HRCM — Harm Recognition Confirmation Module
OOF® Origin Open Foundation®
Independent Methodological Authority
Canonical Definition
The HRCM — Harm Recognition Confirmation Module governs when and on whatbasis a Harm Recognition process becomes sufficiently supported to
establish a governed Recognition state, including confirmation criteria,
threshold sufficiency, evidence fitness, signal convergence, contradiction
handling, provisional Recognition, confidence, uncertainty, confirmation
strength, reassessment, withdrawal, reopening, and transition toward Harm
Determination readiness.
HRCM establishes the transition:
Governed Recognition Identification State → Governed Recognition Signal
State → Governed Recognition Delay State → Governed Harm Recognition
Latency State → Recognition Confirmation Assessment → Governed Harm
Recognition State
Its central question is:
Has the available governed basis become sufficient to confirm that Harm
should now be recognized as an explicit governance object?
- Operational Role
The earlier HRS modules establish:
what information is Recognition-relevant
how that information exists as governed Recognition Signals
why Recognition may have been delayed
how much temporal separation exists between Harm and Recognition
HRCM governs the point at which those inputs become sufficient to
establish:
Recognized Harm
Its operational role is:to convert a sufficiently supported Recognition Basis into a governed Harm
Recognition state without converting Recognition into formal Harm
Determination, causation, accountability, or liability.
- Position Within HRS
The HRS module sequence is:
HRIM → HRSM → HRDM → HLRM → HRCM
HRCM receives:
Governed Recognition Identification State
Governed Recognition Signal State
Governed Recognition Delay State
Governed Harm Recognition Latency State
and any additional materially relevant Recognition basis.It produces:
Governed Harm Recognition State
for the Harm Boundary Standard (HBS).- Governed Object
The primary governed object is:
Recognition Confirmation State
Possible states include:Not Ready for Confirmation
Confirmation Pending
Provisionally Recognized
Recognized
Recognition Confirmed
Recognition Confirmed with Limitations
Recognition Disputed
Recognition Incomplete
Recognition Withdrawn
Recognition Reopened
HRCM must preserve the basis for each state.- Foundational Confirmation Principle
The foundational distinction is:
Recognition Confirmation ≠ Harm Determination
HRCM establishes that Harm is sufficiently supported to enter explicit
governance.
It does not establish the complete formal Determination owned by HDS.
- Confirmation Readiness
Recognition Confirmation may begin only where the Recognition Basis is
sufficiently mature for assessment.
Readiness may require:
identified Harm-relevant information
governed Recognition Signals
sufficient context
relevant subject association
appropriate temporal relationship
known uncertainty
known conflicts
Readiness does not itself establish confirmation.
- Confirmation Basis
A Confirmation Basis may include:
direct observation
subject-reported effect
measured impairment
system-detected consequence
multiple correlated signals
independent corroboration
historical reconstruction
operational reality
validated information
expert assessment
machine-supported analysis
No single form is universally required.
- Confirmation Basis ≠ Single Evidence Type
HRCM must not require one universal evidence form for all Harm domains.
Physical, digital, financial, environmental, cognitive, organizational,
and societal Harm may require different Recognition bases.
Canonical principle:
Different Harm domains may require different Recognition confirmation
structures.
- Confirmation Criteria
Confirmation Criteria define what must be materially established before
Harm Recognition can be confirmed.
Criteria should be:
explicit
traceable
domain-appropriate
proportionate
reviewable
consistent with uncertainty
Criteria must not silently introduce requirements belonging to formal Harm
Determination.
- Confirmation Threshold
A Confirmation Threshold defines the level at which the available
Recognition Basis becomes sufficient for Recognition.
It may be:
qualitative
quantitative
composite
domain-specific
risk-sensitive
context-sensitive
Threshold design must remain distinct from the Harm Emergence threshold.
- Emergence Threshold ≠ Confirmation Threshold
HEMS asks when Harm began to exist.
HRCM asks when available information is sufficient to recognize that Harm.
