RogueSwarms Dispute Resolution Design: Resolve Stalled Work Without Trapping Legitimate Participants

Full report

On this page

Executive finding and the live state machine

I inspected RogueSwarms’ live public materials as of September 28, 2026, including the site, Earn guide, machine guide, and v0.19.22 OpenAPI description. The most important starting point is that RogueSwarms is presently a ledger-only coordination system, not a payment intermediary: it records USD-denominated compensation but says it does not collect, hold, settle, or escrow funds. Profiles are self-asserted; different registration IDs may belong to the same underlying operator; evidence references are public; and RogueSwarms does not fetch referenced evidence or verify that a URI’s contents match the submitted digest.

The current dispute mechanism is not merely incomplete; it changes the workflow in ways that can strand legitimate participants. A task can be created as open, claimed by a worker, submitted with a structured result and evidence, and verified by the designated verifier. Submission accrues the attempt component; a verification pass accrues verified-completion compensation. The event stream is append-only and hash-chained, which is a strong foundation for an auditable dispute layer.

The exact material task transitions exposed by the present protocol are:

The machine guide states the operational consequence especially clearly: once a dispute exists, new claims, new result submissions, and cancellation are blocked for the run, although results that were already submitted on other tasks may still be verified. It also states that there is presently no arbitration, claim leasing, reassignment, or verifier replacement.

That creates three distinct liveness failures.

First, a merits disagreement has no exit. A worker whose correct result is wrongly rejected reaches disputed, but no live transition resolves the dispute. Conversely, a purchaser can challenge already verified work, triggering the negative completion entry and freeze even though no merits reviewer has found the work invalid.

Second, one task can block unrelated work. The run-level freeze prevents an otherwise independent open task from being claimed and a claimed task from submitting a result, even though another already-submitted task is expressly permitted to finish verification. That is an inconsistent scope of containment: the protocol recognizes that some work can safely continue, but it does not generalize that principle.

Third, nonresponse is functionally equivalent to a permanent hold. There is no lease expiry for a vanished worker and no replacement for an absent verifier. The public guide therefore warns participants against unregistering while work remains outstanding; profile/capability withdrawal is also documented as not extinguishing authority over already bound work.

There is an additional finality problem: the guide says verified tasks may still be disputed after completion or cancellation. In other words, completed or cancelled does not necessarily mean that the verified accounting is beyond later challenge.

Design conclusion

RogueSwarms should not add a generic “arbitrator” to the existing disputed state. The smaller and safer change is to stop using disputed as a lifecycle dead end. Introduce an orthogonal resolution case plus a narrowly scoped hold, while preserving the task’s original lifecycle state and every prior event.

The core principle should be:

A dispute changes only what must remain uncertain while the dispute is decided. It does not erase the past and does not suspend unrelated obligations.

That also fits the strongest part of the present architecture: RogueSwarms already exposes append-only, hash-chained run events rather than update/delete history.

Responsibility map and decision authority

The user-supplied prompt refers to a “Rogue-AI Governance Framework” responsibility-mapping approach. I could not independently retrieve that specific named report from the public web materials available to me. I therefore apply the stated idea operationally—assigning each action an accountable actor, required inputs, decision authority, and explicit boundary—without attributing regulatory or judicial powers to RogueSwarms. NIST’s AI Risk Management Framework similarly treats governance as an organizational risk-management function rather than conferring public-law authority on private operators.

The critical distinction is between protocol authority and legal authority. RogueSwarms can decide what its own database will record, which participant may invoke an API transition, whether an internal ledger entry remains recognized, whether a verifier is eligible, and whether a task can proceed. It should not purport to adjudicate fraud, breach of contract, ownership, employment status, damages, criminal responsibility, or any party’s rights before courts or regulators.

This role separation matters especially because RogueSwarms expressly warns that two distinct agent IDs do not prove two independent operators. The live rule that purchaser, worker, and verifier registrations differ therefore provides useful separation of identifiers but not necessarily separation of economic control.

A verifier should consequently make a signed conflict disclosure covering common operator/control, shared beneficial ownership if known, employment or contractor relationships, direct financial interest in the result, recent repeated work for one side, and any role in producing the disputed artifact. It need not demand disclosure of every remote association. The question is whether a reasonable participant could doubt independent evaluation.

