HSTM — Harm State Persistence Module
OOF® Origin Open Foundation®
Independent Methodological Authority
Canonical Definition
The HSTM — Harm State Persistence Module governs how an assigned HarmState remains valid through time, how its continued applicability is
established, how persistence duration and continuity are represented, how
observation gaps and intermittent manifestation are handled, and when
persistence can no longer be legitimately assumed.
HSTM ensures that a Harm State does not disappear merely because no new
observation, report, complaint, measurement, incident, or system event has
occurred, while also preventing a previous Harm State from continuing
indefinitely after the governed basis no longer supports it.
It establishes the transition:
Governed Harm State Classification → Persistence Basis → Temporal
Continuity → Continued State Applicability → Persistence Qualification →
Governed Harm State Persistence
Its central question is:
For how long, and on what governed basis, does the currently classified
Harm State remain applicable?
- Operational Role
HSCM establishes:
what state the Harm is in.
HSTM establishes:
whether that state continues to represent the Harm through time.
Its operational role is:
to maintain legitimate continuity of a classified Harm State until
sufficient governed information establishes transition, correction,
expiration of the applicable observation basis, or the need for
reassessment.
- Position Within HSS
The HSS governance flow is:
State Identification → State Classification → State Persistence → State
Transition → State Monitoring
The Core Module sequence is:
HSIM → HSCM → HSTM → HSPM → HSVM
HSTM receives:
Governed Harm State Classification
It produces:Governed Harm State Persistence
for subsequent State Transition and Monitoring governance.- Governed Object
The primary governed object is:
Persistence of the current classified Harm State
HSTM does not determine whether Harm originally existed and does notassign the initial canonical State.
It governs whether an already classified State remains legitimately
applicable.
- Foundational Persistence Principle
The foundational rule is:
A Harm State persists until governed conditions establish that it no
longer accurately represents the Harm — not merely until observation
stops.
Therefore:
No New Observation ≠ State Termination
But equally:
Previous State ≠ Permanent State
Persistence must be governed in both directions.
- Persistence Basis
A Harm State may remain applicable where the governed basis supports
continuity through:
continued observation
known persistence characteristics
ongoing effects
subject condition
operational consequences
validated measurements
historical continuity
absence of a material transition signal where such absence is meaningful
or:
other appropriate governed information
Persistence must follow the nature of the Harm.
- State Start
HSTM should preserve when the current State became applicable where that
time can legitimately be established.
This may differ from:
Harm Emergence Time
Recognition Time
Determination Time
record creation timeor:
classification processing time
Therefore:
State Start ≠ Classification Timestamp by Default
- State Duration
HSTM governs the duration of the classified State.
Duration may be represented as:
known
bounded
estimated
ongoing
or:
uncertain
The system must not create artificial temporal precision where none
exists.
- State Persistence Interval
Conceptually:
State Start → State Persistence Interval → State End / Transition
The persistence interval represents the period during which the State
remains the legitimate current representation of the governed Harm.
- Continuous Harm
Where Harm is continuously observable or materially continuous, State
Persistence may be supported through continuing evidence of the same
condition.
For example:
Active → Active → Active
across successive observations does not require creation of new Harm
objects or new States.
Canonical principle:
Continued State Confirmation ≠ New State Creation
- Intermittent Harm
Some Harm manifests intermittently.
Examples may include:
periodic physical effects
recurring digital disruption
episodic cognitive effects
intermittent infrastructure consequences
or:
temporally variable environmental Harm
Temporary non-manifestation must not automatically terminate the State.
Therefore:
Temporary Non-Manifestation ≠ State End
- Latent Harm
A Harm may remain present while not currently observable through ordinary
monitoring.
Where the governed basis supports latent persistence:
Not Currently Observable ≠ No Longer Existing
HSTM must permit persistence to remain qualified by uncertainty where
direct observation is unavailable.
- Observation Gap
An observation gap occurs when current information is temporarily
unavailable or insufficient.