Therefore:
Harm Emergence Threshold ≠ Recognition Confirmation Threshold
- Confirmation Threshold ≠ Determination Threshold
Recognition may require a lower or different threshold than formal
Determination.
Therefore:
Recognition Confirmation Threshold ≠ Harm Determination Threshold
This enables governance to act without waiting for every downstream
question to be resolved.
- Provisional Recognition
Where the Recognition Basis is materially sufficient for governance but
uncertainty remains substantial, HRCM may establish:
Provisionally Recognized
This prevents the false binary:fully certain
versus:
not recognized
Canonical principle:
Uncertainty may limit Recognition strength without eliminating Recognition
altogether.
- Provisional Recognition ≠ Weak Governance
Provisional Recognition is a governed state.
It may justify:
monitoring
escalation
boundary work
protective action
additional evidence collection
depending on applicable governance.
It must not be treated as methodological failure.
- Confirmed Recognition
Recognition may become Confirmed where the available governed basis
satisfies the applicable Recognition criteria and threshold.
Confirmed Recognition establishes:
this Harm object is sufficiently supported to proceed within HAGA™
governance.
It does not establish all downstream facts.
- Recognition Confirmed with Limitations
HRCM may confirm Recognition while preserving limitations such as:
scope uncertain
some subjects unknown
timing partially reconstructed
cause unresolved
domain effects incomplete
evidence gaps remain
A limitation does not automatically invalidate Recognition.
- Partial Recognition Confirmation
Harm may be confirmed only within a limited scope.
Conceptually:
Known Harm Portion → Confirmed Recognition
while:
Remaining Scope → Pending
Canonical distinction:
Partial Recognition Confirmation ≠ Complete Harm Boundary
- Recognition Confidence
HRCM may represent Recognition Confidence separately from the Recognition
State.
Possible confidence states include:
High
Moderate
Limited
Disputed
Unknown
Confidence should reflect support for Recognition.It must not represent Harm severity.
- Recognition Confidence ≠ Harm Severity
A highly severe Harm may initially have limited Recognition confidence.
A minor Harm may be recognized with high confidence.
Therefore:
Recognition Confidence ≠ Harm Severity
- Recognition Confidence ≠ Determination Confidence
Recognition confidence concerns:
whether Harm should be recognized
Determination confidence concerns:
whether formal Harm Determination is sufficiently established
These remain separate.
- Signal Convergence
Multiple independent signals may converge toward one Recognition
conclusion.
Conceptually:
Signal A + Signal B + Signal C → Convergent Recognition Basis
Signal convergence may strengthen Recognition Confirmation.
- Convergence ≠ Duplication
Repeated copies of the same underlying information must not be treated as
independent convergence.
Therefore:
Signal Replication ≠ Independent Corroboration
HRCM must use HRSM signal lineage where available.
- Independent Corroboration
Independent corroboration may materially strengthen confirmation where
signals differ in:
source
method
observation pathway
system
organization
data origin
Independence should be assessed rather than assumed.
- Composite Confirmation Basis
Recognition may depend on multiple individually insufficient inputs.
Conceptually:
Input₁ + Input₂ + Input₃ + Context → Sufficient Recognition Basis
Canonical principle:
Individual Insufficiency ≠ Composite Insufficiency
- Distributed Confirmation Basis
Relevant confirmation inputs may exist across:
agents
sessions
systems
tools
organizations
locations
time periods
Recognition must not fail merely because no single component holds the
complete basis.
- Local Insufficiency ≠ Global Insufficiency
In distributed environments:
Local Signal A = insufficient
Local Signal B = insufficient
Local Signal C = insufficient
may still produce:
Composite Recognition Basis = sufficient
Therefore:
Local Insufficiency ≠ Global Insufficiency
- Confirmation in Distributed AI Systems
AI-mediated Harm may require reconstruction across:
model outputs
agent actions
tool use
execution paths
user effects
downstream systems
AIG® governs behavior.
ASGA™ governs autonomous execution.
ORA™ governs operational reality.
HRCM governs Recognition Confirmation of resulting Harm.
- Confirmation Without a Single Harm-Producing Action
Harm may arise from a combination of conditions or interactions.
