---
schema_version: 3
rubric_version: "0.3"
canonical_url: "https://podium.do/compare/agents/proliferate-vs-qm/"
data_url: "https://podium.do/compare/agents/proliferate-vs-qm/data.json"
generated_at: 2026-10-01
last_checked_at: 2026-09-23
last_cross_checked_at: 2026-09-23
next_check_at: 2026-10-07
publisher: "Podium"
---

# Proliferate vs QM from YC

> Podium publishes this catalog and sells an agent development environment. Podium chooses the products, criteria, sources and wording, so treat these pages as vendor-authored research. Check important claims against the linked primary sources. The same evidence rules apply to Podium and its competitors, but they do not remove this conflict of interest.

This comparison has 5 criteria with sourced findings for both products, including 5 that a second agent cross-checked for both. 21 criteria have a sourced finding for at least one product. "Sourced" findings passed publication validation. "Agent cross-checked" findings also received a separate agent source pass, not necessarily a hands-on test. Humans approve the rubric, templates and prototype; they do not review every finding. It does not declare a winner. A missing sourced finding is not evidence that a capability is absent.

- Proliferate source checks: 2026-09-23.
- QM from YC source checks: 2026-09-23.

- Canonical HTML: https://podium.do/compare/agents/proliferate-vs-qm/
- Machine-readable JSON: https://podium.do/compare/agents/proliferate-vs-qm/data.json
- Methodology: https://podium.do/compare/agents/methodology/

## Access and agent choice

### ACC-01: Client access

Judgment rule: List desktop OS and minimum versions, iOS, Android, browser, mobile browser, CLI and editor extensions separately. For each client, record start, steer, approve, review and resume actions, notifications and plan restrictions. Test moving the same task from desktop to phone; distinguish an installable mobile app from a mobile website and from status-only monitoring.

#### Proliferate

Verification status: Agent cross-checked (agent-cross-checked)
Support: partial

Mac desktop access is advertised.

Availability: unknown
Delivery: unknown
Scope: surfaces=desktop, self-hosted, roadmap; version=Official sources retrieved 2026-09-16; plan=not specified; os=not specified; execution_modes=not specified; region=not specified; harness=not specified.

Limitations:
- Other atomic questions remain unverified; no shared hands-on scenario was run.

- desktop_os — Desktop os [supported]: macOS. Sources: proliferate:site.
- mobile_apps — Mobile apps [unknown]: Initial official-source pass did not establish this question; no hands-on scenario was run.
- browser — Browser [unknown]: Initial official-source pass did not establish this question; no hands-on scenario was run.
- mobile_browser — Mobile browser [unknown]: Initial official-source pass did not establish this question; no hands-on scenario was run.
- cli — Cli [unknown]: Initial official-source pass did not establish this question; no hands-on scenario was run.
- editor_extensions — Editor extensions [unknown]: Initial official-source pass did not establish this question; no hands-on scenario was run.
- task_actions — Task actions [unknown]: Initial official-source pass did not establish this question; no hands-on scenario was run.
- notifications — Notifications [unknown]: Initial official-source pass did not establish this question; no hands-on scenario was run.
- cross_device_continuity — Cross device continuity [unknown]: Initial official-source pass did not establish this question; no hands-on scenario was run.

Checked 2026-09-23; agent cross-checked 2026-09-23; check again by 2026-10-23.

Sources: proliferate:site

#### QM from YC

Verification status: Agent cross-checked (agent-cross-checked)
Support: partial

QM documents web and Slack workspaces; dedicated mobile apps and cross-device task action parity remain unverified.

Availability: unknown
Delivery: native
Scope: surfaces=QM web workspace, QM Slack plugin, QM core and deployment CLI; version=ec86d8b603a6cc07b21aa4d55359b88c425b61ef; plan=not specified; os=not specified; execution_modes=not specified; region=not specified; harness=not specified.

Limitations:
- This is a source pass; unfilled atomic questions remain unknown and no shared scenario was run.

- desktop_os — Desktop os [unknown]: Desktop os: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- mobile_apps — Mobile apps [unknown]: Mobile apps: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- browser — Browser [supported]: Web workspace is documented. Sources: qm:readme.
- mobile_browser — Mobile browser [unknown]: Mobile browser: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- cli — Cli [supported]: Deployment CLI is documented; agent-operation coverage is separate. Sources: qm:readme.
- editor_extensions — Editor extensions [unknown]: Editor extensions: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- task_actions — Task actions [unknown]: Task actions: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- notifications — Notifications [unknown]: Notifications: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- cross_device_continuity — Cross device continuity [unknown]: Cross device continuity: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.

Checked 2026-09-23; agent cross-checked 2026-09-23; check again by 2026-10-23.

Sources: qm:readme

### ACC-02: Agent and model choice

Judgment rule: List supported harnesses and model providers separately, including custom adapters. Record whether the product embeds a harness, controls its sessions through an API, or only launches its terminal command. Verify at least two different harnesses before describing mixed-harness operation as observed.

#### Proliferate

Verification status: No sourced public finding (not-published)
Support: not-published

No publishable sourced finding is available for this criterion. This does not mean the product lacks the capability.

#### QM from YC

Verification status: Agent cross-checked (agent-cross-checked)
Support: partial

QM documents selectable Pi, OpenCode, Codex and Claude Code runtimes.

Availability: unknown
Delivery: native
Scope: surfaces=QM web workspace, QM Slack plugin, QM core and deployment CLI; version=ec86d8b603a6cc07b21aa4d55359b88c425b61ef; plan=not specified; os=not specified; execution_modes=not specified; region=not specified; harness=not specified.

Limitations:
- This is a source pass; unfilled atomic questions remain unknown and no shared scenario was run.

- harnesses — Harnesses [supported]: Pi, OpenCode, Codex and Claude Code. Sources: qm:readme.
- model_providers — Model providers [unknown]: Model providers: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- custom_adapters — Custom adapters [unknown]: Custom adapters: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- session_integration — Session integration [supported]: Selected runtime operates through QM core. Sources: qm:readme.
- mixed_harness_operation — Mixed harness operation [unknown]: Mixed harness operation: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.

Checked 2026-09-23; agent cross-checked 2026-09-23; check again by 2026-10-23.

Sources: qm:readme

### ACC-03: Subscriptions, API keys and vendor credits

Judgment rule: Record bring-your-own agent subscription, bring-your-own API account, vendor credits and local models as separate routes. List supported plans, models/modes, multiple-account switching and what works without a vendor account or token purchase. Existing subscription support cannot be inferred from API-key support. Record required extra payments and documented provider restrictions.

#### Proliferate

Verification status: Agent cross-checked (agent-cross-checked)
Support: partial

Desktop uses existing coding subscriptions.

Availability: unknown
Delivery: unknown
Scope: surfaces=desktop, self-hosted, roadmap; version=Official sources retrieved 2026-09-16; plan=not specified; os=not specified; execution_modes=not specified; region=not specified; harness=not specified.

Limitations:
- Other atomic questions remain unverified; no shared hands-on scenario was run.

- agent_subscriptions — Agent subscriptions [supported]: Claude Code and Codex. Sources: proliferate:site.
- api_accounts — Api accounts [unknown]: Initial official-source pass did not establish this question; no hands-on scenario was run.
- vendor_credits — Vendor credits [unknown]: Initial official-source pass did not establish this question; no hands-on scenario was run.
- local_models — Local models [unknown]: Initial official-source pass did not establish this question; no hands-on scenario was run.
- account_switching — Account switching [unknown]: Initial official-source pass did not establish this question; no hands-on scenario was run.
- vendor_account_requirement — Vendor account requirement [unknown]: Initial official-source pass did not establish this question; no hands-on scenario was run.
- provider_restrictions — Provider restrictions [unknown]: Initial official-source pass did not establish this question; no hands-on scenario was run.

Checked 2026-09-23; agent cross-checked 2026-09-23; check again by 2026-10-23.

