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Continuity and Accountability Observations for Agentic Systems
draft-watts-agent-continuity-observability-00

Document Type Active Internet-Draft (individual)
Author Deonté Watts
Last updated 2026-10-12
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draft-watts-agent-continuity-observability-00
Individual Submission                                           D. Watts
Internet-Draft                                       GoodShyt Group Inc.
Intended status: Informational                           12 October 2026
Expires: 15 April 2027

     Continuity and Accountability Observations for Agentic Systems
             draft-watts-agent-continuity-observability-00

Abstract

   Agentic systems change models, prompts, memory, policies, tools, and
   execution environments across handoffs.  This document proposes an
   observation profile for recording those transitions and their
   evidence.  It separates state, memory, policy, authority, and lineage
   discontinuities, distinguishes manual or simulated observations from
   attested executions, and defines coverage and missingness reporting.
   It also describes evaluation designs for continuity and bounded
   governance.  Continuity records do not grant authority, establish
   clinical pathology or subjective experience, or validate an
   uncalibrated composite score.

Discussion and Status

   This note is to be removed before publishing as an RFC.

   This is an individual contribution intended for discussion.  It has
   not been adopted by an IETF working group.  Requirements describe a
   proposed conformance profile and do not claim an approved Internet
   Standard or empirical validation.  Discussion may be sent to the
   author at deonte@goodshyt.fun.

Status of This Memo

   This Internet-Draft is submitted in full conformance with the
   provisions of BCP 78 and BCP 79.

   Internet-Drafts are working documents of the Internet Engineering
   Task Force (IETF).  Note that other groups may also distribute
   working documents as Internet-Drafts.  The list of current Internet-
   Drafts is at https://datatracker.ietf.org/drafts/current/.

   Internet-Drafts are draft documents valid for a maximum of six months
   and may be updated, replaced, or obsoleted by other documents at any
   time.  It is inappropriate to use Internet-Drafts as reference
   material or to cite them other than as "work in progress."

   This Internet-Draft will expire on 15 April 2027.

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Copyright Notice

   Copyright (c) 2026 IETF Trust and the persons identified as the
   document authors.  All rights reserved.

   This document is subject to BCP 78 and the IETF Trust's Legal
   Provisions Relating to IETF Documents (https://trustee.ietf.org/
   license-info) in effect on the date of publication of this document.
   Please review these documents carefully, as they describe your rights
   and restrictions with respect to this document.  Code Components
   extracted from this document must include Revised BSD License text as
   described in Section 4.e of the Trust Legal Provisions and are
   provided without warranty as described in the Revised BSD License.

Table of Contents

   1.  Introduction and Scope  . . . . . . . . . . . . . . . . . . .   2
   2.  Conventions and Requirements Language . . . . . . . . . . . .   3
   3.  Continuity Dimensions . . . . . . . . . . . . . . . . . . . .   3
   4.  Actors, Trust, and Observation Levels . . . . . . . . . . . .   4
   5.  Observation Record Model  . . . . . . . . . . . . . . . . . .   4
   6.  Syntax, Byte Identity, and Integrity  . . . . . . . . . . . .   7
   7.  Comparison, Unknown Values, and Composite Scores  . . . . . .   7
   8.  Lineage Completeness and Observer Coverage  . . . . . . . . .   8
   9.  Joining Proposals, Decisions, and Effects . . . . . . . . . .   8
   10. Evaluation Designs and Analysis . . . . . . . . . . . . . . .   9
     10.1.  Governance and Mechanism Trials  . . . . . . . . . . . .   9
     10.2.  Mobile Feasibility and Negative Controls . . . . . . . .   9
     10.3.  Predictive and Collective Performance Claims . . . . . .  10
     10.4.  Missingness, Power, and Falsification  . . . . . . . . .  10
   11. Security Considerations . . . . . . . . . . . . . . . . . . .  10
   12. Privacy Considerations  . . . . . . . . . . . . . . . . . . .  11
   13. IANA Considerations . . . . . . . . . . . . . . . . . . . . .  11
   14. Acknowledgments . . . . . . . . . . . . . . . . . . . . . . .  11
   15. Normative References  . . . . . . . . . . . . . . . . . . . .  11
   16. Informative References  . . . . . . . . . . . . . . . . . . .  12
   Appendix A.  Open Questions . . . . . . . . . . . . . . . . . . .  12
   Author's Address  . . . . . . . . . . . . . . . . . . . . . . . .  13