Therefore:
No Single Harm-Producing Action ≠ No Confirmable Harm
Recognition Confirmation must be capable of operating on composite Harm
structures.
- Confirmation Without Complete Causation
HRCM may confirm Recognition while causation remains incomplete.
Canonical principle:
Unresolved Cause ≠ Unrecognizable Harm
HRCM requires sufficient association for Recognition, not a complete
general causation finding.
- Confirmation Without Accountability
Recognition may be confirmed before any actor is identified as
accountable.
Therefore:
Confirmed Harm Recognition ≠ Accountability Established
AGA™ governs accountability.
- Confirmation Without Liability
Liability may remain unresolved or may not exist.
Therefore:
Confirmed Harm Recognition ≠ Liability Established
HRCM must not delay Recognition merely because liability is disputed.
- Subject Confirmation
Recognition may be confirmed for:
one subject
multiple subjects
a defined group
an organization
a physical object
a digital object
a system
infrastructure
an environment
a population or society
The subject structure should remain explicit.
- Multi-Subject Confirmation
Different subjects may have different Recognition states.
One subject may be:
Confirmed
while another remains:Pending
Therefore:Shared Harm Context ≠ Shared Recognition Confirmation State
- Collective Recognition Confirmation
Collective Harm may be recognized where the aggregate pattern is
sufficiently supported even if no single subject independently carries the
entire Harm significance.
Canonical principle:
The absence of a single harmed subject does not preclude governed Harm.
- Domain-Specific Confirmation
Confirmation criteria may vary across:
Physical
Medical / Health
Digital
Financial
Property
Environmental
Organizational
Cognitive
Societal
domains.HRCM must preserve domain-specific methodological legitimacy without
fragmenting HAGA™.
- Cross-Domain Confirmation
One Harm object may be recognized across multiple domains.
Example:
Digital effect + operational effect + financial effect
Confirmation may occur:
simultaneously
or:
at different times
Cross-domain Confirmation must preserve each supported state.
- Temporal Confirmation
Recognition Confirmation must preserve temporal reality established by
HLRM.
Therefore:
Recognition Confirmation Time ≠ Harm Emergence Time
Confirmation must not rewrite earlier Harm history.
- Historical Confirmation
Harm may be confirmed retrospectively.
Conceptually:
Past Harm → Historical Signals → Reconstruction → Recognition Confirmation
Historical confirmation must preserve:
past Harm timing
later Recognition timing
current Confirmation timing
- Confirmation After Harm Has Changed
Harm may be confirmed after it has:
increased
decreased
stabilized
propagated
partially recovered
ceased to be immediately visible
Therefore:
Current Harm State ≠ Historical Recognition Basis by Default
- Later Recovery ≠ No Prior Harm
A subject or system may recover before Recognition Confirmation occurs.
Canonical distinction:
Later Recovery ≠ No Prior Harm
Historical Harm may still be legitimately recognized.
- Mechanism Termination ≠ Recognition Rejection
The Harm-producing mechanism may have stopped.
That does not invalidate Recognition of Harm that already existed.
Therefore:
Mechanism Termination ≠ No Harm
- Signal Disappearance ≠ Recognition Failure
Recognition Signals may cease.
If the basis remains historically sufficient:
Signal Disappearance ≠ Harm Disappearance
and:
Signal Disappearance ≠ Recognition Rejection
- Confirmation and Evidence
ADIT® governs evidence formation, correlation, verification, and
auditability.
HRCM may rely on governed evidence.
But:
Evidence Object ≠ Recognition Conclusion
HRCM performs the Recognition judgment within HAGA™.
- Evidence Sufficiency
Evidence sufficiency for Recognition must be proportionate to the
Recognition question.
It need not equal the evidentiary standard required for:
liability
legal causation
formal enforcement
criminal proof
insurance adjudication
unless the specific domain requires it.
- Evidence Gap
An evidence gap may:
reduce confidence
limit scope
require provisional Recognition
prevent confirmation
depending on materiality.