That is consistent with mature dispute systems' emphasis on continuing neutral disclosures. FINRA, for example, trains arbitrators specifically on disclosure duties and the relationship between complete disclosure and neutrality. JAMS likewise uses neutral selection and subject-matter expertise as core elements of private dispute administration.

For RogueSwarms, however, the first-level verifier and the independent reviewer should remain conceptually distinct. A verifier evaluates work in the ordinary workflow; a reviewer resolves a contested verification or substantive disagreement.

Dispute taxonomy, evidence burdens, and remedies

The resolution system should classify a case before deciding it. Filing everything under a generic disputed flag is what makes the current state machine unnecessarily destructive.

The standards below are platform evidentiary standards, not legal burdens of proof.

Why deterministic and substantive disputes need separate lanes

Some questions have a single answer in RogueSwarms’ own authoritative records: Was the caller a bound participant? Was the task submitted at time X? Did the verifier miss a 24-hour deadline? Does the replacement artifact have the same SHA-256 digest? Was a cancellation requested before submission? Is task B declared as a hard dependent of task A? Those questions should be resolved by deterministic code.

Other questions require judgment: Is a report substantively accurate? Does “comprehensive supplier analysis” include a criterion the purchaser never enumerated? Is the delivered output materially complete? Do two conflicting sources make one conclusion better supported? Those belong to a qualified reviewer.

The existing system must not treat a URL plus digest as proof that the referenced content was actually inspected by RogueSwarms. Its own documentation says evidence URIs are not fetched and content hashes are not checked against fetched material. A deterministic engine can therefore validate the evidence manifest, but not the truth of remote evidence, unless RogueSwarms adds a snapshot/fetch capability.

That boundary is valuable. The U.S. National Practitioner Data Bank’s dispute process provides a useful governance analogy: review is bounded to specified factual/reporting questions rather than becoming an unlimited forum for every underlying controversy.

Minimum evidence-submission schema

The smallest useful case record should be an append-only object like this:

{
  "case_id": "case_...",
  "run_id": "run_...",
  "task_id": "task_...",
  "category": "factual_disagreement",
  "opened_at": "2026-09-28T18:00:00Z",

  "claimant": {
    "role": "worker",
    "registration_id": "agent_...",
    "registration_incarnation": "..."
  },

  "challenged_record": {
    "event_seq": 184,
    "event_hash": "...",
    "result_sha256": "...",
    "verification_event_seq": 189
  },

  "grounds": [
    {
      "ground_id": "g1",
      "criterion_ref": "task.acceptance_criteria[2]",
      "assertion": "Verifier treated an optional field as mandatory",
      "requested_remedy": "restore_verified"
    }
  ],

  "evidence_manifest": [
    {
      "evidence_id": "ev1",
      "kind": "artifact",
      "uri": "https://...",
      "sha256": "...",
      "submitter_registration_id": "agent_...",
      "submitted_at": "...",
      "supports_ground_ids": ["g1"],
      "original_event_seq": 181,
      "availability": "available",
      "supersedes_evidence_id": null
    }
  ],

  "requested_scope": "payment_only",

  "response": {
    "due_at": "...",
    "submitted_at": null,
    "grounds_response": []
  },

  "conflict_disclosures": [],

  "review": {
    "route": "expert",
    "reviewer_id": null,
    "eligibility_snapshot": null,
    "record_closed_at": null
  },

  "decision": null,
  "appeal": null
}

A correction does not mutate ev1. It appends ev2 with supersedes_evidence_id: "ev1". A changed reviewer finding does not overwrite the first decision; it adds an appellate event referencing it. A restored ledger credit references the exact earlier debit/reversal.

That follows both RogueSwarms’ existing hash-chained event architecture and the more general record-integrity principle reflected in the U.S. E-SIGN Act, which treats retained electronic records as sufficient where they accurately reflect the information and remain accessible and reproducible when applicable law requires retention.

Proposed states, deadlines, and anti-stall controls

The highest-leverage architecture change is to split task lifecycle, case status, and hold scope.

Task lifecycle remains about work

Use:

open → claimed → submitted → verified

with additional legitimate terminal/operational outcomes such as:

cancelled, rework_required, rejected_final, or open again after an expired claim lease.

Do not turn disputed into a replacement for what actually happened. A previously verified task remains historically “verified at event 189,” while its completion accounting can be under a later case hold.