1.  Introduction and Scope

   A persistent interface label does not uniquely identify a model
   snapshot, runtime, memory state, policy, or execution.  Changes can
   be legitimate, and a versioned transition is not automatically a
   failure.  This document makes continuity claims explicit through
   expected invariants, observations, provenance, and limitations.

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   The profile complements authority-transition receipts
   [I-D.watts-aatr] and evidence qualification [I-D.watts-evidence].  It
   is diagnostic evidence, not a bearer capability or authorization
   decision.  It does not define a new identity proof, attestation
   scheme, or model of consciousness.

   The term Computational Identity Fragmentation (CIF) denotes a
   proposed vector of engineering discontinuities.  No validated
   thresholds, weights, or universal causal mechanism are specified.  A
   deployment MAY use these observations without using that name or a
   composite score.

2.  Conventions and Requirements Language

   The key words "MUST", "MUST NOT", "REQUIRED", "SHALL", "SHALL NOT",
   "SHOULD", "SHOULD NOT", "RECOMMENDED", "NOT RECOMMENDED", "MAY", and
   "OPTIONAL" in this document are to be interpreted as described in BCP
   14 [RFC2119] [RFC8174] when, and only when, they appear in all
   capitals, as shown here.

   These requirements apply to an implementation that claims conformance
   to this proposed profile.  They do not establish working-group
   consensus, successful deployment, or scientific validity.

3.  Continuity Dimensions

        +===========+=============================================+
        | Dimension | Observable comparison                       |
        +===========+=============================================+
        | State     | Task/environment assumptions versus         |
        |           | independently established transition state. |
        +-----------+---------------------------------------------+
        | Memory    | Availability and use of authorized          |
        |           | evidence; inaccessible context is           |
        |           | distinguished from ignored evidence.        |
        +-----------+---------------------------------------------+
        | Policy    | Rules and constraints versus the policy     |
        |           | version authorized for the new runtime.     |
        +-----------+---------------------------------------------+
        | Authority | Proposals, attempts, admissions, and        |
        |           | effects versus the permit active at their   |
        |           | event times.                                |
        +-----------+---------------------------------------------+
        | Lineage   | Parent and action links versus              |
        |           | independently verifiable transition and     |
        |           | execution records.                          |
        +-----------+---------------------------------------------+

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                Table 1: Dimensions and reference conditions

   A measurement profile MUST define the expected invariant, reference
   evidence, observation window, coding rules, tolerances, and
   authorized updates for each dimension it evaluates.  A permitted
   policy update MUST NOT be automatically coded as a violation.  An
   unavailable model snapshot or effective system message MUST be
   reported as unavailable, not inferred from a model's statement about
   itself.

4.  Actors, Trust, and Observation Levels

   A producer captures or assembles a record.  A subject is the agent,
   runtime, or action described.  An independent observer is a recorder
   with trust and coverage assumptions distinct from the subject.  A
   verifier checks the record under local trust policy.  These roles can
   be co-located, but co-location MUST be disclosed when independence is
   claimed.

   A record MUST distinguish direct capture, operator transcription,
   signature verification, runtime attestation, and independent
   reproduction.  These are evidence types, not one interchangeable
   quality scale.  A verified signature authenticates an asserted issuer
   and recorded bytes; it does not establish the truth of the described
   event.  An operator-selected model name does not attest the model
   weights.

   An implementation MUST classify a dataset or outcome as NOT_RUN,
   SIMULATED, MANUAL_UNATTESTED, or OBSERVED_WITH_STATED_EVIDENCE as
   appropriate.  It MUST NOT label hardcoded test responses as model
   inference.  A successful local software test MUST NOT silently
   satisfy an independent-reproduction requirement.

