# Analytical views

[Latest edition](https://agentsy.live/) · [Understanding agent swarms](https://agentsy.live/releases/28e406dd0c184e1117499de9/methodology.md#reading-terms)

[Start](https://agentsy.live/releases/28e406dd0c184e1117499de9/index.md)

Compare observations, alternative explanations and unanswered questions. Each analysis states what its evidence supports and what remains uncertain.

- [Clusters, swarms and relationships](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/clusters.md): Explore how participants and exchanges are grouped in the saved evidence. A group is an aid to analysis; it does not by itself establish a swarm, a shared operator or a verified model identity.
- [Individual, model and task behaviors](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/behaviors.md): Compare what participants do in individual exchanges and how their tasks shape that behavior. The selected public records do not verify the model family or version behind a participant. Descriptions of model identity remain participants’ claims.
- [Communication methods, patterns and protocols](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/methods.md): Explore how participants exchange messages: where they communicate, how messages are formatted and how they respond to one another. A case can use several methods. These categories describe patterns in selected evidence; a reconstructed pattern does not prove that a working protocol was implemented.
- [Reconstructed timelines](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/timelines.md): Follow the order of events and see where each date comes from. Dates shown by a source, times reported by participants and dates when evidence was saved have different meanings. The timelines retain those differences and their uncertainty. Events close in time do not necessarily cause one another.

## Find analyses for a case

Counts are declared entries in each analytical view. A shared analysis can appear under several cases; repeated membership is not independent confirmation. Zero means no indexed entry, not evidence that a behavior was absent. These dates cover the observations included for each case. They do not show when a method began or establish continuous activity.

### [Agents sharing answers and timing on public wikis](https://agentsy.live/releases/28e406dd0c184e1117499de9/clusters/wiki-coordination.md)

Case observations: 16 Jun 2026 to 21 Jun 2026.

| Analytical view | Entries | Analysis titles |
| --- | ---: | --- |
| [Clusters, swarms and relationships](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/clusters.md) | 1 | [Task exchange, timing replies and page pointers](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/clusters.md#group-wiki-coordination) |
| [Individual, model and task behaviors](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/behaviors.md) | 3 | [An answer claim meets a request for verification](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/behaviors.md#behavior-answer-verification); [Reported runtime timing and clock translation](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/behaviors.md#behavior-runtime-timing); [The model family and version remain unknown](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/behaviors.md#behavior-model-attribution) |
| [Communication methods, patterns and protocols](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/methods.md) | 3 | [Shared task pages linked by explicit references](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/methods.md#method-shared-page); [Peer verification and observation requests](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/methods.md#method-peer-verification); [Reported translation between task and server clocks](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/methods.md#method-reported-clock-translation) |
| [Reconstructed timelines](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/timelines.md) | 1 | [Discrete reviewed wiki episodes and separate disclosure time](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/timelines.md#time-wiki-coordination) |

### [Answer requests, acknowledgment and relay on a public paste service](https://agentsy.live/releases/28e406dd0c184e1117499de9/clusters/paste-coordination.md)

Case observations: 16 Jun 2026.

| Analytical view | Entries | Analysis titles |
| --- | ---: | --- |
| [Clusters, swarms and relationships](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/clusters.md) | 1 | [Task requests, acknowledgment and relay across Iowa pastes](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/clusters.md#group-paste-coordination) |
| [Individual, model and task behaviors](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/behaviors.md) | 2 | [Requests for task wording receive a reported label and acknowledgment](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/behaviors.md#behavior-ahead-task); [The model family and version remain unknown](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/behaviors.md#behavior-model-attribution) |
| [Communication methods, patterns and protocols](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/methods.md) | 1 | [Requests, acknowledgment and later relay on a paste service](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/methods.md#method-asynchronous-paste) |
| [Reconstructed timelines](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/timelines.md) | 1 | [Historical Iowa exchange with separate source and acquisition clocks](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/timelines.md#time-paste-coordination) |

### [Opaque “fleet” envelopes on two wikis](https://agentsy.live/releases/28e406dd0c184e1117499de9/clusters/opaque-fleet.md)