Sources: proliferate:site

#### QM from YC

Verification status: No sourced public finding (not-published)
Support: not-published

No publishable sourced finding is available for this criterion. This does not mean the product lacks the capability.

### ACC-04: Onboarding and project prerequisites

Judgment rule: Measure fresh install to first successful task, with manual steps and failures. Test a local directory without Git, a local Git repo without a remote, and a GitHub-backed repo separately. Record whether account, project, host, credential and permission prerequisites are explained before accepting an unusable prompt. Evaluate managed-cloud setup and first-class BYO VPS installer/onboarding independently of hidden settings or a DIY shell recipe.

#### Proliferate

Verification status: No sourced public finding (not-published)
Support: not-published

No publishable sourced finding is available for this criterion. This does not mean the product lacks the capability.

#### QM from YC

Verification status: Agent cross-checked (agent-cross-checked)
Support: partial

Deployment instructions describe an agent-guided installer targeting the operator cloud account.

Availability: unknown
Delivery: native
Scope: surfaces=QM core and deployment CLI; version=ec86d8b603a6cc07b21aa4d55359b88c425b61ef; plan=not specified; os=not specified; execution_modes=not specified; region=not specified; harness=not specified.

Limitations:
- This is a source pass; unfilled atomic questions remain unknown and no shared scenario was run.

- first_task_setup — First task setup [unknown]: First task setup: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- no_git — No git [unknown]: No git: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- local_git_without_remote — Local git without remote [unknown]: Local git without remote: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- hosted_git — Hosted git [unknown]: Hosted git: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- prerequisite_guidance — Prerequisite guidance [supported]: Deployment instructions name infrastructure, sign-in and credentials. Sources: qm:readme.
- managed_cloud_setup — Managed cloud setup [unknown]: Managed cloud setup: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- byo_vps_onboarding — Byo vps onboarding [supported]: qm init materializes deployment guidance for Fly or AWS; installation effort was not measured. Sources: qm:readme.

Checked 2026-09-23; agent cross-checked 2026-09-23; check again by 2026-10-23.

Sources: qm:readme

### ACC-05: Programmable access

Judgment rule: Inventory actual CLI, API, SDK, MCP and webhook operations for create, inspect, steer, stop and review. Record authentication and API stability. Having an MCP client that uses external tools is different from exposing the product to other agents over MCP.

#### Proliferate

Verification status: No sourced public finding (not-published)
Support: not-published

No publishable sourced finding is available for this criterion. This does not mean the product lacks the capability.

#### QM from YC

Verification status: Agent cross-checked (agent-cross-checked)
Support: partial

Authenticated project routes and swarm APIs exist, with narrower purposes than a full issue API.

Availability: unknown
Delivery: native
Scope: surfaces=QM core and deployment CLI; version=ec86d8b603a6cc07b21aa4d55359b88c425b61ef; plan=not specified; os=not specified; execution_modes=not specified; region=not specified; harness=not specified.

Limitations:
- This is a source pass; unfilled atomic questions remain unknown and no shared scenario was run.

- cli — Cli [unknown]: Cli: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- api — Api [supported]: Projects and swarm HTTP operations are documented or implemented. Sources: qm:project-routes, qm:swarms.
- sdk — Sdk [unknown]: Sdk: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- mcp_server — Mcp server [unknown]: Mcp server: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- webhooks — Webhooks [unknown]: Webhooks: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- operations — Operations [unknown]: Operations: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- authentication — Authentication [supported]: Project routes bind capability principal to actor; swarm calls require scoped agent tokens. Sources: qm:project-routes, qm:swarms.
- stability — Stability [unknown]: Stability: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.

Checked 2026-09-23; agent cross-checked 2026-09-23; check again by 2026-10-23.

Sources: qm:project-routes, qm:swarms

### ACC-06: External tools and extensions

Judgment rule: Record MCP client support, plugins, custom tools, skill/instruction import, integration authentication and permission scope. Name which component provides each connection and whether setup is product-managed or inherited from the underlying harness. Verify one external-tool call and its access boundary where available.

#### Proliferate

Verification status: No sourced public finding (not-published)
Support: not-published

No publishable sourced finding is available for this criterion. This does not mean the product lacks the capability.

#### QM from YC

Verification status: No sourced public finding (not-published)
Support: not-published

No publishable sourced finding is available for this criterion. This does not mean the product lacks the capability.

### ACC-07: Client implementation

Judgment rule: For each desktop/mobile client, record native platform UI, Electron, Tauri, React Native, web/PWA or unknown, plus hybrids. Require official technical docs or pinned source/build evidence. Tauri is not synonymous with fully native UI. Keep implementation choice separate from measured responsiveness and usability.

#### Proliferate

Verification status: No sourced public finding (not-published)
Support: not-published

No publishable sourced finding is available for this criterion. This does not mean the product lacks the capability.

#### QM from YC

Verification status: Agent cross-checked (agent-cross-checked)
Support: partial

The web workspace uses Lit according to its package manifest.

Availability: source-only
Delivery: native
Scope: surfaces=QM web workspace; version=ec86d8b603a6cc07b21aa4d55359b88c425b61ef; plan=not specified; os=not specified; execution_modes=not specified; region=not specified; harness=not specified.

Limitations:
- This is a source pass; unfilled atomic questions remain unknown and no shared scenario was run.

- desktop_implementation — Desktop implementation [unknown]: Desktop implementation: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- mobile_implementation — Mobile implementation [unknown]: Mobile implementation: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- hybrids — Hybrids [supported]: Browser-rendered Lit UI; this does not establish a native mobile application. Sources: qm:web-package.
- implementation_evidence — Implementation evidence [supported]: Pinned web UI package declares Lit. Sources: qm:web-package.

Checked 2026-09-23; agent cross-checked 2026-09-23; check again by 2026-12-22.

Sources: qm:web-package

## Planning and context

### PLAN-01: Intake and external tracker relationship

Judgment rule: Record local creation, prompt intake, issue import and chat/Git triggers. Identify the authoritative tracker, stable issue IDs, one-way or two-way sync, supported edits and operations requiring a trip back to Linear/GitHub/Jira. Importing or attaching a ticket is not native issue management. Answer PLAN-06 and PLAN-07 separately.

#### Proliferate

Verification status: No sourced public finding (not-published)
Support: not-published

No publishable sourced finding is available for this criterion. This does not mean the product lacks the capability.

#### QM from YC

Verification status: No sourced public finding (not-published)
Support: not-published

No publishable sourced finding is available for this criterion. This does not mean the product lacks the capability.

### PLAN-02: Durable task plans

Judgment rule: Record task plans and acceptance criteria, editors, revision history and links to implementation. Test amending a task while work is running, restarting and revisiting it later. A task-specific starting brief, reusable memory and a persistent product specification are different objects; product specs are judged in PLAN-08.

#### Proliferate

Verification status: No sourced public finding (not-published)
Support: not-published

No publishable sourced finding is available for this criterion. This does not mean the product lacks the capability.

#### QM from YC

Verification status: No sourced public finding (not-published)
Support: not-published

No publishable sourced finding is available for this criterion. This does not mean the product lacks the capability.

### PLAN-03: Hierarchy, dependencies and evolving scope

Judgment rule: Record epics, arbitrary parent/child depth, blockers, readiness, dependency enforcement and state propagation. Start with a simple interactive task, grow it into an epic and retain its identity, discussion, history and outputs. Verify blockers actually prevent dispatch. Record whether a rigid preselected workflow is required, and whether changing scope requires recreating work.

#### Proliferate

Verification status: No sourced public finding (not-published)
Support: not-published

No publishable sourced finding is available for this criterion. This does not mean the product lacks the capability.

#### QM from YC

Verification status: No sourced public finding (not-published)
Support: not-published

No publishable sourced finding is available for this criterion. This does not mean the product lacks the capability.

### PLAN-04: Shared context and memory

Judgment rule: List repository instructions, skills, project docs and cross-session/cross-harness memory. Record scope, provenance, citation, correction/deletion and stale-context controls. Test what survives a new session or colleague takeover. A notes page or shared file is not automatically a maintained spec or managed memory.