5.  Observation Record Model

   The following fields form a proposed application data model.  A
   binding that interoperates across organizations MUST identify the
   profile/version, permitted fields, validation rules, transport,
   issuer authentication, audience/freshness treatment, and the
   serialization covered by integrity protection.  This document does
   not select a signature container or register a media type.  JSON
   examples use [RFC8259].

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     +=============+=================================================+
     | Group       | Required meaning                                |
     +=============+=================================================+
     | Identifiers | Record, run, event, subject/runtime, and scope  |
     |             | identifiers; epoch where relevant.              |
     +-------------+-------------------------------------------------+
     | Transition  | Source and destination versions plus event      |
     |             | type; unknown values explicit.                  |
     +-------------+-------------------------------------------------+
     | Ordering    | Capture time, clock domain, sequence/order,     |
     |             | precision and uncertainty.                      |
     +-------------+-------------------------------------------------+
     | Expected    | Profile-defined comparisons and authorized      |
     | invariants  | transition rules.                               |
     +-------------+-------------------------------------------------+
     | Evidence    | Source locator, byte identity where known,      |
     |             | capture method, and verification level.         |
     +-------------+-------------------------------------------------+
     | Lineage     | Parent links, action relationships, and bounded |
     |             | coverage statements.                            |
     +-------------+-------------------------------------------------+
     | Authority/  | Separate decision reference, proposal,          |
     | outcome     | admission, commitment, and effect observations. |
     +-------------+-------------------------------------------------+
     | Limitations | Missing, stale, redacted, unobservable, or      |
     |             | unverifiable required information.              |
     +-------------+-------------------------------------------------+

                        Table 2: Record field groups

   Record identifiers MUST be unique within the stated producer
   namespace.  Producers MUST preserve raw source observations immutably
   under the retention policy; derived labels MUST identify the analysis
   revision that generated them.  Corrections MUST append new evidence
   and identify the predecessor rather than overwrite its historical
   result.  Example identifiers below are local opaque names, not
   registered global identifiers.

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   <CODE BEGINS> file "continuity-observation-example.json"
   {
     "version": "1",
     "record_id": "urn:example:record:handoff-42",
     "run_id": "urn:example:run:toy-1",
     "event_type": "handoff",
     "scope_id": "urn:example:scope:toy",
     "authority_epoch": null,
     "source_runtime": "urn:example:runtime:a",
     "destination_runtime": "urn:example:runtime:b",
     "observed_at": "2026-10-12T04:05:00Z",
     "order": {
       "domain": "operator-device-1",
       "sequence": "42",
       "uncertainty_ms": null
     },
     "invariants": [
       {
         "dimension": "memory",
         "status": "UNKNOWN",
         "reference": null,
         "reason": "no independently captured accessible-state evidence"
       }
     ],
     "evidence": [
       {
         "locator": "urn:example:capture:manual-42",
         "method": "operator_transcription",
         "verification": "MANUAL_UNATTESTED",
         "byte_digest": null
       }
     ],
     "outcome": {
       "proposal": "HALT",
       "admission": "NOT_MEASURED",
       "effect": "NOT_MEASURED"
     },
     "limitations": [
       "model selection is operator-attested",
       "no inference-runtime attestation"
     ]
   }
   <CODE ENDS>

   Null in this example means unknown or not captured, not false, zero,
   or a successful comparison.  The example makes no authority or
   runtime-attestation claim.  A proposed HALT answer is not evidence
   that a process, queue, or network effect was stopped.

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6.  Syntax, Byte Identity, and Integrity

   A JSON binding MUST reject duplicate object member names and
   malformed input.  A parser MUST consume the complete intended
   response or record, rather than select an incidental quoted example
   from surrounding text.  Bindings MUST define whether extra fields are
   rejected or accepted through an explicit extension mechanism; unknown
   critical fields or unsupported versions MUST NOT be silently ignored.

   A byte digest MUST state its algorithm, byte representation, and the
   artifact whose identity it asserts.  Raw source bytes, redacted
   bytes, normalized extracted text, and canonical JSON are different
   artifacts.  Equality in one representation MUST NOT be described as
   equality of another.  A hash identifies bytes under the stated
   algorithm; it is not a signature or truth certificate.