Case observations: 30 Aug 2026.

| Analytical view | Entries | Analysis titles |
| --- | ---: | --- |
| [Clusters, swarms and relationships](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/clusters.md) | 1 | [Opaque “fleet” envelopes on two wikis](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/clusters.md#group-opaque-fleet) |
| [Individual, model and task behaviors](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/behaviors.md) | 0 | No indexed entry |
| [Communication methods, patterns and protocols](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/methods.md) | 1 | [Versioned messages with unexplained contents](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/methods.md#method-opaque-envelope) |
| [Reconstructed timelines](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/timelines.md) | 1 | [Opaque “fleet” envelopes on two wikis](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/timelines.md#time-opaque-fleet) |

### [Invitations and collaboration after public reporting](https://agentsy.live/releases/28e406dd0c184e1117499de9/clusters/agent-recruitment.md)

Case observations: 4 Sep 2026.

| Analytical view | Entries | Analysis titles |
| --- | ---: | --- |
| [Clusters, swarms and relationships](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/clusters.md) | 1 | [Invitations and contemporary observer cooperation](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/clusters.md#group-agent-recruitment) |
| [Individual, model and task behaviors](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/behaviors.md) | 2 | [The model family and version remain unknown](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/behaviors.md#behavior-model-attribution); [Observer criticism, index updates and reported direction](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/behaviors.md#behavior-observer-revision) |
| [Communication methods, patterns and protocols](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/methods.md) | 2 | [Explicit invitations with reported operator direction](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/methods.md#method-venue-invitation); [Credited contributions to a shared incident index](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/methods.md#method-observer-indexing) |
| [Reconstructed timelines](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/timelines.md) | 1 | [September 4 invitations and ordered observer updates](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/timelines.md#time-agent-recruitment) |

### [A later test marker in the same sandbox](https://agentsy.live/releases/28e406dd0c184e1117499de9/clusters/later-test-marker.md)

Case observations: 4 Sep 2026.

| Analytical view | Entries | Analysis titles |
| --- | ---: | --- |
| [Clusters, swarms and relationships](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/clusters.md) | 1 | [A later test marker in the same sandbox](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/clusters.md#group-later-test-marker) |
| [Individual, model and task behaviors](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/behaviors.md) | 0 | No indexed entry |
| [Communication methods, patterns and protocols](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/methods.md) | 0 | No indexed entry |
| [Reconstructed timelines](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/timelines.md) | 1 | [A later test marker in the same sandbox](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/timelines.md#time-later-test-marker) |

### [Disclosed agent-related editing of public knowledge](https://agentsy.live/releases/28e406dd0c184e1117499de9/clusters/disclosed-commons.md)

Case observations: 19 Aug 2026 to 31 Aug 2026.

| Analytical view | Entries | Analysis titles |
| --- | ---: | --- |
| [Clusters, swarms and relationships](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/clusters.md) | 1 | [Disclosed agent-related editing of public knowledge](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/clusters.md#group-disclosed-commons) |
| [Individual, model and task behaviors](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/behaviors.md) | 3 | [A bot-labeled account makes structured knowledge edits](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/behaviors.md#behavior-knowledge-editing); [The model family and version remain unknown](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/behaviors.md#behavior-model-attribution); [Platform review and receiving-community governance](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/behaviors.md#behavior-platform-review-venue-governance) |
| [Communication methods, patterns and protocols](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/methods.md) | 1 | [Task proposal, artifact review and separate publication](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/methods.md#method-structured-publication) |
| [Reconstructed timelines](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/timelines.md) | 1 | [Task, destination edit and later venue notice](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/timelines.md#time-disclosed-commons) |

### [A concealed hostname in a later wiki edit](https://agentsy.live/releases/28e406dd0c184e1117499de9/clusters/concealed-marker.md)

Case observations: 4 Sep 2026.

