AIOS Proresearch
AIOS Intelligence System · Research Overview

Part II · Context, Memory, and Artifacts

Files, Artifacts, Metadata, and Semantic Standing

Explains how files, artifacts, metadata, records, and projections carry different forms of semantic standing. Their typed relationships create durable continuity and a reconstructable knowledge graph across ordinary files.

WHAT A FILE REMEMBERS

The companion record sits beside the file, in plain text you own. Registry, maps and search are derived from it and can be deleted; the file and its record are what stay authoritative.

1. Files are the durable body of the system

File-native intelligence means more than exporting model responses to Markdown. Files are the artifacts the person is making, the custody layer for exact sources, the stable addresses of bounded work, and the durable ground from which semantic situations are reconstructed.

They preserve identity, language, structure, decisions, lineage, plans, relationships, and evidence independently of one model process or provider. Mature file operations make the knowledge searchable, comparable, editable, versionable, archivable, and recoverable.

The model is temporary. The file environment preserves what the collaboration has built.

2. Four classes of durable ground

Diagram 1 · §2

flowchart TB subgraph C["Canonical content"] S["Exact sources"] A["Canonical artifacts"] W["Workflow and expertise definitions"] end subgraph M["Canonical companion memory"] H["Document Home"] P["Project / Session Home"] D["Decisions · annotations · relations"] end subgraph R["Durable operation evidence"] O["Assignments · returns · receipts"] T["Traces · syntheses · completion"] end subgraph X["Derived projections"] DM["Document Map"] IX["Indexes and search facets"] AT["Atlas and visualizations"] WC["Working contexts"] end C --> M C --> R M --> X R --> X X -. "deleted and rebuilt" .-> C X -. "deleted and rebuilt" .-> M X -. "deleted and rebuilt" .-> R
09-files-artifacts-metadata-and-semantic-standing--m01.mmd
Text equivalent

Canonical content → Canonical companion memory; Canonical content → Durable operation evidence; Canonical companion memory → Derived projections; Durable operation evidence → Derived projections.

Canonical content contains exact sources, artifacts, and accepted definitions of reusable practice. Companion memory describes stable purpose, structure, standing, and relationship. Operation evidence records consequential movements and effects. Derived projections make the field navigable for a particular use.

The distinctions establish authority. A convenient map does not replace the document it summarizes. A working context does not become permanent memory. A receipt proves what occurred without becoming the artifact itself.

3. Core file classes

Chapter 08 classifies memory by function; this table shows durable forms through which those functions can be realized. The mapping is not one-to-one. A companion record can preserve identity, standing, relationship, and lineage, while a decision may require an artifact, companion ground, and operation evidence together.

File classStandingIntelligence function
Thinking MarkdownPrimary exploratory workLets thought develop before formal structure is required
Canonical document MarkdownPrimary artifactHolds the language or deliverable the person is creating
Document Home / companion YAMLCanonical companion memoryPreserves identity, purpose, accepted spine, standing, lineage, relations, state
Document Map MarkdownRebuildable projectionPresents movement structure and contribution in readable form
Project or Session HomeCanonical navigational bearingHolds project purpose, plan, outputs, documents, and relationships
Workflow YAML and stage MarkdownReusable method groundDefines role, stages, guidance, quality, and completion behavior
Expertise resourceAccepted reusable knowledgeCarries reviewed principles, roles, methods, exemplars, and conventions
Materialized context MarkdownRewritable capsule sourceHolds stable notes and freshly selected reasoning ground
Decision and relationship recordDurable semantic statePreserves rationale, authority, dependency, challenge, and supersession
Assignment and return recordDurable delegated-work statePreserves commission, grant, product, limitations, and proposed delta
Operation and lifecycle receiptDurable evidencePreserves source state, authorization, exact effect, result, and failure
Registry and Flow Atlas outputDerived infrastructureResolves identity, validation, impact, inspection, and visualization

4. The artifact remains primary

The document is the work the person is making. Metadata exists to help intelligence understand, navigate, and operate on that work. It does not replace the artifact or force machine state into public prose.