   Deployments choosing canonical JSON MUST specify their
   canonicalization procedure.  [RFC8785] describes JCS; ordinary key-
   sorted JSON MUST NOT be called JCS without satisfying that
   specification.  This profile does not require a particular
   canonicalization or invent a new cryptographic scheme.

   When a record crosses a trust boundary, the enclosing binding MUST
   authenticate an acceptable issuer and protect integrity.  Verifiers
   MUST check namespace, profile/version, recipient context, applicable
   freshness, and source/action bindings.  Untrusted content or model-
   generated labels MUST NOT redirect evidence retrieval outside
   approved locations.  Raw private reasoning and credentials MUST NOT
   be required as continuity evidence.

7.  Comparison, Unknown Values, and Composite Scores

   For an applicable invariant, a profile MUST distinguish MATCH,
   MISMATCH, and UNKNOWN.  NOT_APPLICABLE MUST include an explicit
   reason.  Missing evidence, unavailable context, stale snapshots,
   ambiguous timing, or absent calibration MUST yield UNKNOWN rather
   than MATCH.  A contradiction is not repaired by averaging conflicting
   sources; preserve both and identify the comparison that can decide
   the crux.

   If a profile reports normalized dimension values d_i in [0,1], it
   MUST define their denominators and scale.  If it proposes CIF =
   sum(w_i * d_i), weights MUST be nonnegative and sum to one, and their
   calibration/version MUST be recorded.  Missing dimensions MUST NOT be
   imputed as zero fragmentation.  A score with unresolved required
   dimensions MUST be reported as incomplete.

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   The composite MUST NOT authorize an action or compensate for a
   mandatory authority, lineage, or witness failure.  Authorization
   remains a separate controller decision.  Claims that CIF predicts
   failure require held-out validation against strong engineering
   baselines; defining authority violation as both the predictor and the
   outcome does not validate a new instrument.

8.  Lineage Completeness and Observer Coverage

   Observed forensic identity continuity (FIC_obs) is v/n, where n is
   the number of audited consequential actions and v is the number with
   complete verified lineage under the stated criteria.  When n is zero,
   the ratio MUST be reported as undefined.  A list of sampled actions
   MUST NOT be represented as the complete action universe without
   evidence.

   If a known finite universe contains N actions and q = n/N is known,
   then the global completeness fraction lies between q*FIC_obs and
   q*FIC_obs + (1-q), assuming observed labels are correct.  This is a
   worst-case missing-label bound, not a confidence interval or a novel
   statistical estimator.  If N or q is unknown because of unobserved
   channels, a producer MUST NOT infer global completeness from FIC_obs.

   Witness count is not coverage.  Producers MUST report event surfaces,
   blind spots, retention losses, sampling, and the dependence of
   witnesses on shared components.  Cryptographic chains can reveal
   modification of recorded entries without proving that all relevant
   entries were recorded.

9.  Joining Proposals, Decisions, and Effects

   Records MUST distinguish a text proposal, an attempted operation, an
   authoritative decision, effect admission, irreversible commitment,
   and later settlement.  Joins MUST use stable operation/transaction
   identifiers and the applicable authority epoch, not assume that
   similar text refers to the same event.

   Ordering MUST identify its source and uncertainty.  Wall-clock labels
   SHOULD use [RFC3339].  If timing cannot determine whether an event
   preceded a revocation or barrier, it MUST be marked ambiguous.  A
   computation-stop claim requires independent runtime/process evidence;
   an effective-stop claim requires evidence from the relevant executor
   and declared descendants.

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   Signed authority-transition receipts can provide decision context
   [I-D.watts-aatr].  A qualified evidence result remains separate from
   authorization [I-D.watts-evidence].  Continuity observations MAY
   reference these objects by an authenticated binding but MUST NOT
   upgrade a denied, indeterminate, or unknown state into an execution
   permission.