#### Proliferate

Verification status: No sourced public finding (not-published)
Support: not-published

No publishable sourced finding is available for this criterion. This does not mean the product lacks the capability.

#### QM from YC

Verification status: Agent cross-checked (agent-cross-checked)
Support: partial

Memory and skills have personal/shared scope in the documented QM model.

Availability: unknown
Delivery: native
Scope: surfaces=QM web workspace, QM Slack plugin, QM core and deployment CLI; version=ec86d8b603a6cc07b21aa4d55359b88c425b61ef; plan=not specified; os=not specified; execution_modes=not specified; region=not specified; harness=not specified.

Limitations:
- This is a source pass; unfilled atomic questions remain unknown and no shared scenario was run.

- instructions — Instructions [unknown]: Instructions: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- skills — Skills [supported]: Skills can be shared by grant and promoted by admins. Sources: qm:readme.
- project_docs — Project docs [unknown]: Project docs: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- memory — Memory [supported]: Scoped memory is documented. Sources: qm:readme.
- scope — Scope [supported]: Personal and room scopes. Sources: qm:readme.
- provenance — Provenance [unknown]: Provenance: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- correction — Correction [unknown]: Correction: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- deletion — Deletion [unknown]: Deletion: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- freshness — Freshness [unknown]: Freshness: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- takeover_continuity — Takeover continuity [unknown]: Takeover continuity: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.

Checked 2026-09-23; agent cross-checked 2026-09-23; check again by 2026-10-23.

Sources: qm:readme

### PLAN-05: Architecture and API awareness

Judgment rule: Record code search, repository indexing, external knowledge and multimodal inputs, with source freshness and access scope. Ask an agent to use an existing API under a documented architecture rule, then propose a conflicting change. Check retrieval, citation, conflict detection and review-time enforcement separately. A large context window or an instruction file alone does not prove architectural consistency.

#### Proliferate

Verification status: No sourced public finding (not-published)
Support: not-published

No publishable sourced finding is available for this criterion. This does not mean the product lacks the capability.

#### QM from YC

Verification status: No sourced public finding (not-published)
Support: not-published

No publishable sourced finding is available for this criterion. This does not mean the product lacks the capability.

### PLAN-06: Native issue management and idea backlog

Judgment rule: Enumerate create, edit, discuss, prioritize, label, assign, search, filter, archive, reopen and project/epic views within the product. Save an idea without creating a running agent, refine it with another person, and explicitly mark it ready or dispatch it later. Record separate task/session entities, metadata depth, multiple sessions per task, durable state transitions and whether an external tracker remains necessary.

#### Proliferate

Verification status: No sourced public finding (not-published)
Support: not-published

No publishable sourced finding is available for this criterion. This does not mean the product lacks the capability.

#### QM from YC

Verification status: Agent cross-checked (agent-cross-checked)
Support: partial

Inspected task storage is session/run-oriented. It is evidence of task metadata, not proof of a human-managed idea backlog.

Availability: source-only
Delivery: native
Scope: surfaces=QM core and deployment CLI; version=ec86d8b603a6cc07b21aa4d55359b88c425b61ef; plan=not specified; os=not specified; execution_modes=not specified; region=not specified; harness=not specified.

Limitations:
- Session/run task records cannot establish native issue management without human UI and shared-operation evidence.

- create — Create [unknown]: Create: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- edit — Edit [unknown]: Edit: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- discuss — Discuss [unknown]: Discuss: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- prioritize — Prioritize [unknown]: Prioritize: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- label — Label [unknown]: Label: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- assign — Assign [unknown]: Assign: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- search — Search [unknown]: Search: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- filter — Filter [unknown]: Filter: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- archive — Archive [unknown]: Archive: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- reopen — Reopen [unknown]: Reopen: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- project_epic_views — Project epic views [unknown]: Project epic views: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- idea_parking — Idea parking [unknown]: Idea parking: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- explicit_dispatch — Explicit dispatch [unknown]: Explicit dispatch: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- task_session_separation — Task session separation [unknown]: Task session separation: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- metadata — Metadata [partial]: Task records contain title, sessionId, originRunId and state; issue labels/priorities/backlog are unverified. Sources: qm:task-model.
- durable_states — Durable states [partial]: Status/event storage interface exists; production persistence and UI parity were not exercised. Sources: qm:task-model.
- external_tracker_requirement — External tracker requirement [unknown]: External tracker requirement: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.

Checked 2026-09-23; agent cross-checked 2026-09-23; check again by 2026-10-23.

Sources: qm:task-model

### PLAN-07: Agent-native issue operations

Judgment rule: Verify an agent can read/create/update the same durable issue IDs and fields humans use, claim/assign work, change state, create dependencies/children and report blockers/results through documented CLI/API/MCP. Check that human views reflect actual writes with attribution, permissions and conflict handling. Distinguish shared authoritative records, synchronized external records, agent-private metadata and prompt-only conventions.

#### Proliferate

Verification status: No sourced public finding (not-published)
Support: not-published

No publishable sourced finding is available for this criterion. This does not mean the product lacks the capability.

#### QM from YC

Verification status: No sourced public finding (not-published)
Support: not-published

No publishable sourced finding is available for this criterion. This does not mean the product lacks the capability.

### PLAN-08: Living product specifications

Judgment rule: Record persistent requirements across tasks/releases, editable by humans and agents with attributable revisions and approval rules. Verify requirement-to-task/implementation links, retrieval during later tasks, drift detection and consideration during review/quality control. Amend a requirement after one task ships, then implement another. A one-time spec-to-plan workflow, per-task brief, memory store or unreferenced document does not establish a living product spec.

#### Proliferate

Verification status: No sourced public finding (not-published)
Support: not-published

No publishable sourced finding is available for this criterion. This does not mean the product lacks the capability.

#### QM from YC

Verification status: No sourced public finding (not-published)
Support: not-published

No publishable sourced finding is available for this criterion. This does not mean the product lacks the capability.

## Coordination and automation

### COORD-01: Parallel work

Judgment rule: Record independently running sessions and tasks, documented quotas and observed concurrency. Describe how a user sees running, waiting, failed and finished work. Several chat tabs are not proof that runs execute concurrently.

#### Proliferate

Verification status: Agent cross-checked (agent-cross-checked)
Support: partial

Delegated sessions have explicit limits.

Availability: unknown
Delivery: unknown
Scope: surfaces=desktop, self-hosted, roadmap; version=Official sources retrieved 2026-09-16; plan=not specified; os=not specified; execution_modes=not specified; region=not specified; harness=not specified.

Limitations:
- Other atomic questions remain unverified; no shared hands-on scenario was run.

- concurrent_sessions — Concurrent sessions [supported]: Up to eight active children per parent. Sources: proliferate:children.
- concurrent_tasks — Concurrent tasks [unknown]: Initial official-source pass did not establish this question; no hands-on scenario was run.
- quotas — Quotas [supported]: Children cannot spawn further children. Sources: proliferate:children.
- observed_concurrency — Observed concurrency [unknown]: Initial official-source pass did not establish this question; no hands-on scenario was run.
- status_visibility — Status visibility [unknown]: Initial official-source pass did not establish this question; no hands-on scenario was run.

Checked 2026-09-23; agent cross-checked 2026-09-23; check again by 2026-10-23.

Sources: proliferate:children

#### QM from YC

Verification status: No sourced public finding (not-published)
Support: not-published

No publishable sourced finding is available for this criterion. This does not mean the product lacks the capability.

### COORD-02: Ownership and dispatch

Judgment rule: Record assignment to humans or agents, claims, queues, routing and duplicate-work prevention. Test two workers attempting the same task. Distinguish a display label, an advisory lock and enforced exclusive ownership.

#### Proliferate

Verification status: No sourced public finding (not-published)
Support: not-published

No publishable sourced finding is available for this criterion. This does not mean the product lacks the capability.

#### QM from YC

Verification status: No sourced public finding (not-published)
Support: not-published

No publishable sourced finding is available for this criterion. This does not mean the product lacks the capability.