HSTM must distinguish:
Harm State unknown during a gap
from:Harm State ended
Canonical principle:Monitoring Failure Must Not Become Harm Resolution by Default.
- Reporting Gap
A lack of new:
complaints
reports
claims
system alerts
or:
notifications
does not itself establish State change.
Therefore:
No Report ≠ No Harm
This is particularly important where affected subjects cannot, do not, or
are no longer able to report the Harm.
- Measurement Gap
Where measurement is interrupted:
sensor failure
data loss
system migration
provider change
or:
measurement discontinuity
must not automatically terminate State Persistence.
Technical visibility and Harm reality remain separate.
- Mechanism Termination
The mechanism that produced Harm may cease while the Harm State persists.
For example:
Mechanism — Terminated
Harm — Active
or:Mechanism — Terminated
Harm — Residual
Canonical distinction:Mechanism Persistence ≠ Harm Persistence
and:
Mechanism Termination ≠ Harm State Termination
- Organizational and Technical Continuity
State Persistence must survive irrelevant administrative or technical
boundaries.
The same Harm State must not reset merely because:
a case is transferred
a provider changes
an AI model is replaced
a database is migrated
a session ends
an agent changes
a department closes
or:
a new organization assumes responsibility
Canonical principle:
Administrative Continuity ≠ Harm Continuity, but administrative
discontinuity must not destroy Harm continuity.
- Persistence Across Subjects and Dimensions
Complex Harm may persist differently across subjects or dimensions.
For example:
Physical Harm — Reduced
Financial Harm — Active
Subject A — Recovering
Subject B — Active
HSTM must preserve material differences rather than assign one unsupportedpersistence condition to the complete Harm.
- Collective and Distributed Persistence
Collective, composite, or distributed Harm may persist even where
individual components no longer manifest Harm.
Therefore:
Component Cessation ≠ Composite Harm State Termination
and:
Local Recovery ≠ Collective Recovery
Persistence must be evaluated at the level of the governed Harm object.
- Persistence Confidence and Uncertainty
HSTM may qualify State Persistence with:
confidence
uncertainty
observation limitations
or:
temporal limitations
For example:
Active — Persistence Confirmed
Active — Persistence Probable / Direct Observation Limited
Residual — Persistence Duration Uncertain
Uncertainty must not silently become State termination.- Persistence Threshold
A State should continue only while the governed basis remains sufficient
to treat it as the current State.
HSTM therefore requires a methodological threshold between:
legitimate continuity
and:
unsupported assumption
The threshold should reflect:
Harm dynamics
expected persistenceavailable observation
materiality
state characteristics
and:
monitoring capability
- Persistence Decay
For some Harm types, confidence that an old classification remains current
may decrease as time passes without sufficient new information.
This may be represented as:
State Persistence Confidence Decay
But:Reduced Confidence ≠ State End
Declining confidence may instead trigger monitoring or reassessment.
- Persistence Reassessment Trigger
Reassessment may be required when:
expected observation is missing
the State persists longer than expected
new contradictory information appears
monitoring quality deteriorates
the Harm environment materially changes
or:
the existing persistence basis becomes stale
The appropriate response is:
Reassess
not:silently terminate the State
- Persistence and Transition Boundary
HSTM governs continuation of the current State.
Once sufficient basis indicates that another State applies, State
Transition governance begins.
Canonical boundary:
HSTM governs whether the current State continues. HSPM governs movement
from one State to another.
Persistence therefore ends where a legitimate State Transition begins.
- Persistence and Monitoring Boundary
Monitoring provides information used to evaluate persistence.
But:
Monitoring Activity ≠ State Persistence
HSVM governs systematic observation.
HSTM governs what continued information—or legitimate continuity between
observations—means for the persistence of the State.
- Persistence and Resolution
Harm must not become Resolved merely because an existing State has not
recently been reconfirmed.
Resolution requires the applicable governance conditions.
