. Lost when the person who decided leaves.
What it means now — warranty status, maintenance schedules, compliance obligations, risk exposure. Scattered across systems nobody connects.
Without attribution, these are just files. With attribution, they become a structured context graph.
A house sale today transfers the title, disclosures, and inspections. It does not transfer the accumulated context: maintenance rationale, contractor relationships, recurring issues, hidden lessons. The previous owner knew things the new owner will spend years rediscovering.
The critical function isn't storage. It's relationship mapping. Not a knowledge base — a living twin.
Six Layers of Institutional Wisdom
Each layer inherits from above and adds specificity as it descends. Authority lives at the top. Specificity lives at the bottom.
Industry
Regulatory standards, compliance frameworks, sector requirements. NIST, FedRAMP, DORA, EU AI Act, HIPAA, PCI-DSS. Curated by Mimir, updated continuously.
Organization
Your company's identity as executable knowledge. ISMS policies, risk appetite, brand voice, ethical standards, architectural principles. "How we do things here."
Division / Team
How this part of the company operates. Approval chains, escalation paths, communication norms, SLAs, decision authority. Different teams, different rhythms.
Product / Service
How this specific thing works. State machines, business logic invariants, architectural decisions, API contracts. The accumulated knowledge about what the team builds.
Repository / Asset
The most specific layer. Code standards, naming conventions, testing patterns, maintenance history, configuration decisions.
Session
Ephemeral context. The current task, recent corrections, active thread. Dies when the session ends — but corrections promote upward through the maturity lifecycle.
Inheritance Flows Down
A session at any layer inherits from every layer above it. An agent writing code inherits the repo's patterns, the product's architecture, the team's norms, the org's policies, and the industry's regulations — all at once.
Corrections Promote Up
When an expert corrects an agent, the correction enters a maturity pipeline. Same pattern across sessions? Product-level invariant. Across products? Organizational standard. The twin improves from the bottom up.
Lower Never Contradicts Higher
If the organization says "all PII must be encrypted at rest," no repo-level standard can relax that. The hierarchy is a constraint cascade. Authority at the top, specificity at the bottom.
From Raw Knowledge to Living Twin
Three paths in. One living, breathing digital twin out.
Ingest
Feed conversation transcripts, meeting recordings, policy documents, runbooks. Mimir extracts decisions, rules, constraints, and edge cases automatically.
Correct
When experts correct an agent's output, the correction enters the maturity pipeline. Pattern detection across corrections generates new standards automatically.
Import
Structured import for ISMS documents, compliance frameworks, architectural decision records. Mapped to the hierarchy automatically.
The Maturity Lifecycle
Knowledge isn't declared — it's earned. Every piece follows a lifecycle. Unused knowledge decays. Corrected knowledge sharpens.
Provisional
Pattern detected. Soft suggestion.
Solidified
Validated across sessions. Strong recommendation.
Reinforced
Battle-tested invariant. Violations flagged.
Enforced
Institutional law. Cannot be overridden.
Intelligent Injection
When any agent starts a session, Mimir selects the most relevant knowledge from the full hierarchy stack. Weighted by layer priority, task relevance, and maturity level.
400 tokens injected from a corpus of 550,000+
1,375x efficiency. The agent doesn't search the twin. The twin finds the agent.
Any Entity That Accumulates Context
The twin evolves with every event. A repair, an invoice, a permit, a photo, a sensor reading — each one attributes evidence to the entity automatically.
A House
You replace a water heater. The contractor uploads an invoice, permit, photos, and warranty registration. Mimir ingests all four and the twin now knows: manufacturer, model, serial number, installation date, installer, permit reference, warranty expiration. No human created a record. The twin attributed the evidence to the asset automatically.
A Vehicle
Emissions standards, factory specs, TSBs, service history, modifications, OBD codes. An agent scheduling service knows your engine variant's timing chain fails at 90K and you're at 87K.
A Person / Family
Tax status, medical history, genetic context, career trajectory, insurance formulary. A medical agent knows your family cardiac history and current medications before it speaks.
A Project
Industry standards, organizational methodology, team norms, project-specific decisions. Every agent that touches the project inherits the accumulated wisdom of everyone who worked on it before.
The architecture is identical in every case. Six layers. Inheritance down. Corrections up. Authority at the top.
When Stewardship Changes Hands
Without the Twin
- Title, disclosures, inspections transfer
- Maintenance rationale does not
- Contractor relationships do not
- Recurring issues and hidden lessons do not
- The new steward starts from zero
With the Twin
- The full context graph transfers
- Every repair, decision, and lesson included
- Warranty expirations and schedules inherited
- Contractor history and performance preserved
- The new steward inherits continuity
The new owner inherits the contextual graph. Not just the building.
Knowledge Base vs. Digital Twin
A knowledge base is searched. A digital twin is inherited.
| Dimension | Knowledge Base | Mimir Digital Twin |
|---|---|---|
| How agents access knowledge | Search and hope for relevance | Injected automatically at session start |
| Knowledge structure | Flat documents, no hierarchy | Six-layer hierarchy with inheritance |
| What happens to stale content | It stays forever, misleading agents | Auto-demoted based on usage data |
| Learns from corrections | Never — manual updates only | Every correction sharpens the twin |
| Authority model | None — all content is equal | Constraint cascade — higher layers override lower |
| Context efficiency | Dumps everything into context | 400 tokens from 550K+ corpus |
| Survives turnover | Knowledge leaves when people leave | Twin outlives any individual contributor |
Not a Concept. In Production.
The engine powering Mimir has been running since December 2025.
Standards in corpus
178 code · 1,508 business · 229 regulatory
Token efficiency
400 injected from 550K corpus
Maturity stages proven
Provisional → Solidified → Reinforced → Enforced
Three ingestion paths operational. Industry layer seeded with NIST 800-53 (229 standards). Organization layer proven with full ISMS suites. Product layer active — 96 invariants committed in a single day.
Connects via MCP. Any MCP-compatible agent receives injected knowledge automatically. No integration code required.
6
Knowledge hierarchy layers
1,782
Standards in corpus
400
Tokens per injection
<2s
Relevance scoring + injection
Start Your Live Twin
Start with a single entity. Scale to your entire organization — or your entire life.
Explorer
For individuals evaluating
- Industry layer (regulatory standards)
- 1 repository twin
- MCP integration
- Community support
Professional
$999/yr — save 16%
- Industry + Organization layers
- Unlimited repositories
- Maturity lifecycle
- Intelligent injection
- Correction pipeline
Business
$4,999/yr — save 16%
- Full six-layer hierarchy
- Team / division scoping
- Twin management dashboard
- Multi-team analytics
- All Professional features
Enterprise
$25K – $100K/yr
- Full hierarchy + marketplace
- API access + SLA
- SSO + onboarding
- Dedicated support
- Custom integrations
The buyer is anyone who stewards something valuable. You're not buying a storage product — you're buying continuity that survives every transition.
Mimirwell isn't just preserving knowledge.
It's preserving continuity.
Everyone has experienced it. The previous owner knew things you wish they'd told you. Dad knew where that was. The mechanic had the history. The contractor remembered why you did it that way. Valuable information degrades whenever responsibility changes hands.
Mimir solves this by building a live digital twin — not a static snapshot, but a continuously evolving attribution graph. Every event makes it richer. Every correction makes it sharper. Every document is attributed to the entity it describes, not filed in a folder and forgotten.
MindMeld asks: what knowledge should survive? Mimirwell asks: what entity should inherit it? One is governance and maturation. The other is attribution and continuity. Different problems. Complementary solutions.
The question is whether context survives the steward — or dies with them.