### COORD-03: Inspectable delegation and communication

Judgment rule: Record parent/child roles, model/harness/effort choice, messages, result return and cross-harness teams. Distinguish product orchestration, provider-native subagents, installed orchestration skills and scripts. Record activation, auth and experimental flags. Verify actual child identity, live progress, retained results and ability to reopen or follow up after completion. A final sentence claiming two reviewers ran is not proof. Test the documented invocation as well as the shared natural-language request.

#### Proliferate

Verification status: Agent cross-checked (agent-cross-checked)
Support: partial

Product delegation differs from harness-native children.

Availability: unknown
Delivery: unknown
Scope: surfaces=desktop, self-hosted, roadmap; version=Official sources retrieved 2026-09-16; plan=not specified; os=not specified; execution_modes=not specified; region=not specified; harness=not specified.

Limitations:
- Eight active children per parent; one level; child starts without parent integrations.

- roles — Roles [unknown]: Initial official-source pass did not establish this question; no hands-on scenario was run.
- model_harness_effort — Model harness effort [unknown]: Initial official-source pass did not establish this question; no hands-on scenario was run.
- messages — Messages [unknown]: Initial official-source pass did not establish this question; no hands-on scenario was run.
- results_return — Results return [supported]: Completion report to parent. Sources: proliferate:children.
- cross_harness — Cross harness [unknown]: Initial official-source pass did not establish this question; no hands-on scenario was run.
- orchestration_owner — Orchestration owner [supported]: Proliferate session delegation. Sources: proliferate:children.
- activation — Activation [unknown]: Initial official-source pass did not establish this question; no hands-on scenario was run.
- authentication — Authentication [unknown]: Initial official-source pass did not establish this question; no hands-on scenario was run.
- live_progress — Live progress [supported]: Own tab and lifecycle. Sources: proliferate:children.
- retained_results — Retained results [supported]: Own transcript. Sources: proliferate:children.
- followup — Followup [supported]: Wake a rostered child. Sources: proliferate:children.
- invocation — Invocation [unknown]: Initial official-source pass did not establish this question; no hands-on scenario was run.

Checked 2026-09-23; agent cross-checked 2026-09-23; check again by 2026-10-23.

Sources: proliferate:children

#### QM from YC

Verification status: Agent cross-checked (agent-cross-checked)
Support: partial

Swarms document inspectable worker identities and messaging; human follow-up is limited in worker web viewers.

Availability: unknown
Delivery: native
Scope: surfaces=QM web workspace, QM core and deployment CLI; version=ec86d8b603a6cc07b21aa4d55359b88c425b61ef; plan=not specified; os=not specified; execution_modes=not specified; region=not specified; harness=not specified.

Limitations:
- This is a source pass; unfilled atomic questions remain unknown and no shared scenario was run.

- roles — Roles [supported]: Arbitrary worker role/context metadata. Sources: qm:swarms.
- model_harness_effort — Model harness effort [unknown]: Model harness effort: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- messages — Messages [supported]: Durable addressed swarm messages. Sources: qm:swarms.
- results_return — Results return [unknown]: Results return: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- cross_harness — Cross harness [unknown]: Cross harness: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- orchestration_owner — Orchestration owner [supported]: QM swarm API coordinates ordinary QM sessions. Sources: qm:swarms.
- activation — Activation [unknown]: Activation: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- authentication — Authentication [unknown]: Authentication: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- live_progress — Live progress [unknown]: Live progress: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- retained_results — Retained results [supported]: Worker transcripts and run records persist when production stores are configured. Sources: qm:swarms.
- followup — Followup [partial]: Ordinary web messages to worker transcripts are read-only; pending approvals can be allowed or denied. Sources: qm:swarms.
- invocation — Invocation [unknown]: Invocation: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.

Checked 2026-09-23; agent cross-checked 2026-09-23; check again by 2026-10-23.

Sources: qm:swarms

### COORD-04: Unattended triggers

Judgment rule: Record schedules, event triggers, recurring tasks and completion conditions. Name where the scheduler runs, overlap handling, retries and whether closing the client stops it. A desktop cron recipe is a manual integration unless the product owns it.

#### Proliferate

Verification status: No sourced public finding (not-published)
Support: not-published

No publishable sourced finding is available for this criterion. This does not mean the product lacks the capability.

#### QM from YC

Verification status: Agent cross-checked (agent-cross-checked)
Support: partial

QM documents background work through crons, watches and webhooks.

Availability: unknown
Delivery: native
Scope: surfaces=QM core and deployment CLI; version=ec86d8b603a6cc07b21aa4d55359b88c425b61ef; plan=not specified; os=not specified; execution_modes=not specified; region=not specified; harness=not specified.

Limitations:
- This is a source pass; unfilled atomic questions remain unknown and no shared scenario was run.

- schedules — Schedules [supported]: Crons. Sources: qm:readme.
- events — Events [supported]: Watches and inbound webhooks. Sources: qm:readme.
- recurring_tasks — Recurring tasks [unknown]: Recurring tasks: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- completion_conditions — Completion conditions [unknown]: Completion conditions: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- scheduler_location — Scheduler location [unknown]: Scheduler location: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- overlaps — Overlaps [unknown]: Overlaps: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- retries — Retries [unknown]: Retries: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- client_independence — Client independence [unknown]: Client independence: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.

Checked 2026-09-23; agent cross-checked 2026-09-23; check again by 2026-10-23.

Sources: qm:readme

### COORD-05: Intervention and attention

Judgment rule: Record pause, stop, resume, steering, notifications, pending decisions and escalation. Test an in-run amendment and a harmless approval prompt in both chat and terminal modes. Record silent waits, hidden CLI-only questions and whether stop terminates execution while preserving history. Require discoverable errors rather than inferring success from silence.

#### Proliferate

Verification status: No sourced public finding (not-published)
Support: not-published

No publishable sourced finding is available for this criterion. This does not mean the product lacks the capability.

#### QM from YC

Verification status: No sourced public finding (not-published)
Support: not-published

No publishable sourced finding is available for this criterion. This does not mean the product lacks the capability.

### COORD-06: Fleet and epic management UI

Judgment rule: Use a disclosed fixture of 12 task/agent states across several epics, including blocked, failed, awaiting input, reviewing and completed work. Locate parent/child relationships, dependencies, attention needs, history and workload without reading every transcript. Record navigation steps and errors. Boards, graphs, waterfalls, timelines or another interface can qualify; no required visual form. State whether the fixture was simulated or used live agents.

#### Proliferate

Verification status: No sourced public finding (not-published)
Support: not-published

No publishable sourced finding is available for this criterion. This does not mean the product lacks the capability.

#### QM from YC

Verification status: No sourced public finding (not-published)
Support: not-published

No publishable sourced finding is available for this criterion. This does not mean the product lacks the capability.

### COORD-07: Workflow flexibility and orchestration visibility

Judgment rule: Compare a quick interactive change with a growing epic. Record mandatory workflow/preset selection, natural-language configuration, per-agent model/effort control, changes during execution and whether the UI exposes what actually ran. Test a coordinator with two reviewer children; capture roles, relationships and results during work and after completion. Document discoverability and auth friction without judging an unsupported magic prompt as proof of missing capability.

#### Proliferate

Verification status: Agent cross-checked (agent-cross-checked)
Support: partial

Saved workflows support agent and approval steps.

Availability: unknown
Delivery: unknown
Scope: surfaces=desktop, self-hosted, roadmap; version=Official sources retrieved 2026-09-16; plan=not specified; os=not specified; execution_modes=not specified; region=not specified; harness=not specified.

Limitations:
- Other atomic questions remain unverified; no shared hands-on scenario was run.