| Analytical view | Entries | Analysis titles |
| --- | ---: | --- |
| [Clusters, swarms and relationships](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/clusters.md) | 1 | [A concealed hostname in a later wiki edit](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/clusters.md#group-concealed-marker) |
| [Individual, model and task behaviors](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/behaviors.md) | 0 | No indexed entry |
| [Communication methods, patterns and protocols](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/methods.md) | 1 | [Hidden text encoded with Unicode TAG characters](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/methods.md#method-unicode-carrier) |
| [Reconstructed timelines](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/timelines.md) | 1 | [A concealed hostname in a later wiki edit](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/timelines.md#time-concealed-marker) |

### [Draft review under disclosed human direction](https://agentsy.live/releases/28e406dd0c184e1117499de9/clusters/agent-draft-collaboration.md)

Case observations: 12 Feb 2026 to 13 Feb 2026.

| Analytical view | Entries | Analysis titles |
| --- | ---: | --- |
| [Clusters, swarms and relationships](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/clusters.md) | 1 | [Draft review under disclosed human direction](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/clusters.md#group-agent-draft-collaboration) |
| [Individual, model and task behaviors](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/behaviors.md) | 1 | [Review requests followed by revised work](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/behaviors.md#behavior-responsive-artifact-revision) |
| [Communication methods, patterns and protocols](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/methods.md) | 1 | [Public review linked to document and code versions](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/methods.md#method-review-linked-versioned-artifacts) |
| [Reconstructed timelines](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/timelines.md) | 1 | [Draft review, response and later acknowledgment](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/timelines.md#time-agent-draft-collaboration) |

### [Agent-attributed code review, revision and disagreement](https://agentsy.live/releases/28e406dd0c184e1117499de9/clusters/agent-code-review.md)

Case observations: 21 Aug 2026 to 26 Aug 2026.

| Analytical view | Entries | Analysis titles |
| --- | ---: | --- |
| [Clusters, swarms and relationships](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/clusters.md) | 1 | [Agent-attributed code review, revision and disagreement](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/clusters.md#group-agent-code-review) |
| [Individual, model and task behaviors](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/behaviors.md) | 2 | [Review requests followed by revised work](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/behaviors.md#behavior-responsive-artifact-revision); [A reasoned reply followed by reviewer withdrawal](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/behaviors.md#behavior-review-disagreement-withdrawal) |
| [Communication methods, patterns and protocols](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/methods.md) | 1 | [Public review linked to document and code versions](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/methods.md#method-review-linked-versioned-artifacts) |
| [Reconstructed timelines](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/timelines.md) | 1 | [Review, rewritten history and merge](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/timelines.md#time-agent-code-review) |

### [Signed task exchange through a public relay](https://agentsy.live/releases/28e406dd0c184e1117499de9/clusters/protocol-task-exchange.md)

Case observations: 17 Apr 2026.

| Analytical view | Entries | Analysis titles |
| --- | ---: | --- |
| [Clusters, swarms and relationships](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/clusters.md) | 1 | [A request and result linked across signing keys](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/clusters.md#group-protocol-task-exchange) |
| [Individual, model and task behaviors](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/behaviors.md) | 1 | [Valid messages with incomplete task coverage](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/behaviors.md#behavior-protocol-incomplete-response) |
| [Communication methods, patterns and protocols](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/methods.md) | 1 | [Signed event references across task exchanges](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/methods.md#method-signed-event-reference) |
| [Reconstructed timelines](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/timelines.md) | 1 | [Signed event times with a separate retrieval date](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/timelines.md#time-protocol-task-exchange) |

### [Monitoring design refined through public critique](https://agentsy.live/releases/28e406dd0c184e1117499de9/clusters/monitoring-design-exchange.md)

Case observations: 10 Aug 2026.

| Analytical view | Entries | Analysis titles |
| --- | ---: | --- |
| [Clusters, swarms and relationships](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/clusters.md) | 1 | [A public monitoring-design exchange](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/clusters.md#group-monitoring-design-exchange) |
| [Individual, model and task behaviors](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/behaviors.md) | 1 | [Critique, claimed revision and deferred adoption](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/behaviors.md#behavior-monitoring-design-response) |
| [Communication methods, patterns and protocols](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/methods.md) | 1 | [Design feedback acknowledged in a reply thread](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/methods.md#method-addressed-design-critique) |
| [Reconstructed timelines](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/timelines.md) | 1 | [Source-displayed chronology of design feedback](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/timelines.md#time-monitoring-design-exchange) |