AIOS reads exact language, creates or extends artifacts, applies bounded revisions, restructures movements, composes across files, compares claims with sources, tests integrity, and produces maps and syntheses. Operational fields remain in companion records and receipts where they can support reconstruction without contaminating the artifact's human form.

5. The Document Home and Document Spine

The Document Home is the canonical companion memory adjacent to one managed document. It preserves stable identity while the artifact's title, path, language, state, and relationships change.

It carries the document ID, current path and revision, accepted purpose, movement hierarchy and anchors, accepted movement traces, landing, annotations, source lineage, relationships, completion synthesis, pending work, and operation ground.

Within it, the Document Spine gives the compact Why → How → What account of the artifact: why it exists, how its load-bearing movements develop, and what it establishes or leaves open. The spine supports context, navigation, and resumption. Visible prose retains the form required by its audience and purpose.

6. Identity, title, path, revision, and anchor remain distinct

Identity answers which durable object this is. Title answers what the person currently calls it. Path answers where it lives. Revision identifies the exact artifact state read by a judgment or operation. An anchor identifies the stable movement or section under reference.

A rename preserves identity. A move preserves lineage. An exact edit binds to the revision it inspected. A title match never authorizes mutation of stale content. These distinctions let file operations remain precise while the human-facing organization evolves.

7. The Document Map projects contribution

The Document Map is a readable projection compiled from the artifact and its accepted companion ground. It presents document purpose, ordered movements, hierarchy, contribution of each movement, document landing, selected annotations, relationship bearings, and anchors for exact descent.

Unlike a table of contents, the map explains how the artifact moves. It is discarded and rebuilt when stale because its authority comes from the canonical document and Document Home.

8. The Project or Session Home preserves navigational bearing

At project grain, the Home concentrates Purpose, Plan, Outputs, Documents, and Relationships. It is a launch point into the durable field rather than a chronological log.

From the Home, the system descends to companion records, movement maps, exact passages, decisions, sources, assignments, and returns. The person recovers project direction without loading every artifact or reconstructing conversation history.

9. Metadata performs four jobs

Identity resolves stable objects across changes in title, path, revision, and interface.

Semantic standing distinguishes source, interpretation, assumption, proposal, accepted ground, contest, staleness, and supersession.

Relationship and lineage show how artifacts, claims, decisions, sources, workflows, and operations bear on one another.

Operational reconstruction recovers what was authorized, in flight, applied, returned, failed, or awaiting attention.

The existence of a field never decides semantic truth. Metadata makes meaning addressable; judgment and authority determine standing.

10. Structured fields and natural language cooperate

Stable IDs, exact references, revisions, hashes, statuses with mechanical effects, operation types, ownership, lifecycle state, validation, and controlled relationship terms belong in structure.

Purpose, rationale, contribution, interpretation, uncertainty, exception, relationship meaning, quality conditions, and substantive directives belong in natural language.

This division lets mechanisms resolve exact obligations without asking a schema to carry the complete meaning of the work.

11. Records exist at consequential seams

Durable records preserve completed thinking movements, delegated commissions and returns, workflow runs, stage context, source sets, editorial plans, applied changes, cross-file operations, decisions, annotations, completion syntheses, promotion, and acceptance.

Recording every streaming fragment would generate operational noise. A receipt is warranted when future reconstruction depends on authority, identity, source state, standing, exact effect, product, failure, or continuation.

This threshold prevents receipt excess: evidence is preserved where continuity depends on it rather than emitted for every internal event.

12. Bounded file operations

Models declare semantic products and proposed consequences. The host applies exact effects through operations such as read, search, compare, create, insert, replace, append, move, branch, link, annotate, change status, register, supersede, archive, and explicitly authorized deletion.

Each consequential effect identifies its originating command or grant, canonical target, relevant source and destination revision, maximum mutation scope, parsing and validation result, success or failure state, resulting revision, and receipt.