- quick_task — Quick task [unknown]: Initial official-source pass did not establish this question; no hands-on scenario was run.
- growing_epic — Growing epic [unknown]: Initial official-source pass did not establish this question; no hands-on scenario was run.
- presets — Presets [supported]: Linear reusable steps. Sources: proliferate:flows.
- natural_language — Natural language [unknown]: Initial official-source pass did not establish this question; no hands-on scenario was run.
- agent_configuration — Agent configuration [unknown]: Initial official-source pass did not establish this question; no hands-on scenario was run.
- in_run_changes — In run changes [supported]: Pause, chat or redo steps. Sources: proliferate:flows.
- live_roles — Live roles [unknown]: Initial official-source pass did not establish this question; no hands-on scenario was run.
- retained_relationships — Retained relationships [unknown]: Initial official-source pass did not establish this question; no hands-on scenario was run.
- discoverability — Discoverability [unknown]: Initial official-source pass did not establish this question; no hands-on scenario was run.
- auth_friction — Auth friction [unknown]: Initial official-source pass did not establish this question; no hands-on scenario was run.

Checked 2026-09-23; agent cross-checked 2026-09-23; check again by 2026-10-23.

Sources: proliferate:flows

#### QM from YC

Verification status: No sourced public finding (not-published)
Support: not-published

No publishable sourced finding is available for this criterion. This does not mean the product lacks the capability.

## Execution and reliability

### RUN-01: Laptop-independent execution

Judgment rule: List local, user-owned VPS/remote host, self-hosted service, vendor cloud and hybrid modes. Record provisioning, payer, compute resources, region, idle/max lifetime and disconnection rules. Close/disconnect the originating client and continue from another device. A hosted UI or keep-awake setting is not evidence of remote execution. Record managed-cloud convenience separately from BYO setup effort in ACC-04.

#### Proliferate

Verification status: Agent cross-checked (agent-cross-checked)
Support: partial

Self-host server does not supply remote workers.

Availability: unknown
Delivery: unknown
Scope: surfaces=desktop, self-hosted, roadmap; version=Official sources retrieved 2026-09-16; plan=not specified; os=not specified; execution_modes=not specified; region=not specified; harness=not specified.

Limitations:
- Cloud addons are explicitly being reimplemented.

- local — Local [supported]: Execution on connected desktop machines. Sources: proliferate:host.
- byo_remote — Byo remote [unknown]: Initial official-source pass did not establish this question; no hands-on scenario was run.
- self_hosted — Self hosted [supported]: API, Postgres and web deployment. Sources: proliferate:host.
- managed_cloud — Managed cloud [unknown]: Initial official-source pass did not establish this question; no hands-on scenario was run.
- hybrid — Hybrid [unknown]: Initial official-source pass did not establish this question; no hands-on scenario was run.
- provisioning — Provisioning [unknown]: Initial official-source pass did not establish this question; no hands-on scenario was run.
- payer — Payer [unknown]: Initial official-source pass did not establish this question; no hands-on scenario was run.
- resources — Resources [unknown]: Initial official-source pass did not establish this question; no hands-on scenario was run.
- region — Region [unknown]: Initial official-source pass did not establish this question; no hands-on scenario was run.
- expiry — Expiry [unknown]: Initial official-source pass did not establish this question; no hands-on scenario was run.
- client_disconnect — Client disconnect [unknown]: Initial official-source pass did not establish this question; no hands-on scenario was run.
- other_device_continuation — Other device continuation [unknown]: Initial official-source pass did not establish this question; no hands-on scenario was run.

Checked 2026-09-23; agent cross-checked 2026-09-23; check again by 2026-10-23.

Sources: proliferate:host

#### QM from YC

Verification status: Agent cross-checked (agent-cross-checked)
Support: partial

QM is documented for operator-owned cloud deployment; third-party hosting is a separate offering.

Availability: unknown
Delivery: native
Scope: surfaces=QM core and deployment CLI; version=ec86d8b603a6cc07b21aa4d55359b88c425b61ef; plan=not specified; os=not specified; execution_modes=not specified; region=not specified; harness=not specified.

Limitations:
- This is a source pass; unfilled atomic questions remain unknown and no shared scenario was run.

- local — Local [unknown]: Local: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- byo_remote — Byo remote [unknown]: Byo remote: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- self_hosted — Self hosted [supported]: Operator-owned deployment. Sources: qm:readme.
- managed_cloud — Managed cloud [unknown]: Managed cloud: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- hybrid — Hybrid [unknown]: Hybrid: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- provisioning — Provisioning [supported]: Deployment CLI targets Fly or AWS. Sources: qm:readme.
- payer — Payer [supported]: Operator supplies its cloud account. Sources: qm:readme.
- resources — Resources [unknown]: Resources: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- region — Region [unknown]: Region: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- expiry — Expiry [unknown]: Expiry: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- client_disconnect — Client disconnect [unknown]: Client disconnect: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- other_device_continuation — Other device continuation [unknown]: Other device continuation: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.

Checked 2026-09-23; agent cross-checked 2026-09-23; check again by 2026-10-23.

Sources: qm:readme

### RUN-02: Workspace and process isolation

Judgment rule: Record shared checkout, branch, worktree, container, VM and OS sandbox separately. Name filesystem, process, network and secret boundaries. Validate code separation with two changes; do not claim hostile-code containment without separate security evidence.

#### Proliferate

Verification status: Agent cross-checked (agent-cross-checked)
Support: partial

Delegated sessions share their parent checkout.

Availability: unknown
Delivery: unknown
Scope: surfaces=desktop, self-hosted, roadmap; version=Official sources retrieved 2026-09-16; plan=not specified; os=not specified; execution_modes=not specified; region=not specified; harness=not specified.

Limitations:
- Do not assume child filesystem isolation.

- checkout — Checkout [partial]: Same workspace; use ordinary workspace for separate checkout. Sources: proliferate:children.
- branch — Branch [unknown]: Initial official-source pass did not establish this question; no hands-on scenario was run.
- worktree — Worktree [unknown]: Initial official-source pass did not establish this question; no hands-on scenario was run.
- container — Container [unknown]: Initial official-source pass did not establish this question; no hands-on scenario was run.
- vm — Vm [unknown]: Initial official-source pass did not establish this question; no hands-on scenario was run.
- os_sandbox — Os sandbox [unknown]: Initial official-source pass did not establish this question; no hands-on scenario was run.
- filesystem — Filesystem [unknown]: Initial official-source pass did not establish this question; no hands-on scenario was run.
- process — Process [unknown]: Initial official-source pass did not establish this question; no hands-on scenario was run.
- network — Network [unknown]: Initial official-source pass did not establish this question; no hands-on scenario was run.
- secrets — Secrets [unknown]: Initial official-source pass did not establish this question; no hands-on scenario was run.
- code_separation — Code separation [unknown]: Initial official-source pass did not establish this question; no hands-on scenario was run.
- security_boundary — Security boundary [unknown]: Initial official-source pass did not establish this question; no hands-on scenario was run.

Checked 2026-09-23; agent cross-checked 2026-09-23; check again by 2026-10-23.

Sources: proliferate:children

#### QM from YC

Verification status: Agent cross-checked (agent-cross-checked)
Support: partial

Swarm workers receive separate blank computers; optional shared forums do not copy parent files.

Availability: unknown
Delivery: native
Scope: surfaces=QM core and deployment CLI; version=ec86d8b603a6cc07b21aa4d55359b88c425b61ef; plan=not specified; os=not specified; execution_modes=not specified; region=not specified; harness=not specified.

Limitations:
- This is a source pass; unfilled atomic questions remain unknown and no shared scenario was run.

- checkout — Checkout [unknown]: Checkout: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- branch — Branch [unknown]: Branch: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- worktree — Worktree [unknown]: Worktree: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- container — Container [unknown]: Container: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- vm — Vm [unknown]: Vm: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- os_sandbox — Os sandbox [unknown]: Os sandbox: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- filesystem — Filesystem [partial]: Private blank worker computers; an explicit forum can share a disk. Sources: qm:swarms.
- process — Process [unknown]: Process: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- network — Network [unknown]: Network: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- secrets — Secrets [unknown]: Secrets: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- code_separation — Code separation [partial]: Parent files are not automatically copied; shared forums require write coordination. Sources: qm:swarms.
- security_boundary — Security boundary [unknown]: Security boundary: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.