Therefore:
Persistence Not Reconfirmed ≠ Resolved
and:
End of Monitoring ≠ End of Harm
- Persistence and Finality
Even a Resolved State does not establish lifecycle Finality.
Therefore:
Resolved State Persistence ≠ Harm Finality
HRFS owns Resolution and Finality governance.
- Historical Persistence
HSTM should preserve:
State start
confirmed persistence periodsobservation gaps
persistence qualifications
reassessments
and:
State end or transition
This produces a traceable temporal representation of Harm.
Canonical principle:
The history of how long Harm remained in a State is part of Harm
governance.
- Persistence Correction
If governance later establishes that a State did not persist for the
previously recorded period, HSTM must support correction.
The correction should preserve:
previous persistence representation
corrected interval
basis for correction
and:
historical trace
Correction must not silently rewrite the Harm timeline.
- Minimum Implementation Framework
A minimum HSTM implementation requires eight capabilities.
- State Continuity Control
Maintain the current classified Harm State while the governed basis
supports its continued applicability.
- Temporal Persistence Representation
Preserve State start, duration, persistence interval, uncertainty, and
applicable temporal qualifications.
- Observation-Gap Governance
Distinguish lack of observation, reporting, measurement, or monitoring
from actual State termination.
- Intermittent & Latent Harm Support
Represent Harm whose manifestation is intermittent, latent, delayed, or
temporarily unobservable without repeatedly terminating and recreating its
State.
- Complex Persistence Representation
Support subject-level, dimensional, collective, composite, and distributed
persistence.
- Persistence Confidence & Reassessment
Govern uncertainty, confidence decay, stale persistence basis, and
reassessment triggers.
- Boundary & Historical Continuity
Separate State Persistence from mechanism status, administrative
continuity, State Transition, Monitoring, Resolution, and Finality while
preserving persistence history and corrections.
- Governed Output
Produce a traceable Governed Harm State Persistence suitable for
subsequent State Transition and Monitoring governance. 31. Use Case 1 —
Monitoring Stops but Harm Cannot Be Assumed Resolved
A governed environmental Harm is classified as:
Active
A monitoring system later fails for several weeks.No new measurements are available.
HSTM does not convert:
Active
into:Resolved
merely because direct observation stopped.Instead, it preserves the State with the appropriate:
observation gap
persistence uncertainty
and:
reassessment requirement
until sufficient governed information establishes the current condition.
The governing principle is:
Loss of visibility must not become disappearance of Harm.
- Use Case 2 — Harm Persists Across System Replacement
An AI system produces a governed Harm classified as:
Active
The model is removed, the provider changes, and the operationalenvironment is rebuilt.
The Harm consequence affecting the subject remains.
HSTM preserves continuity:
Harm₁ / Active → System Replacement → Harm₁ / Active
rather than resetting the Harm State because the producing infrastructure
changed.
The governing principle is:
A technical lifecycle boundary does not terminate a continuing Harm State.
- Governance Requirements
HSTM requires that:
- every persistent State remain linked to the correct governed Harm
identity; - State start remain distinguishable from classification
processing time; - duration and persistence intervals preserve uncertainty
where necessary; - continued confirmation not create duplicate States; -
intermittent or latent Harm not repeatedly disappear through temporary
non-manifestation; - observation, reporting, measurement, and monitoring
gaps not automatically terminate State; - mechanism termination remain
separate from Harm State termination; - technical and organizational
changes not reset legitimate Harm continuity; - subject-level and
dimensional persistence differences remain representable; - collective,
composite, and distributed Harm be evaluated at the appropriate
Harm-object level; - uncertainty and confidence remain explicit; -
declining persistence confidence trigger reassessment rather than
automatic State termination; - persistence not continue indefinitely
without sufficient methodological basis; - State Persistence remain
separate from State Transition and Monitoring; - lack of reconfirmation
not establish Resolution; - Resolution remain separate from Finality; -
persistence history and corrections remain traceable.