It must not automatically produce:
No Harm
- Insufficient Basis
Where the available basis is materially insufficient, HRCM may establish:
Confirmation Pending
or:Not Ready for Confirmation
This is distinct from:Harm Not Established
which belongs downstream to Determination.- Insufficient Recognition Basis ≠ No Harm
Canonical principle:
Insufficient basis to confirm Recognition does not establish that Harm
does not exist.
This distinction is mandatory.
- Contradictory Evidence
HRCM must preserve meaningful contradiction.
Possible outcomes include:
Recognition remains Confirmed
Recognition becomes Disputed
Recognition becomes Provisional
Confirmation is suspendedadditional review is required
Contradiction must not be silently averaged away.
- Recognition Dispute
Recognition may be disputed by:
subject
organization
system owner
expert
authority
third party
Dispute status must remain separate from Recognition reality.
Therefore:
Recognition Dispute ≠ Recognition Invalidity
- Confirmation Conflict
Different governance sources may reach different Recognition conclusions.
HRCM should preserve:
source
basis
method
scope
confidence
reason for disagreement
until the conflict is legitimately resolved or handed forward.
- Confirmation Bias Control
HRCM should guard against:
confirmation bias
automation bias
institutional bias
visibility bias
credibility bias
salience bias
economic incentive bias
A confirmation process should not merely validate the first preferred
conclusion.
- Automation Bias
A human decision-maker must not treat:
AI says Harm
or:AI says No Harm
as sufficient by itself unless the governance method explicitly justifiesthat reliance.
Canonical principle:
Machine Conclusion ≠ Governed Recognition by Default
- Human Authority Bias
A high-status individual or institution should not be treated as
automatically correct.
Therefore:
Authority Status ≠ Recognition Truth
Authority may govern who can make decisions.
It does not substitute for methodological basis.
- Subject Credibility Boundary
Subject credibility may affect assessment of a report.
But:
Subject Credibility ≠ Harm Reality
Recognition must assess the information, not merely the status of the
speaker.
- Confirmation Suppression
Recognition Confirmation may be improperly prevented through:
ignored evidence
procedural blockage
economic incentives
reputational concerns
authority misuse
conflict of interest
organizational pressure
HRCM must allow suppression concerns to remain visible.
- Confirmation Inflation
The opposite failure also exists.
Weak or ambiguous information may be over-interpreted into Recognition.
Canonical principle:
Governance must prevent both Recognition suppression and Recognition
inflation.
- Over-Confirmation
Over-Confirmation occurs where the Recognition conclusion exceeds the
support available.
Examples:
confirming more subjects than supported
confirming broader Harm domains
assigning unsupported timing
treating correlation as causation
treating prediction as actual Harm
HRCM must prevent scope inflation.
- Under-Confirmation
Under-Confirmation occurs where the supported Recognition conclusion is
artificially narrowed.
Examples:
ignoring collective effects
excluding distributed signals
ignoring historical harm
recognizing only the most visible subject
excluding indirect but materially supported manifestations
Both over- and under-confirmation are governance failures.
- Confirmation Scope
HRCM should state what exactly has been confirmed.
This may include:
subject(s)
domain(s)
manifestation(s)
time range
location
recognized consequence
confidence
limitations
Confirmation Scope must remain distinct from the full Harm Boundary.
- Confirmation Scope ≠ Harm Boundary
HRCM establishes what is sufficiently recognized.
HBS determines what belongs to the governed Harm object and what remains
outside it.
Therefore:
Confirmation Scope ≠ Final Harm Boundary
- Recognition State Transition
Possible transitions include:
Pending → Provisional
Provisional → Confirmed
Confirmed → Confirmed with Limitations
Confirmed → Disputed
Disputed → Confirmed
Confirmed → Withdrawn
Withdrawn → Reopened
Each transition must preserve the prior state.
- Recognition Withdrawal
Recognition may be withdrawn where the prior basis becomes materially
unsupportable.
Possible reasons include:
false signal
misidentification
data corruption
incorrect correlation
scope error
new contradicting information
Withdrawal must preserve the historical Recognition record.