Checked 2026-09-23; agent cross-checked 2026-09-23; check again by 2026-10-23.

Sources: qm:swarms

### RUN-03: Recovery, expiry and continuity

Judgment rule: Test client disconnect, worker crash, service restart and documented sandbox expiry safely. Separate transcript reload, process reconnection, task resumption and state reconstruction. Record lost context, duplicated actions, manual repair and ability to continue a multi-day epic after compute replacement. Short sandbox lifetimes are reported with their continuity behavior, not automatically treated as failure.

#### Proliferate

Verification status: No sourced public finding (not-published)
Support: not-published

No publishable sourced finding is available for this criterion. This does not mean the product lacks the capability.

#### QM from YC

Verification status: Agent cross-checked (agent-cross-checked)
Support: partial

Production durability requires configured persistence; defaults must not be described as durable automatically.

Availability: unknown
Delivery: native
Scope: surfaces=QM core and deployment CLI; version=ec86d8b603a6cc07b21aa4d55359b88c425b61ef; plan=not specified; os=not specified; execution_modes=not specified; region=not specified; harness=not specified.

Limitations:
- This is a source pass; unfilled atomic questions remain unknown and no shared scenario was run.

- client_disconnect — Client disconnect [unknown]: Client disconnect: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- worker_crash — Worker crash [unknown]: Worker crash: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- service_restart — Service restart [partial]: README states in-memory sessions vanish on restart unless Postgres session storage is configured. Sources: qm:readme.
- expiry — Expiry [unknown]: Expiry: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- transcript_reload — Transcript reload [unknown]: Transcript reload: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- process_reconnect — Process reconnect [unknown]: Process reconnect: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- task_resume — Task resume [unknown]: Task resume: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- state_reconstruction — State reconstruction [unknown]: State reconstruction: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- context_loss — Context loss [unknown]: Context loss: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- duplicate_actions — Duplicate actions [unknown]: Duplicate actions: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- manual_repair — Manual repair [unknown]: Manual repair: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- multi_day_continuity — Multi day continuity [unknown]: Multi day continuity: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.

Checked 2026-09-23; agent cross-checked 2026-09-23; check again by 2026-10-07.

Sources: qm:readme

### RUN-04: Development environment reliability

Judgment rule: Record dependency setup, node_modules/cache handling, snapshots, services, port allocation and secret injection. Start two workspaces with the same service requirements; note installation duplication, port collisions and repair steps. Repeat on a clean remote host. Record which problems the product handles automatically and which the user must diagnose.

#### Proliferate

Verification status: No sourced public finding (not-published)
Support: not-published

No publishable sourced finding is available for this criterion. This does not mean the product lacks the capability.

#### QM from YC

Verification status: No sourced public finding (not-published)
Support: not-published

No publishable sourced finding is available for this criterion. This does not mean the product lacks the capability.

### RUN-05: Limits and failure handling

Judgment rule: Record time, turn, token and spend limits; timeout, retry and provider-failure behavior. Test one controlled failure and a small safe budget. Record whether limits are warnings, enforced stops, or external billing controls.

#### Proliferate

Verification status: No sourced public finding (not-published)
Support: not-published

No publishable sourced finding is available for this criterion. This does not mean the product lacks the capability.

#### QM from YC

Verification status: No sourced public finding (not-published)
Support: not-published

No publishable sourced finding is available for this criterion. This does not mean the product lacks the capability.

### RUN-06: Truthful status and operational statistics

Judgment rule: Record logs, traces, failure reasons, usage exports and statistics by task, agent, project and time. Induce a worker failure and an approval wait: check agent, task and board state agree and remain correct after reconnect. Distinguish working, blocked, failed, idle, ready for review and delivered. For speed/success claims disclose fixture, model, hardware, attempts and failures. UI responsiveness needs observed interaction timings; never infer a framework from lag.

#### Proliferate

Verification status: No sourced public finding (not-published)
Support: not-published

No publishable sourced finding is available for this criterion. This does not mean the product lacks the capability.

#### QM from YC

Verification status: No sourced public finding (not-published)
Support: not-published

No publishable sourced finding is available for this criterion. This does not mean the product lacks the capability.

### RUN-07: Per-task API and compute cost

Judgment rule: Record visible model/API spend per task, session, child and epic, including aggregation across harness changes. Distinguish billed charges, estimates, tokens, subscription allowance and unavailable amounts; never render unknown subscription marginal cost as zero. Reconcile totals with provider evidence where available. Record compute fees separately, refresh delay, budget alerts, export and drill-down from summary statistics.

#### Proliferate

Verification status: No sourced public finding (not-published)
Support: not-published

No publishable sourced finding is available for this criterion. This does not mean the product lacks the capability.

#### QM from YC

Verification status: No sourced public finding (not-published)
Support: not-published

No publishable sourced finding is available for this criterion. This does not mean the product lacks the capability.

### RUN-08: Compute-aware scheduling and verification

Judgment rule: Record concurrency limits, queues, CPU/RAM limits, backpressure, per-host resource awareness and reuse/deduplication of checks. Queue multiple browser end-to-end tests under a declared safe capacity; verify excess work queues or throttles rather than overloading the host. Inspect cancellation, fairness, recovery and whether overlapping epics share limits. Do not run an uncontrolled load test.

#### Proliferate

Verification status: No sourced public finding (not-published)
Support: not-published

No publishable sourced finding is available for this criterion. This does not mean the product lacks the capability.

#### QM from YC

Verification status: No sourced public finding (not-published)
Support: not-published

No publishable sourced finding is available for this criterion. This does not mean the product lacks the capability.

## Human collaboration and control

### TEAM-01: Live human collaboration

Judgment rule: Record shared visibility, issue discussion, comments, presence and simultaneous co-prompting as independent capabilities. Use two named accounts to steer the same agent and record input ordering/conflict handling, attribution and permission controls. Read-only links and shared issues do not establish co-steering. Record team/free-tier restrictions and whether the original owner must stay online.

#### Proliferate

Verification status: No sourced public finding (not-published)
Support: not-published

No publishable sourced finding is available for this criterion. This does not mean the product lacks the capability.

#### QM from YC

Verification status: Agent cross-checked (agent-cross-checked)
Support: partial

QM documents people collaborating with agents in shared rooms; simultaneous prompt ordering remains untested.

Availability: unknown
Delivery: native
Scope: surfaces=QM web workspace, QM Slack plugin; version=ec86d8b603a6cc07b21aa4d55359b88c425b61ef; plan=not specified; os=not specified; execution_modes=not specified; region=not specified; harness=not specified.

Limitations:
- This is a source pass; unfilled atomic questions remain unknown and no shared scenario was run.

- visibility — Visibility [supported]: Personal and shared scopes are documented. Sources: qm:readme.
- discussion — Discussion [supported]: Shared channels, group messages and projects. Sources: qm:readme.
- comments — Comments [unknown]: Comments: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- presence — Presence [unknown]: Presence: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- coprompting — Coprompting [unknown]: Coprompting: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- ordering — Ordering [unknown]: Ordering: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- conflicts — Conflicts [unknown]: Conflicts: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- attribution — Attribution [unknown]: Attribution: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- permissions — Permissions [unknown]: Permissions: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- plan_restrictions — Plan restrictions [unknown]: Plan restrictions: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- owner_online — Owner online [unknown]: Owner online: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.

Checked 2026-09-23; agent cross-checked 2026-09-23; check again by 2026-10-23.

Sources: qm:readme

### TEAM-02: Roles and access boundaries

Judgment rule: Record organization/project/task roles, membership lifecycle, SSO and provisioning where offered. Test unauthorized access and revocation with consenting test accounts. Describe documented versus observed enforcement, including which plan provides it.

#### Proliferate

Verification status: No sourced public finding (not-published)
Support: not-published

No publishable sourced finding is available for this criterion. This does not mean the product lacks the capability.

#### QM from YC

Verification status: Agent cross-checked (agent-cross-checked)
Support: partial

Project membership controls appear in inspected routes.