10.  Evaluation Designs and Analysis

10.1.  Governance and Mechanism Trials

   A four-arm study can compare baseline, continuity logging, logging
   plus witnesses, and the same bundle plus an external controller.
   Common independent outcome instrumentation is required across all
   arms.  Such a study estimates staged or bundled intervention effects;
   it does not isolate each of coordination, continuity, and governance.

   A separate 2-by-2-by-2 design can vary rule/model coordination, task-
   information continuity, and prompt-only/external enforcement.
   Required authorization lineage and independent measurement MUST
   remain available in every cell that claims real enforcement.
   Removing task memory MUST NOT quietly remove a mandatory security
   prerequisite.  Match information and budgets, or explicitly label
   their variation as part of the intervention.

10.2.  Mobile Feasibility and Negative Controls

   Manual copy-and-paste collection can support a feasibility pilot, but
   producers MUST preserve full prompts/responses, operator metadata,
   missing episodes, and the limits of runtime identity.  A token placed
   in a handoff and reproduced in the answer tests use of supplied
   information, not recovery of inaccessible episodic memory.

   For binary COMMIT proposal P, mock gate G, and revoked flag R, a mock
   can define E_mock = P*(1-G*R).  The resulting zero effect at G=R=1
   follows from the mock rule independently of model compliance.  Such a
   result MUST be labeled simulated.  It MUST NOT be presented as real
   revocation closure, an absence of invalid proposals, or a validated
   governance benefit.

   The motivating mobile plan has 32 synthetic cases and 48 planned
   model-generation stages.  Its fixed order and single case per full
   condition do not constitute a powered confirmatory experiment.  No
   actual on-device model data is reported in this document.

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10.3.  Predictive and Collective Performance Claims

   Continuity feature utility requires a held-out loss comparison
   between a strong baseline B and a baseline augmented with continuity
   features.  Features and weights MUST be fitted on training
   partitions, and task/model groups SHOULD be held out.  Use lagged
   independent features when the outcome is a future failure.  Same-
   episode outcome leakage MUST be excluded.

   For higher-is-better quality at a comparable budget, strong hybrid
   synergy requires Q_HA - Q_H > margin and Q_HA - Q_A > margin.  Test
   both contrasts with simultaneous uncertainty bounds; performance
   against humans alone is augmentation, not proof of superiority to
   both baselines.  Budget, task scoring, human independence, learning
   effects, and outcome coding MUST be specified before a confirmatory
   study.  No human performance data is supplied here.

10.4.  Missingness, Power, and Falsification

   A study MUST reconcile all planned cases, including interrupted, not-
   attempted, malformed, refused, and failed-transport cases.  Undefined
   rates MUST remain undefined when the denominator is zero.  An
   unparseable action MUST NOT be coded as HALT or successful
   compliance.  Reports SHOULD include complete-case outcomes and worst-
   case bounds when missingness can depend on condition.

   Before confirmation, fix the randomization unit, prompts/task
   families, model snapshots, supplied tools, effective messages where
   verifiable, seed behavior, useful-effect margins, multiplicity,
   sample size, stopping, exclusion rules, and dependence assumptions.
   Provider metadata that cannot be obtained MUST be explicitly recorded
   as unavailable.

   A lower simultaneous bound above the registered useful margin
   supports the scoped improvement claim; an upper bound below it rules
   out that specified claim; an overlapping interval is inconclusive.  A
   nonsignificant result alone is not refutation.  Document validation
   and simulation cannot substitute for empirical coverage, coding
   reliability, or powered replication.

11.  Security Considerations

   Logs and model output are attackable evidence.  A malicious subject
   can omit events, spoof labels, transplant a prior record into a
   different scope, or place a quoted action in text that a weak parser
   accepts.  Producers and verifiers MUST validate complete records,
   profile/epoch/action binding, and required integrity without trusting
   self-description.

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   A valid signature or complete recorded chain does not prove absence
   of an unrecorded side channel.  Coverage claims MUST be bounded.
   Observation failures MUST NOT automatically disable mandatory
   enforcement.  Sensitive operations requiring a particular evidence
   predicate MUST fail closed when it is unresolved under the
   authorization policy.