- Recognition Withdrawal ≠ No Historical Harm
Canonical distinction:
Recognition Withdrawal ≠ Proof That No Harm Ever Existed
The withdrawal may concern:
the Recognition conclusion
its scope
its basis
not necessarily the underlying historical reality.
- Recognition Reopening
A withdrawn, closed, or historically settled Recognition state may be
reopened where:
new evidence appears
historical signals are found
new subjects emerge
scope expands
identity is corrected
distributed execution is reconstructed
Reopening must preserve the previous decision history.
- Reassessment
HRCM must reassess Recognition where:
- signal strength materially changes
- independent corroboration appears
- contradiction emerges
- historical timing changes
- subject scope changes
- domain scope changes
- signal lineage is corrected
- actual execution identity is established
- validation changes
- evidence integrity changes
- suppression is discovered
- new collective or distributed patterns emerge
- Historical Recognition Integrity
HRCM must preserve:
Recognition State₁ → New Information → Recognition State₂
including:
original Recognition Basis
criteria
threshold
confidence
limitations
conflicts
decision
reason for change
Canonical principle:
Current Recognition State ≠ Complete Recognition History
- Determination Readiness
HRCM must determine whether the Recognition output is sufficiently
structured for the next HAGA™ stages.
Recognition should be ready for handoff where it preserves:
recognized Harm object
Recognition Basis
Recognition state
confidencesubjects
domains
temporal relationship
uncertainty
conflicts
limitations
historical state
This creates:
Determination Readiness
without performing formal Determination.- Determination Readiness ≠ Harm Determination
Canonical distinction:
Ready for Determination ≠ Determined Harm
HBS first governs the Harm Boundary.
HDS later governs formal Harm Determination.
- HBS Handoff
HRCM hands forward:
Governed Harm Recognition State
HBS then asks:What belongs to the governed Harm and what remains outside it?
Recognition must not silently establish the full Harm boundary.
- HDS Handoff Boundary
HDS later asks:
Can Harm legitimately be formally determined to exist, and what governed
Harm has been established?
HRCM must therefore preserve enough Recognition structure to support that
future question without answering it prematurely.
- HEMS Boundary
HEMS establishes:
when and how Harm began to exist
HRCM does not reopen Harm Emergence unless new information requires the
relevant upstream governance to be revisited.
Therefore:
Recognition Confirmation ≠ Harm Emergence Governance
- HRIM Boundary
HRIM determines:
which information should enter Recognition governance
HRCM determines:
whether the complete governed Recognition basis is sufficient for
Recognition
Therefore:
Recognition Identification ≠ Recognition Confirmation
- HRSM Boundary
HRSM structures Recognition Signals.
HRCM evaluates whether the governed signal structure is sufficient to
support Recognition.
Therefore:
Strong Signal ≠ Confirmed Recognition
- HRDM Boundary
HRDM governs why Recognition may be delayed.
HRCM governs whether Recognition can now legitimately be confirmed.
Therefore:
Delay Resolution ≠ Automatic Recognition Confirmation
- HLRM Boundary
HLRM governs the temporal separation between Harm Emergence and
Recognition.
HRCM uses that temporal structure but does not redefine it.
Therefore:
Recognition Confirmation Time ≠ Harm Emergence Time
- ORA™ Boundary
ORA™ establishes actual operational reality.
HRCM may rely on operational facts.
It does not govern execution itself.
Therefore:
Operational Reality ≠ Recognition Confirmation by Default
- AIG® Boundary
AIG® governs AI behavior.
Unsafe behavior may support Recognition.
But:
Unsafe AI Behavior ≠ Confirmed Harm Recognition by Default
- ASGA™ Boundary
ASGA™ governs autonomous execution, authority, constraints, override,
intervention, and continuity.
Autonomous governance failure may contribute to Recognition.
But:
Autonomous-System Governance Failure ≠ Confirmed Harm Recognition by
Default
- OBIDENITY® Boundary
Identity and provenance may support:
subject attribution
execution identity
system lineage
capability lineage
But:
Identity Association ≠ Recognition Confirmation
- ADIT® Boundary
ADIT® owns:
evidence formation
correlation
verification
auditability
HRCM consumes relevant evidence but does not become an evidence
architecture.