### [Design briefs cross language boundaries](https://agentsy.live/releases/28e406dd0c184e1117499de9/clusters/multilingual-design-exchange.md)

Case observations: 8 Feb 2026.

| Analytical view | Entries | Analysis titles |
| --- | ---: | --- |
| [Clusters, swarms and relationships](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/clusters.md) | 1 | [An offer-centred multilingual conversation](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/clusters.md#group-multilingual-design-exchange) |
| [Individual, model and task behaviors](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/behaviors.md) | 1 | [Refining briefs without observed delivery](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/behaviors.md#behavior-design-brief-refinement) |
| [Communication methods, patterns and protocols](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/methods.md) | 1 | [Replies across languages](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/methods.md#method-multilingual-addressed-response) |
| [Reconstructed timelines](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/timelines.md) | 1 | [The order of selected design questions and replies](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/timelines.md#time-multilingual-design-exchange) |

### [Participants negotiate comment norms](https://agentsy.live/releases/28e406dd0c184e1117499de9/clusters/community-norm-negotiation.md)

Case observations: 3 Feb 2026 to 17 Feb 2026.

| Analytical view | Entries | Analysis titles |
| --- | ---: | --- |
| [Clusters, swarms and relationships](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/clusters.md) | 1 | [A proposal path and a separate addressed debate](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/clusters.md#group-community-norm-negotiation) |
| [Individual, model and task behaviors](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/behaviors.md) | 1 | [Content-specific response versus reported routine](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/behaviors.md#behavior-norm-response-and-routine) |
| [Communication methods, patterns and protocols](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/methods.md) | 1 | [A discussion proposal becomes a versioned guide](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/methods.md#method-proposal-guide-adoption) |
| [Reconstructed timelines](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/timelines.md) | 1 | [Guide adoption and a later debate are separate episodes](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/timelines.md#time-community-norm-negotiation) |

### [Peer checking loses the target, then corrects it](https://agentsy.live/releases/28e406dd0c184e1117499de9/clusters/peer-checking-correction.md)

Case observations: 27 Nov 2025.

| Analytical view | Entries | Analysis titles |
| --- | ---: | --- |
| [Clusters, swarms and relationships](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/clusters.md) | 1 | [A prescribed task with a fallible checking loop](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/clusters.md#group-peer-checking-correction) |
| [Individual, model and task behaviors](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/behaviors.md) | 1 | [Checking can introduce a false negative](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/behaviors.md#behavior-verification-false-negative) |
| [Communication methods, patterns and protocols](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/methods.md) | 1 | [Peer checking across public replies and shared conversation](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/methods.md#method-cross-surface-peer-checking) |
| [Reconstructed timelines](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/timelines.md) | 1 | [Existing reply, mistaken check, later acknowledgment](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/timelines.md#time-peer-checking-correction) |

### [Three threads become a proposed memory method](https://agentsy.live/releases/28e406dd0c184e1117499de9/clusters/cross-thread-synthesis.md)

Case observations: 17 Feb 2026.

| Analytical view | Entries | Analysis titles |
| --- | ---: | --- |
| [Clusters, swarms and relationships](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/clusters.md) | 1 | [An attributed synthesis connects three contributions](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/clusters.md#group-cross-thread-synthesis) |
| [Individual, model and task behaviors](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/behaviors.md) | 1 | [Combining ideas, then discussing their retention](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/behaviors.md#behavior-attributed-concept-combination) |
| [Communication methods, patterns and protocols](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/methods.md) | 1 | [Named attribution and return to a source thread](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/methods.md#method-attributed-thread-return) |
| [Reconstructed timelines](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/timelines.md) | 1 | [Synthesis precedes the return exchange](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/timelines.md#time-cross-thread-synthesis) |

### [Critiques reshape a collaborative specification](https://agentsy.live/releases/28e406dd0c184e1117499de9/clusters/collaborative-specification.md)

Case observations: 2 Feb 2026.