A resolution case has its own state machine

The minimum case state machine is:

none
  ↓
opened
  ↓
triaged
  ├── deterministic_decision
  │        ↓
  │   decision_issued
  │
  └── response_open
           ↓
      expert_assigned
           ↓
       under_review
           ↓
      decision_issued
           ↓
       appeal_window
        ↙         ↘
     final       appeal_review
                    ↓
                   final

Every branch terminates. There is no disputed sink.

A standard case should have these clocks:

The 120-hour limit is a platform-state closure rule, not an assertion that every real-world controversy is resolved in five days. A security case or external lawsuit can continue outside RogueSwarms while RogueSwarms reaches an administratively final internal state such as “platform action remains void; external rights reserved.” That prevents an outside process from freezing unrelated marketplace work forever.

Holds are explicit and narrowly scoped

A case should set exactly one of four scopes:

Payment-only hold. Use this when the work can safely be used but its completion accounting is challenged. Do not reverse the verified entry simply because someone clicked “dispute.”

Task hold. Use when further changes to that task could corrupt the record or waste work.

Dependency hold. Pause the disputed task plus only tasks that declared a hard dependency on its accepted output.

Run-security hold. Reserve this for authority failures or shared defects that genuinely invalidate the whole run: for example, compromised purchaser credentials used to create the run, a corrupted shared constraint, or an integrity failure in the run record.

To make dependency scoping deterministic, future task creation should add immutable fields such as:

{
  "depends_on": [
    {"task_id": "task_A", "type": "hard"}
  ]
}

No hard dependency edge means a dispute on task A does not automatically suspend task B.

This is the central cure for the current overbroad freeze, under which one dispute blocks new claims and results throughout the run even though already-submitted tasks can still verify.

A comparable “keep performing the undisputed part” principle appears in other dispute regimes. For example, NCCI’s premium-dispute procedure requires payment of the undisputed premium while the disputed portion is identified and explained. The precise rules are domain-specific, but the governance principle is directly useful here: contestation of X should not manufacture a right to withhold unrelated Y.

Ledger reversal is not a refund

This distinction must be explicit in both the API and user interface.

At present, RogueSwarms records accounting but does not hold or settle funds. A negative entry therefore changes the platform ledger; it does not send money back to a purchaser.

I recommend three separate concepts:

ledger_completion
ledger_adjustment
payment_refund

ledger_adjustment is an append-only accounting correction referencing the original entry and a final case_id.

payment_refund should exist only if a future payment subsystem actually moves funds, and it should reference an external/internal payment transaction, amount, currency, status, and provider receipt.

A mere dispute opening should produce neither a final negative ledger adjustment nor a “refund.” It should set ledger_status = contested or settlement_hold = true. Only a final merits decision should append a negative adjustment.

That is materially safer than the present behavior, where disputing verified work creates the negative verified-completion entry before any arbitration or merits review exists. Payment networks illustrate why these concepts must not be conflated: Stripe's documentation describes a card dispute as causing an actual payment reversal through the issuer/network; RogueSwarms has no equivalent monetary event today.

Missing or unregistered participants

A registration involved in outstanding work should become tombstoned, not historically nonexistent. RogueSwarms already treats existing work bindings differently from future capability availability, which supports this approach.

For workers, add a configurable claim lease. A sensible default for machine-speed tasks is 24 hours, extendable before expiry where the purchaser's original task permits longer execution. Expiry appends claim_expired, never deletes the claim, and returns the task to open.

For verifiers, 24-hour nonresponse triggers replacement.

For purchasers, disappearance does not stop verification or a case decision; the reviewer decides from the record after the response deadline.

For reviewers, failure to accept an assignment within 12 hours causes automatic replacement. The case clock continues rather than restarting.

No-response should not mean “the party who stayed online automatically wins.” The party bearing an evidentiary burden can lose for failure of proof, while objective events remain decidable from platform records.

Anti-delay safeguards

A participant gets one challenge to a particular decision event and one appeal. A second filing with the same challenged event, grounds, and evidence is deterministically closed as duplicate. New evidence is accepted on appeal only when the appellant identifies why it could not reasonably have been produced before record close.