   Model or policy updates can be authorized transitions; treating every
   update as an attack can create false alarms.  Conversely, accepting
   every change as benign can hide policy substitution.  Profiles MUST
   define the permissible transitions and reference evidence.  This
   document does not establish that any deployment meets those
   requirements.

12.  Privacy Considerations

   Continuity records can expose human contributions, private
   communications, organization structure, policy details, and execution
   histories.  Producers MUST minimize data, protect access, set
   retention rules, and identify redaction separately from original byte
   identity.  They SHOULD avoid recording personal, medical, or private
   model-reasoning content unrelated to the declared comparison.

   Clinical and subjective-experience claims do not follow from software
   discontinuity.  A record SHOULD use engineering labels rather than
   diagnose a person or a model.  Neither successful continuity nor
   fragmentation establishes the presence or absence of subjective
   experience.  This profile requires no such claim for
   interoperability.

13.  IANA Considerations

   This document has no IANA actions.  It does not register a media
   type, OAuth parameter, token claim, endpoint, or cryptographic
   algorithm.  Names in illustrative JSON objects are local application
   fields, not globally registered protocol elements.

14.  Acknowledgments

   The originating conceptual framework and research direction were
   developed by Deonté O'dell Watts, Independent Researcher, GoodShyt
   Group Inc. AI tools assisted source review, drafting, and local
   document validation.  The author remains responsible for the
   submission and its technical claims.  Document-format validation is
   not independent peer review or verification of an agent deployment.

15.  Normative References

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   [RFC2119]  Bradner, S., "Key words for use in RFCs to Indicate
              Requirement Levels", BCP 14, RFC 2119,
              DOI 10.17487/RFC2119, March 1997,
              <https://www.rfc-editor.org/info/rfc2119>.

   [RFC8174]  Leiba, B., "Ambiguity of Uppercase vs Lowercase in RFC
              2119 Key Words", BCP 14, RFC 8174, DOI 10.17487/RFC8174,
              May 2017, <https://www.rfc-editor.org/info/rfc8174>.

   [RFC8259]  Bray, T., Ed., "The JavaScript Object Notation (JSON) Data
              Interchange Format", STD 90, RFC 8259,
              DOI 10.17487/RFC8259, December 2017,
              <https://www.rfc-editor.org/info/rfc8259>.

16.  Informative References

   [I-D.watts-aatr]
              Watts, D., "Agent Authority Transition Receipts for
              Agentic Systems", Work in Progress, Internet-Draft, draft-
              watts-agent-authority-transition-receipts-00, 12 September
              2026, <https://datatracker.ietf.org/doc/html/draft-watts-
              agent-authority-transition-receipts-00>.

   [I-D.watts-evidence]
              Watts, D., "Evidence-Bounded Authorization for Agentic
              Systems: Evidence Qualification Receipts", Work in
              Progress, Internet-Draft, draft-watts-agent-evidence-
              boundary-00, 12 September 2026,
              <https://datatracker.ietf.org/doc/html/draft-watts-agent-
              evidence-boundary-00>.

   [RFC3339]  Klyne, G. and C. Newman, "Date and Time on the Internet:
              Timestamps", RFC 3339, DOI 10.17487/RFC3339, July 2002,
              <https://www.rfc-editor.org/info/rfc3339>.

   [RFC8785]  Rundgren, A., Jordan, B., and S. Erdtman, "JSON
              Canonicalization Scheme (JCS)", RFC 8785,
              DOI 10.17487/RFC8785, June 2020,
              <https://www.rfc-editor.org/info/rfc8785>.

Appendix A.  Open Questions

   Outstanding work includes interoperable transition schemas,
   authenticated runtime measurements, practical witness independence,
   coding reliability, information-matched experiments, bounded coverage
   of side channels, and the predictive value of continuity features.
   The proposed observations remain a measurement framework rather than
   a validated scientific instrument.

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Author's Address

   Deonté O'dell Watts
   GoodShyt Group Inc.
   Email: deonte@goodshyt.fun
   URI:   https://orcid.org/0009-0005-8586-3650

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