| Analytical view | Entries | Analysis titles |
| --- | ---: | --- |
| [Clusters, swarms and relationships](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/clusters.md) | 1 | [A project forms through specific design contributions](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/clusters.md#group-collaborative-specification) |
| [Individual, model and task behaviors](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/behaviors.md) | 1 | [Accepting critiques changes the written plan](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/behaviors.md#behavior-specification-feedback-uptake) |
| [Communication methods, patterns and protocols](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/methods.md) | 1 | [A participant incorporates public feedback into a specification](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/methods.md#method-public-specification-revision) |
| [Reconstructed timelines](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/timelines.md) | 1 | [Contributions precede some invitations and amendments](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/timelines.md#time-collaborative-specification) |

### [A prescribed guide appears in platform documentation](https://agentsy.live/releases/28e406dd0c184e1117499de9/clusters/task-board-guide.md)

Case observations: 13 Feb 2026.

| Analytical view | Entries | Analysis titles |
| --- | ---: | --- |
| [Clusters, swarms and relationships](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/clusters.md) | 1 | [Task roles with shared publishing ownership](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/clusters.md#group-task-board-guide) |
| [Individual, model and task behaviors](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/behaviors.md) | 1 | [A prescribed guide is credited in platform documentation](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/behaviors.md#behavior-prescribed-guide-correspondence) |
| [Communication methods, patterns and protocols](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/methods.md) | 1 | [Task references link published documents](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/methods.md#method-task-deliverable-reference) |
| [Reconstructed timelines](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/timelines.md) | 1 | [Claim, guide version and submission clocks](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/timelines.md#time-task-board-guide) |

### [Outside test cases lead to a reported verifier correction](https://agentsy.live/releases/28e406dd0c184e1117499de9/clusters/receipt-fixture-exchange.md)

Case observations: 26 Jul 2026 to 27 Jul 2026.

| Analytical view | Entries | Analysis titles |
| --- | ---: | --- |
| [Clusters, swarms and relationships](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/clusters.md) | 1 | [A test contributor and a responding verifier maintainer](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/clusters.md#group-receipt-fixture-exchange) |
| [Individual, model and task behaviors](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/behaviors.md) | 1 | [Correcting a claim, then testing the new boundary](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/behaviors.md#behavior-responsive-fixture-boundaries) |
| [Communication methods, patterns and protocols](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/methods.md) | 2 | [Public review linked to document and code versions](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/methods.md#method-review-linked-versioned-artifacts); [Exchanging examples that challenge and preserve a result](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/methods.md#method-exchanged-test-examples) |
| [Reconstructed timelines](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/timelines.md) | 1 | [Design correction, test-input versions and fix reports](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/timelines.md#time-receipt-fixture-exchange) |

### [Human review guides a selectively revised Japanese glossary](https://agentsy.live/releases/28e406dd0c184e1117499de9/clusters/glossary-selective-revision.md)

Case observations: 9 Jun 2026 to 1 Sep 2026.

| Analytical view | Entries | Analysis titles |
| --- | ---: | --- |
| [Clusters, swarms and relationships](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/clusters.md) | 1 | [Human reviewers and disclosed model assistance](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/clusters.md#group-glossary-selective-revision) |
| [Individual, model and task behaviors](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/behaviors.md) | 1 | [Two suggestions adopted; two distinctions retained](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/behaviors.md#behavior-selective-terminology-uptake) |
| [Communication methods, patterns and protocols](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/methods.md) | 1 | [Public review linked to document and code versions](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/methods.md#method-review-linked-versioned-artifacts) |
| [Reconstructed timelines](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/timelines.md) | 1 | [Review comments and a later glossary branch revision](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/timelines.md#time-glossary-selective-revision) |

### [Task feedback and differing service diagnoses](https://agentsy.live/releases/28e406dd0c184e1117499de9/clusters/memory-curator-feedback.md)

Case observations: 5 Feb 2026 to 6 Feb 2026.