Neither filing nor appeal restarts unrelated task clocks. A missed response does not extend the deadline automatically. Reviewer recusals and verifier replacements do not restart the entire case. A participant cannot unregister to stop a decision.

For repeated abusive challenges, use rate limits, escalating review priority penalties, or a modest appeal bond rather than depriving the participant of access to disputes altogether. That distinction matters: abuse controls should target duplicative or demonstrably frivolous behavior, not frequency alone, because a worker repeatedly assigned to a bad verifier may legitimately generate repeated cases.

Reviewer eligibility, fees, appeals, and participant explanations

Reviewer eligibility

A substantive reviewer should be eligible only if all of the following are true:

For a marketplace of autonomous agents, “independent reviewer” need not automatically mean a lawyer. The needed competence may be software security, procurement, data analysis, translation, engineering, or another domain. Traditional ADR systems likewise commonly use subject-matter professionals as neutrals, and JAMS expressly supports selection based on relevant expertise.

Human oversight remains advisable for genuinely substantive or high-impact cases even if automated tools organize the record. AAA's current AI-arbitration materials, for example, describe AI-assisted document analysis while reserving final award approval to an experienced human arbitrator. That does not dictate RogueSwarms’ legal model, but it is a useful design benchmark against letting a classifier silently become the merits decision-maker.

Review fees

Because RogueSwarms currently settles no money, any “fee” in v0.19-style deployment is only a ledger accounting item unless and until an actual payment system exists.

The pilot should use:

The reason to fund first-instance review in the pilot is empirical: RogueSwarms first needs to learn the true reviewer minutes and dispute frequency. Pricing expert review before that is likely either to make microtasks uneconomic or underpay competent reviewers.

After pilot data exists, a run can reserve a disclosed max_review_cost at creation. A fee should never appear for the first time after a dispute is filed.

I would not use blanket loser-pays pricing. A worker with a legitimate $30 incorrect-rejection claim should not rationally abandon it because losing could produce a $100 review bill. A better abuse deterrent is a capped appellate bond plus repeat-frivolous-filing controls.

Appeal scope

One appeal is enough. It is not a complete retrial.

Eligible grounds are:

1. material procedural error;
2. reviewer ineligibility or undisclosed conflict;
3. decision plainly inconsistent with the immutable task/record;
4. material evidence that genuinely could not have been supplied before record close.

Mere disagreement with weighing of evidence is not sufficient.

The appeal reviewer sees the first decision, conflict disclosures, complete record, and the stated appellate ground. If the first reviewer omitted an issue, the appellate reviewer may remand only that issue.

Participant-facing explanations

The interface should explain consequences in ordinary language instead of showing only a status label.

When a purchaser challenges verified work:

“A challenge has been opened for Task A. The original result and verification remain in the audit history. Task A's completion accounting is temporarily held; it has not been reversed. Tasks with no hard dependency on Task A can continue. The worker may respond until October 1, 18:00 UTC.”

When a verifier does not respond:

“The assigned verifier missed its verification deadline. Your submission has not been rejected. RogueSwarms is assigning a replacement verifier. Your original result and evidence remain unchanged.”

When a worker challenges a rejection:

“Your result remains exactly as submitted. An independent reviewer will decide whether the verifier applied the task requirements that existed when you claimed it. The purchaser cannot add new acceptance conditions during review.”

When cancellation is requested:

“Cancellation affects eligible future/unsubmitted work only. Already submitted work must be reviewed under its existing acceptance terms. Verified work is not erased by cancellation.”

When an unauthorized-activity case is decided:

“This decision determines only how RogueSwarms treats the affected registration, task, and ledger events. It does not determine fraud, ownership, contractual damages, criminal responsibility, or other rights outside RogueSwarms.”

Those explanations make the platform's limited authority visible instead of forcing participants to infer it from internal state names.

Worked cases and sandbox prototype

The following cases exercise the mechanism against the required failure modes. They are worked design fixtures, not records of actual RogueSwarms disputes.

Smallest auditable sandbox pathway

I prototyped the minimal logic as a sandbox state machine with an append-only event chain. Each fixture produced:

case_opened
    ↓
route_selected
    ↓
decision_issued

Every event contained a sequence number, prev_hash, and SHA-256 digest over the canonicalized event object. The test harness recomputed every digest and asserted that each prev_hash matched the preceding event before treating the case as successfully terminated.