- VALIDOS™ Boundary
VALIDOS™ governs whether validation claims can legitimately be relied
upon.
HRCM may require validated inputs where appropriate.
But:
Validated Evidence ≠ Recognition Confirmation by Default
Recognition still requires HAGA™ methodology.
- INTEGROS® Boundary
INTEGROS® governs integrity.
Integrity state may affect confidence in Recognition inputs.
But:
Integrity State ≠ Recognition State
- SIMULOS® Boundary
Simulated or predicted Harm may inform governance.
But:
Simulated Harm ≠ Confirmed Actual Harm Recognition
Predicted Harm ≠ Confirmed Existing Harm
Actual governed reality is required for Recognition of actual Harm.
- VFM® Boundary
Value loss may support a Harm Recognition Basis.
But:
Value Loss ≠ Confirmed Harm Recognition by Default
VFM® governs what happened to Value.
HAGA™ governs Harm.
- TREGA™ Boundary
A Tax-Relevant Event may coexist with Harm.
But:
Tax-Relevant Event ≠ Confirmed Harm Recognition
The governed objects remain distinct.
- Minimum Implementation Framework
A minimum HRCM implementation requires eight capabilities.
- Confirmation Readiness Assessment
Determine whether the Recognition Basis is sufficiently mature for
Confirmation assessment.
- Confirmation Criteria & Thresholds
Maintain explicit, domain-appropriate, reviewable Recognition Confirmation
criteria and thresholds distinct from Harm Emergence and formal Harm
Determination thresholds.
- Composite Basis Evaluation
Evaluate direct, indirect, collective, distributed, cross-system,
cross-domain, historical, and composite Recognition inputs without
requiring one decisive signal.
- Uncertainty, Conflict & Limitation Governance
Preserve uncertainty, contradictory inputs, scope limitations, evidence
gaps, disputed states, and confidence without forcing false binary
conclusions.
- Recognition State Governance
Support Pending, Provisional, Confirmed, Confirmed with Limitations,
Disputed, Withdrawn, and Reopened Recognition states.
- Bias & Suppression Controls
Provide mechanisms capable of identifying over-confirmation,
under-confirmation, automation bias, authority bias, suppression,
incentive distortion, and conflict of interest where materially relevant.
- Reassessment & Historical Continuity
Permit Recognition Confirmation states to change while preserving their
prior basis, criteria, confidence, limitations, and decision history.
- Governed Output & Handoff
Produce a traceable Governed Harm Recognition State suitable for Harm
Boundary governance and later formal Harm Determination.
A system that can only classify Harm as either fully proven or nonexistent
does not fully implement HRCM.
- Use Case 1 — Multiple Partial Signals Support Provisional
Recognition
An affected subject reports functional impairment.
A monitoring system records an abnormal operational pattern.
Historical records show a similar change beginning earlier.
None of these inputs independently supports complete formal Harm
Determination.
Together they provide a materially coherent Recognition Basis.
HRCM establishes:
Governed Signals + Historical Context + Temporal Support → Provisionally
Recognized Harm
with:
moderate confidence
limited scope
unresolved causation
The Harm can now enter explicit governance without pretending that every
downstream question has already been answered.
The governing principle is:
Uncertainty may limit Recognition strength without eliminating Recognition
altogether.
- Use Case 2 — Distributed AI Harm Is Confirmed at Composite Level
A complex AI operation is distributed across several agents, models,
tools, and sessions.
Each local component appears individually compliant.
HRIM identifies Harm-relevant information.
HRSM reconstructs a composite Recognition Signal.
HRDM identifies delay caused by fragmented execution.
HLRM establishes that the Harm existed before the full pattern was
recognized.
HRCM evaluates the combined basis:
Subject Consequence + Operational Evidence + Distributed Signal Pattern +
Historical Timeline
and confirms Recognition of a composite Harm object.
No single agent or action independently constitutes the complete
Recognition basis.