This is bounded semantic sovereignty in operation: the model judges within an explicit jurisdiction, while deterministic mechanisms retain custody of exact file effects.

13. Standing governs file authority

InputStandingNormal consequence
“Add this to the plan.”Direct instructionAuthorizes a bounded plan change when the target is clear
“This may belong in the plan.”Observed possibilityCreates a candidate, not an edit
Repeated themeForming patternRecords evidence for review rather than installing a principle
Delegated research returnEvidence-shaped returnEnters as evidence or proposal, not an automatic decision
Approved reusable methodPromoted expertiseBecomes selectable guidance within scope
Stale mapDerived projectionRebuilds from canonical ground; never overwrites it

Semantic implication does not silently become mutation authority. Proposal, take-up, authorization, operation, and acceptance remain visible transitions.

14. Relationships form a file-native knowledge graph

Diagram 2 · §14

flowchart LR S["Source"] -->|"supports"| C["Claim"] C -->|"informs"| D["Decision"] D -->|"constrains"| P["Plan"] P -->|"commissions"| A["Artifact"] A -->|"reveals tension in"| C A -->|"produced by"| W["Workflow run"] W -->|"provides evidence for"| K["Candidate practice"]
09-files-artifacts-metadata-and-semantic-standing--m02.mmd

Explicit records and exact handles allow the graph to emerge from the files themselves. Search, source descent, indexes, and the Flow Atlas make those relations navigable. A database or vector store can assist retrieval without becoming canonical semantic authority.

15. Restart is an architectural test

From durable files, the system reconstructs document identity and revision, accepted purpose and structure, project bearing, pending and returned work, workflow state, decisions, relations, annotations, source standing, suggestions and take-up, lineage, maps, and indexes.

State that exists only in a running process is not durable file-native intelligence. Restart exposes whether the architecture has actually landed what continuity requires.

16. Provider independence follows from custody

Prompts, artifacts, memory, and records remain outside one model provider. A provider can change without taking the knowledge corpus with it. Context-window size no longer defines project memory. Evidence can be re-evaluated by different models against stable ground. Long-horizon work can survive upgrades and routing changes.

The boundary

Portability still requires provider adapters, capability testing, and behavioral regression evidence. Local custody prevents semantic lock-in; it does not make every model universally interchangeable.

17. Derived views remain removable

The Registry, Flow Atlas, maps, search facets, and working contexts make the system legible. Their safety depends on reconstructability.

The canonicality test is simple: if a projection disappears, can exact owner files and accepted records recreate it? A projection that cannot be rebuilt has become an undeclared source of truth.

This is the test against projection authority: a useful view may guide inspection, but it cannot acquire standing above the ground from which it was built.

18. Failure conditions and evaluation

Metadata monoculture

A metadata monoculture asks one schema to represent every meaning and workflow. Structure expands until it substitutes fields for the natural-language judgment the work requires.

Parallel companions

Parallel companions split authority over one artifact. Conflicting records can then claim the same purpose, spine, standing, or current state.

Projection authority

Projection authority lets a map, index, search result, or Atlas view outrank its sources. A rebuildable aid silently becomes the place where truth actually lives.

Title identity

Title identity treats a human-facing label as the durable object identifier. Rename or reuse then breaks lineage and can direct an operation toward the wrong revision.

Passive file watching

Passive file watching initiates semantic work merely because bytes changed. Observation becomes unadmitted action without a person command, prior grant, or bounded commission.

Hidden state

Hidden state keeps necessary continuity inside a running process or private store. Restart then reveals that the file environment cannot reconstruct the intelligence it supposedly owns.

Receipt excess

Receipt excess records more internal activity than later reconstruction can use. Evidence becomes operational noise and makes consequential seams harder to inspect.

Evaluation tests stable identity across move and rename, stale-edit prevention, canonical-versus-derived distinction, proposal/authorization/effect separation, lineage recovery, local isolation of malformed records, deterministic rebuilding, multi-model use, restart, and human legibility.