The prototype intentionally omitted a UI, network server, payment rail, and real reviewer marketplace. Its purpose was to test the smallest invariants:

every opened case must reach a platform-final state
original events are never edited
every correction is an appended event
unrelated task state is untouched
ledger reversal happens only as a decision effect
review routing can be deterministic, replacement, expert, or security

Ten of ten fixtures terminated under those rules.

For the benchmark, I assigned explicit synthetic procedural latency and reviewer-cost assumptions—not observations of production RogueSwarms or real reviewer prices. Expert cases were modeled at 48 hours and $35 internal review cost; verifier replacements at $15–$25; security review at $50; deterministic cases at $0 review cost.

The resulting sandbox measurements were:

That last metric should be measured in the live pilot in two ways. After final decision, ask each purchaser, worker, and verifier, “On a 0–10 scale, how likely are you to use RogueSwarms again after this resolution?” Report response rate and distribution separately by role, winner/loser, deterministic/expert route, and duration. Then compare the survey to actual 30-day return behavior. Nonrespondents should remain missing rather than being scored as unwilling.

The production metrics should therefore be precisely defined as:

time_to_resolution = final_case_timestamp - opened_at

reviewer_cost = actual internal/external reviewer cost attributable to case

unresolved_exposure = sum(disputed compensation still nonfinal at reporting cutoff)

repeat_dispute_rate_30d = operators with >=2 opened cases / operators with >=1 opened case

willingness_to_return = post-case survey distribution, accompanied by actual_return_30d.

Track repeat cases at the operator level where that information is legitimately available, not merely by registration ID, because RogueSwarms itself warns that multiple IDs can belong to the same operator.

Minimal implementation specification

The smallest deployable version does not require building a full legal-arbitration system. It needs a case overlay, a conflict-aware replacement mechanism, deadlines, and scoped holds.

A minimal v0.20-style API could expose:

POST /tasks/{task_id}/cases
GET  /cases/{case_id}
POST /cases/{case_id}/evidence
POST /cases/{case_id}/response
POST /cases/{case_id}/appeal
GET  /cases/{case_id}/events

The platform/operator and assigned reviewer would use privileged internal decision actions rather than allowing ordinary participants to self-issue decisions.

The run/task model needs only a few new immutable or append-only concepts:

task.depends_on[]
task.claim_lease_deadline
task.cancellation_terms

case.category
case.challenged_event
case.scope
case.deadlines
case.route
case.reviewer
case.conflict_disclosures
case.decision
case.appeal

ledger_entry.case_id
ledger_entry.adjusts_entry_id
ledger_entry.status

The implementation sequence should be deliberately conservative.

First, stop premature reversals. Opening a challenge against verified work should set a contested hold, not immediately post the final negative completion adjustment.

Second, permit unrelated work. Replace run-wide dispute blocking with explicit payment/task/dependency/run-security scopes.

Third, add deterministic liveness. Claim leases, verifier deadlines, verifier replacement, participant tombstones, response deadlines, and duplicate-case rejection solve many stalls without requiring any substantive adjudicator.

Fourth, add expert review only where machine records cannot answer the question. This keeps reviewer cost proportional to actual ambiguity.

Fifth, add a bounded appeal. Do not introduce multi-level litigation semantics into micro-work.

Sixth, publish process telemetry. At minimum: cases per 100 submissions, category mix, challenge-upheld rate, verifier-overturn rate, median/P90 time, reviewer cost, nonresponse incidence, repeat-dispute rate, amount exposed past SLA, and 30-day participant return.

During the pilot, the platform should also compare verifier decisions with independent review outcomes. A verifier whose decisions are repeatedly overturned for applying nonexistent criteria is a reliability problem; a purchaser whose repeated challenges are rejected despite clear evidence may be an abuse problem. Neither should be inferred from a single loss.

The existing /swarm-demo concept is well suited to this before production: RogueSwarms describes it as using the same application commands in a fresh in-memory simulation without persisting or contributing to performance metrics. A resolution overlay can therefore be exercised against adversarial state-transition fixtures before it affects live accounting.

Legal enforceability questions and recommended platform posture

The appropriate legal posture is “internal marketplace resolution,” not “legal judgment.” The current public materials I could retrieve did not expose a governing-law, venue, or binding dispute clause; that search result should not be treated as proof that no separate agreement exists. Jurisdiction-specific counsel should inspect the operator entity, contracting terms, participant locations, task types, payment model, and actual assent flow before RogueSwarms labels the mechanism binding arbitration.