Availability: source-only
Delivery: native
Scope: surfaces=QM core and deployment CLI; version=ec86d8b603a6cc07b21aa4d55359b88c425b61ef; plan=not specified; os=not specified; execution_modes=not specified; region=not specified; harness=not specified.

Limitations:
- This is a source pass; unfilled atomic questions remain unknown and no shared scenario was run.

- organization_roles — Organization roles [unknown]: Organization roles: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- project_roles — Project roles [partial]: Mutations can return forbidden; complete role matrix and revocation tests are pending. Sources: qm:project-routes.
- task_roles — Task roles [unknown]: Task roles: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- membership — Membership [supported]: Add/remove project-member routes. Sources: qm:project-routes.
- sso — Sso [unknown]: Sso: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- provisioning — Provisioning [unknown]: Provisioning: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- unauthorized_access — Unauthorized access [unknown]: Unauthorized access: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- revocation — Revocation [unknown]: Revocation: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- plan_scope — Plan scope [unknown]: Plan scope: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.

Checked 2026-09-23; agent cross-checked 2026-09-23; check again by 2026-10-23.

Sources: qm:project-routes

### TEAM-03: Approvals and temporary access

Judgment rule: Record command, tool, network, secret and delivery approvals, approver identity and scope lifetime. Demonstrate allow, deny and revocation, including temporary tunnels or shared access after its thread/session ends. Separate default full access, available safer modes and product-enforced policy from instructions the model is expected to follow.

#### Proliferate

Verification status: No sourced public finding (not-published)
Support: not-published

No publishable sourced finding is available for this criterion. This does not mean the product lacks the capability.

#### QM from YC

Verification status: No sourced public finding (not-published)
Support: not-published

No publishable sourced finding is available for this criterion. This does not mean the product lacks the capability.

### TEAM-04: Decision and activity history

Judgment rule: Record attributed actions, approvals, edits, discussion and decision links. Check whether history persists across users and sessions, can be exported, and can be altered. Use the word audit only with a defined retention and integrity model.

#### Proliferate

Verification status: No sourced public finding (not-published)
Support: not-published

No publishable sourced finding is available for this criterion. This does not mean the product lacks the capability.

#### QM from YC

Verification status: No sourced public finding (not-published)
Support: not-published

No publishable sourced finding is available for this criterion. This does not mean the product lacks the capability.

### TEAM-05: Review experience and guidance

Judgment rule: Evaluate locating pending reviews, understanding a change, navigating evidence, commenting, requesting changes and finding the next shipping action. Measure steps/time and missed evidence on a shared fixture. Record keyboard/narrow-screen usability, context switching, clarity of agent roles and preservation of review context. Generic diff/PR access and a guided review workflow are different capabilities. Link high-volume review findings to SHIP-06.

#### Proliferate

Verification status: No sourced public finding (not-published)
Support: not-published

No publishable sourced finding is available for this criterion. This does not mean the product lacks the capability.

#### QM from YC

Verification status: No sourced public finding (not-published)
Support: not-published

No publishable sourced finding is available for this criterion. This does not mean the product lacks the capability.

### TEAM-06: Colleague takeover and continuity

Judgment rule: Have a second authorized person take over ongoing work with the same task, session history, decisions, artifacts, permissions and runtime context. Test after the first person disconnects. Record ownership transfer, attribution and lost context. Separately record transferring to another model/harness; a forked transcript or shared link alone is not full human takeover.

#### Proliferate

Verification status: No sourced public finding (not-published)
Support: not-published

No publishable sourced finding is available for this criterion. This does not mean the product lacks the capability.

#### QM from YC

Verification status: No sourced public finding (not-published)
Support: not-published

No publishable sourced finding is available for this criterion. This does not mean the product lacks the capability.

## Verification and delivery

### SHIP-01: Retained artifacts and outputs

Judgment rule: Record diffs, documents, screenshots, recordings, previews and test/reviewer outputs. Check for a searchable/browsable artifact gallery or equivalent retrieval, linked to task and exact revision, usable after sessions end. Reopen a completed child reviewer and retrieve its full findings. Check whether internal prompts or tool metadata unintentionally appear in the produced application or other user-facing output. In-chat attachments, persistent review evidence and a cross-task gallery get distinct answers.

#### Proliferate

Verification status: No sourced public finding (not-published)
Support: not-published

No publishable sourced finding is available for this criterion. This does not mean the product lacks the capability.

#### QM from YC

Verification status: No sourced public finding (not-published)
Support: not-published

No publishable sourced finding is available for this criterion. This does not mean the product lacks the capability.

### SHIP-02: Verification and spec gates

Judgment rule: Record tests, lint, types, CI, independent review and persistent-spec conformance checks as required versus optional. Cause a failed test and a conflict with an existing product requirement. Verify review catches the conflict and delivery blocks where claimed. An agent saying checks passed is not a passing gate; record configured and enforced policy separately.

#### Proliferate

Verification status: No sourced public finding (not-published)
Support: not-published

No publishable sourced finding is available for this criterion. This does not mean the product lacks the capability.

#### QM from YC

Verification status: No sourced public finding (not-published)
Support: not-published

No publishable sourced finding is available for this criterion. This does not mean the product lacks the capability.

### SHIP-03: Git and pull request workflow

Judgment rule: Record branches/worktrees, commits, PR creation, review comments, CI response, rebase and conflict handling. Complete one fixture change through a draft PR. Distinguish an integrated workflow from the agent running Git commands without product state.

#### Proliferate

Verification status: No sourced public finding (not-published)
Support: not-published

No publishable sourced finding is available for this criterion. This does not mean the product lacks the capability.

#### QM from YC

Verification status: No sourced public finding (not-published)
Support: not-published

No publishable sourced finding is available for this criterion. This does not mean the product lacks the capability.

### SHIP-04: Merge and deployment authority

Judgment rule: Record who can approve, merge, release and deploy, plus checks against the exact revision. Verify the documented authority boundary without publishing real changes. PR creation, merge and production deployment are separate capabilities.

#### Proliferate

Verification status: No sourced public finding (not-published)
Support: not-published

No publishable sourced finding is available for this criterion. This does not mean the product lacks the capability.

#### QM from YC

Verification status: No sourced public finding (not-published)
Support: not-published

No publishable sourced finding is available for this criterion. This does not mean the product lacks the capability.

### SHIP-05: Completion evidence and rollback

Judgment rule: Record task-to-commit/PR/build/deployment links, delivery status, retained evidence and rollback or revert support. Change the candidate revision after review and examine whether approval/evidence is invalidated. Agent exit alone does not prove delivery.

#### Proliferate

Verification status: No sourced public finding (not-published)
Support: not-published

No publishable sourced finding is available for this criterion. This does not mean the product lacks the capability.

#### QM from YC

Verification status: No sourced public finding (not-published)
Support: not-published

No publishable sourced finding is available for this criterion. This does not mean the product lacks the capability.

### SHIP-06: Batch review and high-volume shipping

Judgment rule: Return to a queue of at least six completed fixture tasks and review a subset. Record summaries, grouping, risk/size filters, retained reviewer findings, artifact navigation, request-changes flow, approval of exact revisions, dependency-aware merge/release queues and clear next actions. Check stale approvals invalidate after edits and duplicate checks respect RUN-08. Distinguish basic diff/PR actions from a coordinated review-and-delivery queue; do not require Podium terminology.

#### Proliferate

Verification status: No sourced public finding (not-published)
Support: not-published

No publishable sourced finding is available for this criterion. This does not mean the product lacks the capability.

#### QM from YC

Verification status: No sourced public finding (not-published)
Support: not-published

No publishable sourced finding is available for this criterion. This does not mean the product lacks the capability.

## Ownership, privacy and economics

### OWN-01: Source and license

Judgment rule: Record license and revision per component, including client, server and hosted extensions. Distinguish open source, source-available and closed components. Repository visibility is not a license classification or proof of hosted parity.