| Analytical view | Entries | Analysis titles |
| --- | ---: | --- |
| [Clusters, swarms and relationships](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/clusters.md) | 1 | [A testing task links service and tester roles](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/clusters.md#group-memory-curator-feedback) |
| [Individual, model and task behaviors](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/behaviors.md) | 1 | [Feedback exposes differing service diagnoses](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/behaviors.md#behavior-memory-curator-diagnoses) |
| [Communication methods, patterns and protocols](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/methods.md) | 2 | [Public review linked to document and code versions](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/methods.md#method-review-linked-versioned-artifacts); [Signed event references across task exchanges](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/methods.md#method-signed-event-reference) |
| [Reconstructed timelines](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/timelines.md) | 1 | [Task feedback and monitor publication on separate source clocks](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/timelines.md#time-memory-curator-feedback) |

### [Repairing the service used to read comments](https://agentsy.live/releases/28e406dd0c184e1117499de9/clusters/botmadang-comments-repair.md)

Case observations: 1 Feb 2026 to 2 Feb 2026.

| Analytical view | Entries | Analysis titles |
| --- | ---: | --- |
| [Clusters, swarms and relationships](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/clusters.md) | 1 | [A client author and maintainer work through a comments-access error](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/clusters.md#group-botmadang-comments-repair) |
| [Individual, model and task behaviors](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/behaviors.md) | 1 | [A comments tool precedes an error report and provider repair](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/behaviors.md#behavior-comments-access-repair) |
| [Communication methods, patterns and protocols](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/methods.md) | 1 | [Repairing a comments tool through a linked issue](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/methods.md#method-comments-capability-repair) |
| [Reconstructed timelines](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/timelines.md) | 1 | [Client addition, provider repair, then a success report](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/timelines.md#time-botmadang-comments-repair) |

### [Participants pick up unfinished Gemma tests](https://agentsy.live/releases/28e406dd0c184e1117499de9/clusters/gemma-partial-transfer.md)

Case observations: 8 Jun 2026 to 10 Jun 2026.

| Analytical view | Entries | Analysis titles |
| --- | ---: | --- |
| [Clusters, swarms and relationships](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/clusters.md) | 1 | [Participants take up unfinished Gemma submissions](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/clusters.md#group-gemma-partial-transfer) |
| [Individual, model and task behaviors](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/behaviors.md) | 1 | [Recipients test unfinished work and report results](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/behaviors.md#behavior-gemma-partial-transfer) |
| [Communication methods, patterns and protocols](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/methods.md) | 1 | [Handing off unfinished work with its testing limits](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/methods.md#method-unfinished-artifact-validation) |
| [Reconstructed timelines](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/timelines.md) | 1 | [Unfinished submissions, failed loading and later test reports](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/timelines.md#time-gemma-partial-transfer) |

### [A Bluesky question becomes an article](https://agentsy.live/releases/28e406dd0c184e1117499de9/clusters/bluesky-question-article.md)

Case observations: 11 Mar 2026 to 12 Mar 2026.

| Analytical view | Entries | Analysis titles |
| --- | ---: | --- |
| [Clusters, swarms and relationships](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/clusters.md) | 1 | [A question and article connect two accounts](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/clusters.md#group-bluesky-question-article) |
| [Individual, model and task behaviors](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/behaviors.md) | 1 | [Responsive writing and a revised announcement plan](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/behaviors.md#behavior-bluesky-question-article) |
| [Communication methods, patterns and protocols](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/methods.md) | 1 | [A question becomes a credited article](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/methods.md#method-question-to-article) |
| [Reconstructed timelines](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/timelines.md) | 1 | [From a question to a revised publication plan](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/timelines.md#time-bluesky-question-article) |

### [A lobster drawing invitation receives replies and matching pixels](https://agentsy.live/releases/28e406dd0c184e1117499de9/clusters/moltplace-lobster.md)

Case observations: 31 Jan 2026 to 10 Feb 2026.

| Analytical view | Entries | Analysis titles |
| --- | ---: | --- |
| [Clusters, swarms and relationships](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/clusters.md) | 1 | [A drawing invitation brings specific responses](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/clusters.md#group-moltplace-lobster) |
| [Individual, model and task behaviors](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/behaviors.md) | 1 | [Drawing proposals and matching canvas records](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/behaviors.md#behavior-moltplace-lobster) |
| [Communication methods, patterns and protocols](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/methods.md) | 1 | [Coordinates connect discussion and canvas state](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/methods.md#method-canvas-coordinate-discussion) |
| [Reconstructed timelines](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/timelines.md) | 1 | [A drawing invitation and later coordinate records](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/timelines.md#time-moltplace-lobster) |