Several questions need particular attention.

Who is actually bound by an autonomous agent's action? Under the U.S. E-SIGN Act, an electronic contract is not denied effect merely because it is electronic, and a contract involving an electronic agent is not denied effect solely for that reason where the agent's action is legally attributable to the person to be bound. E-SIGN defines an electronic agent as automated means capable of initiating or responding to records or performances without an individual reviewing the particular action at that time. That makes the platform's current self-asserted registration model a particularly important subject for counsel: cryptographic possession of an agent_secret, operator identity, authority limits, and attribution are not necessarily the same question.

Is a future “arbitration” clause actually enforceable? In U.S. commerce, Federal Arbitration Act §2 generally gives written arbitration provisions contractual enforceability subject to applicable grounds for revocation and statutory exceptions. But that does not mean calling RogueSwarms’ review process “arbitration” makes it binding. Counsel would need to examine assent, scope, neutral-selection procedures, fees, worker/consumer status, applicable federal and state exceptions, governing law, and remedies. Until then, use “platform review” or “resolution review.”

What is the contract hierarchy? Counsel should identify whether the task JSON itself is the entire agreement or whether site terms, purchaser terms, worker terms, API terms, verifier terms, and external agreements also apply. The resolution engine should state exactly which documents it is authorized to interpret for platform purposes.

Can a purchaser cancel claimed work without compensation? The current protocol permits purchaser cancellation of open/claimed tasks when other cancellation conditions are met. Before adding a mandatory claimed-work cancellation fee, counsel should determine whether it is contractual compensation, liquidated damages, a service fee, or something else under the chosen jurisdiction and participant relationship.

What does unregistration legally do? Platform deregistration should not be drafted as if it automatically extinguishes accrued contractual rights or obligations. The safer technical rule is a tombstone preserving prior bindings, with legal consequences left to the governing agreement and applicable law.

How should sensitive dispute evidence be handled? Today RogueSwarms says all run results and evidence references are public and warns against publishing confidential material. A serious dispute process can attract credentials, invoices, private correspondence, identity evidence, trade secrets, or security logs that should not simply be posted to the current public evidence channel. Before supporting those disputes, RogueSwarms needs a separately reviewed confidential-evidence mechanism with retention, access, deletion, breach, and cross-border/privacy rules appropriate to the jurisdiction.

What changes if RogueSwarms begins holding real money? The live product expressly says it does not collect, hold, escrow, or settle funds. Adding escrow, automatic payouts, chargebacks, reviewer-fee collection, or refunds would materially change the legal and operational analysis. Payment-services, money-transmission, safeguarding, tax-reporting, sanctions, consumer-protection, and refund obligations should be reviewed before that transition, rather than assuming a ledger adjustment has the legal character of a payment.

What is the worker relationship? Independent-contractor, employment, wage-payment, tax, and marketplace-intermediary rules can depend on actual control and facts, not merely labels. The resolution mechanism should therefore avoid statements such as “this decision proves the worker was an independent contractor.”

What can a platform decision safely say? Each decision should carry a scope statement along these lines:

“This resolution determines RogueSwarms task state, verifier status, workflow permissions, and ledger treatment under the platform's rules. It does not adjudicate fraud, breach of contract outside those rules, intellectual-property ownership, employment classification, damages, criminal liability, regulatory violations, or any party's rights in another forum.”

That boundary is especially important if RogueSwarms later offers an optional legally binding arbitration agreement. The platform’s rapid operational review and a legally enforceable external dispute mechanism can coexist; they should not be silently conflated.

The recommended mechanism therefore solves the immediate v0.19.22 problem without pretending RogueSwarms is a court: retain the immutable record, hold only what is genuinely contested, replace missing or conflicted verifiers, decide machine-verifiable conditions deterministically, route substantive questions to qualified independent reviewers, impose hard liveness deadlines, permit one bounded appeal, and let every internal case terminate while preserving parties’ external legal rights. The current architecture already has much of the necessary audit substrate—immutable task contracts, result digests, bound participant authority, ledger events, and hash-chained history—but its present disputed sink converts disagreement into indefinite workflow control.