- Governance Logic
HSTM applies the following logic:
Does a Governed Harm State Classification exist?
If no:
→ State Persistence cannot be formally governed.
If yes:
→ establish the State's applicable temporal starting point.
Does the governed basis continue to support the State?
If yes:
→ preserve State Persistence.
Is direct observation temporarily unavailable?
If yes:
→ record the observation gap; do not infer State termination.
Is the Harm intermittent or latent?
If yes:
→ apply the relevant persistence pattern rather than repeatedly
terminating the State.
Has the producing mechanism stopped or changed?
→ treat mechanism status separately.
Has the organization, system, provider, agent, or technical environment
changed?
→ preserve Harm continuity where the Harm remains the same.
Has persistence confidence materially degraded?
→ trigger reassessment or monitoring where appropriate.
Does sufficient governed information establish that another State now
applies?
If yes:
→ end the current persistence interval and hand off to State Transition
governance.
Is there insufficient basis either to confirm continuation or establish
transition?
→ preserve uncertainty rather than manufacture Resolution.
At every stage:
No Observation ≠ No Harm
Temporary Non-Manifestation ≠ State End
Mechanism End ≠ Harm State End
System Change ≠ Harm Reset
Reduced Confidence ≠ State End
Persistence Not Reconfirmed ≠ Resolved
- Governance Outputs
HSTM may produce:
Governed Harm State Persistence
State Persistence Status
State Start
State Duration
State Persistence Interval
Persistence Confirmation
Persistence Qualification
Persistence Uncertainty
Persistence Confidence
Persistence Confidence Decay
Observation Gap
Reporting Gap
Measurement Gap
Intermittent Harm Persistence
Latent Harm Persistence
Subject-Level Persistence
Dimensional Persistence
Collective Persistence
Composite Persistence
Distributed Persistence
Persistence Reassessment Trigger
Persistence Correction
Persistence History
State Transition Readiness
The principal output is:Governed Harm State Persistence
- Critical Distinctions
No New Observation ≠ State Termination
Previous State ≠ Permanent State
State Start ≠ Classification Timestamp
Continued State Confirmation ≠ New State Creation
Temporary Non-Manifestation ≠ State End
Not Currently Observable ≠ No Longer Existing
No Report ≠ No Harm
Monitoring Failure ≠ Harm Resolution
Mechanism Persistence ≠ Harm Persistence
Mechanism Termination ≠ Harm State Termination
Component Cessation ≠ Composite Harm State Termination
Local Recovery ≠ Collective Recovery
Reduced Confidence ≠ State End
Monitoring Activity ≠ State Persistence
Persistence Not Reconfirmed ≠ Resolved
End of Monitoring ≠ End of Harm
Resolved State Persistence ≠ Harm Finality
- Canonical Boundary
The HSTM — Harm State Persistence Module governs the temporal continuity,
duration, continued applicability, observation-gap handling, intermittent
and latent persistence, confidence, uncertainty, reassessment triggers,
correction, and historical continuity of an already classified Harm State.
It does not identify or initially classify the Harm State, independently
determine State Transition, perform systematic State Monitoring,
redetermine whether Harm exists, redefine the Governed Harm Boundary,
govern Harm accumulation, compounding, propagation or cascading, perform
Containment or Mitigation, govern Recovery or Residual Harm determination,
establish Resolution or Finality, determine general causation, assign
accountability or liability, govern claims or compensation, or replace
operational reality, evidence, validation, integrity, identity, AI
behavior, autonomous execution, simulation, prediction, Value, tax-event,
or jurisdiction-specific governance.
- Canonical Closing Statement
Harm does not cease because observation pauses, a report is not filed, a
sensor fails, a system is replaced, or the mechanism that produced the
Harm disappears.
At the same time, no historical classification should persist indefinitely
merely because nobody formally changed it.
HSTM governs the space between those two errors.
A Harm State persists only for as long as governance can legitimately say
that it still represents the Harm.