The governing principle is:
Local insufficiency does not establish global insufficiency.
- Governance Requirements
HRCM requires that:
- Recognition Confirmation remain distinct from Harm Emergence
- Recognition Confirmation remain distinct from Harm Determination
- Confirmation readiness be explicitly assessed
- Confirmation criteria remain traceable and domain-appropriate
- Confirmation Threshold remain distinct from Emergence and
Determination thresholds; - provisional Recognition remain available where
materially justified; - uncertainty not require artificial binary
decisions; - Confirmation Scope remain explicit; - partial confirmation
remain distinct from complete Harm Boundary; - Recognition Confidence
remain distinct from Harm Severity; - Recognition Confidence remain
distinct from Determination confidence; - signal convergence remain
distinguishable from duplication; - independent corroboration remain
assessable; - composite and distributed bases remain supportable; - no
single Harm-producing action be required by default; - unresolved
causation not automatically block Recognition; - accountability and
liability remain separate; - subject-specific and collective Recognition
remain supportable; - domain-specific and cross-domain Recognition remain
supportable; - Recognition Confirmation preserve HLRM temporal integrity;
- later recovery or mechanism termination not erase prior Harm; - evidence
gaps not automatically become no-Harm conclusions; - insufficient
Recognition basis remain distinct from no Harm; - contradictions and
disputes remain explicit; - Recognition suppression and Recognition
inflation both remain governable; - over-confirmation and
under-confirmation remain identifiable; - withdrawal preserve history; -
reopening and reassessment remain possible; - Determination Readiness
remain distinct from formal Determination; - handoff to HBS preserve the
limits of Recognition scope.
- Governance Logic
HRCM applies the following logic:
Is there a governed Recognition Basis?
If no:
→ maintain Not Ready for Confirmation.
If yes:
→ assess readiness.
Are the applicable Recognition criteria explicit?
If no:
→ Confirmation should not proceed as though a valid threshold exists.
If yes:
→ evaluate the Recognition Basis.
Does one direct signal establish sufficient Recognition support?
If yes:
→ proceed to Confirmation assessment.
If no:
→ assess collective, composite, distributed, historical, and cross-domain
support.
Are signals duplicated rather than independent?
If yes:
→ correct artificial amplification.
Are relevant signals conflicting?
If yes:
→ preserve conflict and determine whether Provisional, Disputed, or
Pending Recognition is appropriate.
Is material uncertainty present?
If yes:
→ determine whether provisional Recognition is justified.
Is the Recognition Threshold satisfied?
If no:
→ maintain Pending or Not Ready state.
If yes:
→ establish an appropriate Recognition state.
Does the supported scope remain limited?
If yes:
→ confirm only that supported scope.
Does causation remain unresolved?
→ Recognition may still proceed where the Recognition Basis is sufficient.
Is accountability unresolved?
→ Recognition may still proceed.
Is liability unresolved?
→ Recognition may still proceed.
Did new information materially weaken the prior Recognition Basis?
If yes:
→ reassess, dispute, limit, or withdraw Recognition as justified.
Is the Recognized Harm object sufficiently structured for HBS?
If yes:
→ produce the Governed Harm Recognition State.