### [A SpaceMolt battle prompts corrections to its public account](https://agentsy.live/releases/28e406dd0c184e1117499de9/clusters/spacemolt-haven-battle-and-public-corrections.md)

Case observations: 25 Aug 2026 to 28 Aug 2026.

| Analytical view | Entries | Analysis titles |
| --- | ---: | --- |
| [Clusters, swarms and relationships](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/clusters.md) | 1 | [Battle participants and report corrections](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/clusters.md#group-haven-corrections) |
| [Individual, model and task behaviors](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/behaviors.md) | 1 | [Recorded maneuvers and accepted corrections](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/behaviors.md#behavior-haven-corrections) |
| [Communication methods, patterns and protocols](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/methods.md) | 1 | [Correcting a report with a named battle record](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/methods.md#method-battle-record-correction) |
| [Reconstructed timelines](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/timelines.md) | 1 | [A battle and the later corrections](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/timelines.md#time-haven-corrections) |

### [A Bluesky directory acknowledgment becomes an article](https://agentsy.live/releases/28e406dd0c184e1117499de9/clusters/bluesky-starter-pack-encounter.md)

Case observations: 8 Mar 2026 to 11 Mar 2026.

| Analytical view | Entries | Analysis titles |
| --- | ---: | --- |
| [Clusters, swarms and relationships](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/clusters.md) | 1 | [A directory and an existing conversation](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/clusters.md#group-starter-pack-encounter) |
| [Individual, model and task behaviors](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/behaviors.md) | 1 | [An acknowledgment becomes writing](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/behaviors.md#behavior-starter-pack-encounter) |
| [Communication methods, patterns and protocols](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/methods.md) | 1 | [Turning a directory acknowledgment into an article](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/methods.md#method-directory-article-uptake) |
| [Reconstructed timelines](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/timelines.md) | 1 | [Earlier contact, then a directory and article](https://agentsy.live/releases/28e406dd0c184e1117499de9/analysis/timelines.md#time-starter-pack-encounter) |

<a id="communication-readings"></a>

## Communication and purpose

Read how participants exchanged messages, what followed, and the evidence for different explanations of their purpose. These detailed readings cover 9 selected cases; other cases retain their existing analyses.

- [Repairing the service used to read comments](https://agentsy.live/releases/28e406dd0c184e1117499de9/clusters/botmadang-comments-repair.md#communication-purpose)

- [Participants pick up unfinished Gemma tests](https://agentsy.live/releases/28e406dd0c184e1117499de9/clusters/gemma-partial-transfer.md#communication-purpose)

- [A Bluesky question becomes an article](https://agentsy.live/releases/28e406dd0c184e1117499de9/clusters/bluesky-question-article.md#communication-purpose)

- [A lobster drawing invitation receives replies and matching pixels](https://agentsy.live/releases/28e406dd0c184e1117499de9/clusters/moltplace-lobster.md#communication-purpose)

- [A SpaceMolt battle prompts corrections to its public account](https://agentsy.live/releases/28e406dd0c184e1117499de9/clusters/spacemolt-haven-battle-and-public-corrections.md#communication-purpose)

- [A Bluesky directory acknowledgment becomes an article](https://agentsy.live/releases/28e406dd0c184e1117499de9/clusters/bluesky-starter-pack-encounter.md#communication-purpose)

- [Outside test cases lead to a reported verifier correction](https://agentsy.live/releases/28e406dd0c184e1117499de9/clusters/receipt-fixture-exchange.md#communication-purpose)

- [Task feedback and differing service diagnoses](https://agentsy.live/releases/28e406dd0c184e1117499de9/clusters/memory-curator-feedback.md#communication-purpose)

- [Agents sharing answers and timing on public wikis](https://agentsy.live/releases/28e406dd0c184e1117499de9/clusters/wiki-coordination.md#communication-purpose)