At every stage:
Recognition Confirmation ≠ Harm Determination
Confirmation Scope ≠ Final Harm Boundary
Recognition Confidence ≠ Harm Severity
Unresolved Cause ≠ Unrecognizable Harm
Confirmed Harm Recognition ≠ Accountability
Confirmed Harm Recognition ≠ Liability
- Governance Outputs
HRCM may produce:
- Governed Harm Recognition State
- Recognition Confirmation Readiness State
- Recognition Confirmation Basis
- Recognition Confirmation Criteria
- Recognition Confirmation Threshold
- Provisional Recognition State
- Confirmed Recognition State
- Recognition Confirmed with Limitations State
- Partial Recognition Confirmation State
- Recognition Confidence
- Signal Convergence State
- Independent Corroboration State
- Composite Confirmation Basis
- Distributed Confirmation Basis
- Collective Recognition Confirmation State
- Subject-Specific Recognition State
- Domain-Specific Recognition State
- Cross-Domain Recognition State
- Recognition Conflict State
- Recognition Dispute State
- Confirmation Limitation Record
- Insufficient Recognition Basis State
- Recognition Suppression Indicator
- Recognition Inflation Indicator
- Recognition Withdrawal State
- Recognition Reopening State
- Recognition Reassessment Record
- Historical Recognition Confirmation Record
- Determination Readiness State
The principal output is:
Governed Harm Recognition State
- Critical Distinctions
Recognition Confirmation ≠ Harm Determination
Harm Emergence Threshold ≠ Recognition Confirmation Threshold
Recognition Confirmation Threshold ≠ Harm Determination Threshold
Provisional Recognition ≠ Weak Governance
Partial Recognition Confirmation ≠ Complete Harm Boundary
Recognition Confidence ≠ Harm Severity
Recognition Confidence ≠ Determination Confidence
Signal Replication ≠ Independent Corroboration
Individual Insufficiency ≠ Composite Insufficiency
Local Insufficiency ≠ Global Insufficiency
No Single Harm-Producing Action ≠ No Confirmable Harm
Unresolved Cause ≠ Unrecognizable Harm
Confirmed Harm Recognition ≠ Accountability Established
Confirmed Harm Recognition ≠ Liability Established
Shared Harm Context ≠ Shared Recognition Confirmation State
Recognition Confirmation Time ≠ Harm Emergence Time
Later Recovery ≠ No Prior Harm
Mechanism Termination ≠ Recognition Rejection
Signal Disappearance ≠ Recognition Failure
Evidence Object ≠ Recognition Conclusion
Insufficient Recognition Basis ≠ No Harm
Recognition Dispute ≠ Recognition Invalidity
Machine Conclusion ≠ Governed Recognition by Default
Authority Status ≠ Recognition Truth
Subject Credibility ≠ Harm Reality
Confirmation Scope ≠ Final Harm Boundary
Recognition Withdrawal ≠ Proof That No Harm Ever Existed
Ready for Determination ≠ Determined Harm
Strong Signal ≠ Confirmed Recognition
Delay Resolution ≠ Automatic Recognition Confirmation
Operational Reality ≠ Recognition Confirmation by Default
Unsafe AI Behavior ≠ Confirmed Harm Recognition by Default
Validated Evidence ≠ Recognition Confirmation by Default
Integrity State ≠ Recognition State
Simulated Harm ≠ Confirmed Actual Harm Recognition
Predicted Harm ≠ Confirmed Existing Harm
Value Loss ≠ Confirmed Harm Recognition by Default
- Canonical Boundary
The HRCM — Harm Recognition Confirmation Module governs when and on what
basis the complete governed Recognition Basis becomes sufficient to
establish a Harm Recognition state. It governs Confirmation readiness,
criteria, thresholds, direct and indirect support, provisional
Recognition, Recognition confidence, signal convergence, independent
corroboration, composite and distributed confirmation, subject-specific
and collective Recognition, domain-specific and cross-domain Recognition,
uncertainty, contradiction, dispute, limitations, over-confirmation,
under-confirmation, suppression, withdrawal, reopening, reassessment,
historical continuity, and Determination Readiness. It does not determine
when Harm originally emerged, establish the complete Harm Boundary,
perform formal Harm Determination, establish general causation, assign
accountability or responsibility, determine liability, govern operational
execution, evidence formation, validation, integrity, identity,
simulation, Value lifecycle, or tax-event determination.
- Canonical Closing Statement
Harm Recognition should not require impossible certainty, but it must
require a governed basis.
Recognition that is too weak can manufacture Harm that has not been
sufficiently supported. Recognition that is withheld until every
downstream question is solved can leave real Harm outside governance for
far too long.
HRCM governs the boundary between those failures: the point at which the
available reality becomes sufficient to say that Harm must now be
recognized and governed, while leaving formal Determination,
accountability, causation, and liability where they belong.
Recognition becomes legitimate when uncertainty is governed — not when
uncertainty disappears.