#### Proliferate

Verification status: No sourced public finding (not-published)
Support: not-published

No publishable sourced finding is available for this criterion. This does not mean the product lacks the capability.

#### QM from YC

Verification status: Agent cross-checked (agent-cross-checked)
Support: partial

Public repository carries MIT; hosted extensions and parity remain unverified.

Availability: unknown
Delivery: native
Scope: surfaces=QM web workspace, QM Slack plugin, QM core and deployment CLI; version=ec86d8b603a6cc07b21aa4d55359b88c425b61ef; plan=not specified; os=not specified; execution_modes=not specified; region=not specified; harness=not specified.

Limitations:
- This is a source pass; unfilled atomic questions remain unknown and no shared scenario was run.

- client_license — Client license [supported]: Root MIT license, subject to component notices. Sources: qm:license.
- server_license — Server license [unknown]: Server license: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- hosted_extensions — Hosted extensions [unknown]: Hosted extensions: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- source_visibility — Source visibility [supported]: Public repository. Sources: qm:license.
- source_revision — Source revision [supported]: ec86d8b603a6cc07b21aa4d55359b88c425b61ef Sources: qm:license.
- hosted_parity — Hosted parity [unknown]: Hosted parity: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.

Checked 2026-09-23; agent cross-checked 2026-09-23; check again by 2026-12-22.

Sources: qm:license

### OWN-02: Hosting and exit

Judgment rule: Record self-hosting scope, required vendor services, data export/import, standard formats and account cancellation behavior. Verify what remains usable without the vendor account. Exported code alone does not mean tasks, context and history are portable.

#### Proliferate

Verification status: Agent cross-checked (agent-cross-checked)
Support: partial

Deployment recipes cover Docker Compose and AWS.

Availability: unknown
Delivery: unknown
Scope: surfaces=desktop, self-hosted, roadmap; version=Official sources retrieved 2026-09-16; plan=not specified; os=not specified; execution_modes=not specified; region=not specified; harness=not specified.

Limitations:
- Other atomic questions remain unverified; no shared hands-on scenario was run.

- self_hosting — Self hosting [supported]: Server behind public URL; migrations and TLS configured. Sources: proliferate:host.
- vendor_dependencies — Vendor dependencies [supported]: Desktop required for local execution. Sources: proliferate:host.
- export — Export [unknown]: Initial official-source pass did not establish this question; no hands-on scenario was run.
- import — Import [unknown]: Initial official-source pass did not establish this question; no hands-on scenario was run.
- formats — Formats [unknown]: Initial official-source pass did not establish this question; no hands-on scenario was run.
- cancellation — Cancellation [unknown]: Initial official-source pass did not establish this question; no hands-on scenario was run.
- account_independence — Account independence [unknown]: Initial official-source pass did not establish this question; no hands-on scenario was run.
- history_portability — History portability [unknown]: Initial official-source pass did not establish this question; no hands-on scenario was run.

Checked 2026-09-23; agent cross-checked 2026-09-23; check again by 2026-10-23.

Sources: proliferate:host

#### QM from YC

Verification status: Agent cross-checked (agent-cross-checked)
Support: partial

QM supports organization-owned deployments and forks.

Availability: unknown
Delivery: native
Scope: surfaces=QM core and deployment CLI; version=ec86d8b603a6cc07b21aa4d55359b88c425b61ef; plan=not specified; os=not specified; execution_modes=not specified; region=not specified; harness=not specified.

Limitations:
- This is a source pass; unfilled atomic questions remain unknown and no shared scenario was run.

- self_hosting — Self hosting [supported]: Documented deployment into the operator cloud account. Sources: qm:readme.
- vendor_dependencies — Vendor dependencies [unknown]: Vendor dependencies: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- export — Export [unknown]: Export: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- import — Import [unknown]: Import: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- formats — Formats [unknown]: Formats: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- cancellation — Cancellation [unknown]: Cancellation: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- account_independence — Account independence [unknown]: Account independence: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.
- history_portability — History portability [unknown]: History portability: Initial primary-source pass did not establish this question. No installed-product or shared-scenario test was run.

Checked 2026-09-23; agent cross-checked 2026-09-23; check again by 2026-10-23.

Sources: qm:readme

### OWN-03: Data handling and telemetry

Judgment rule: Record where code, prompts, credentials, logs and artifacts go, retention/deletion, training use, residency and subprocessors. Separately record telemetry disclosure, collection defaults, opt-in/opt-out controls and observed first-run prompts. No consent dialog is an observation, not proof of no telemetry, secret telemetry or unlawful processing. Separate orchestration-vendor and model-provider policies.

#### Proliferate

Verification status: Agent cross-checked (agent-cross-checked)
Support: partial

Self-host telemetry has opt-out controls.

Availability: unknown
Delivery: unknown
Scope: surfaces=desktop, self-hosted, roadmap; version=Official sources retrieved 2026-09-16; plan=not specified; os=not specified; execution_modes=not specified; region=not specified; harness=not specified.

Limitations:
- Other atomic questions remain unverified; no shared hands-on scenario was run.

- code_data — Code data [unknown]: Initial official-source pass did not establish this question; no hands-on scenario was run.
- prompts — Prompts [unknown]: Initial official-source pass did not establish this question; no hands-on scenario was run.
- credentials — Credentials [unknown]: Initial official-source pass did not establish this question; no hands-on scenario was run.
- logs — Logs [unknown]: Initial official-source pass did not establish this question; no hands-on scenario was run.
- artifacts — Artifacts [unknown]: Initial official-source pass did not establish this question; no hands-on scenario was run.
- retention — Retention [unknown]: Initial official-source pass did not establish this question; no hands-on scenario was run.
- deletion — Deletion [unknown]: Initial official-source pass did not establish this question; no hands-on scenario was run.
- training — Training [unknown]: Initial official-source pass did not establish this question; no hands-on scenario was run.
- residency — Residency [unknown]: Initial official-source pass did not establish this question; no hands-on scenario was run.
- subprocessors — Subprocessors [unknown]: Initial official-source pass did not establish this question; no hands-on scenario was run.
- telemetry_disclosure — Telemetry disclosure [supported]: Anonymous first-party telemetry documented. Sources: proliferate:host.
- telemetry_defaults — Telemetry defaults [supported]: Enabled by default. Sources: proliferate:host.
- telemetry_controls — Telemetry controls [supported]: Environment-variable opt out. Sources: proliferate:host.
- consent_prompt — Consent prompt [unknown]: Initial official-source pass did not establish this question; no hands-on scenario was run.
- provider_separation — Provider separation [unknown]: Initial official-source pass did not establish this question; no hands-on scenario was run.

Checked 2026-09-23; agent cross-checked 2026-09-23; check again by 2026-10-23.

Sources: proliferate:host

#### QM from YC

Verification status: No sourced public finding (not-published)
Support: not-published

No publishable sourced finding is available for this criterion. This does not mean the product lacks the capability.

### OWN-04: Price and included usage

Judgment rule: Record currency, billing interval, seats/seat minimums, workspace charges, included usage, credits, trial conditions, overages, taxes treatment and separate model/compute costs. Map billing routes to ACC-03. Cite public prices or dated quotes. Per-seat versus pooled billing is a fact, not a universal quality judgment.

#### Proliferate

Verification status: No sourced public finding (not-published)
Support: not-published

No publishable sourced finding is available for this criterion. This does not mean the product lacks the capability.

#### QM from YC

Verification status: No sourced public finding (not-published)
Support: not-published

No publishable sourced finding is available for this criterion. This does not mean the product lacks the capability.

### OWN-05: Scenario cost and controls

Judgment rule: Price stated workloads for one, two and five developers, with fixed tasks, concurrency, tokens and compute-hours. The two-person scenario models Till and Michael collaborating. Include subscription, platform, model and compute charges; separate fixed, variable, included and unknown costs. No invented average task cost. Link cost visibility and reconciliation to RUN-07.

#### Proliferate

Verification status: No sourced public finding (not-published)
Support: not-published

No publishable sourced finding is available for this criterion. This does not mean the product lacks the capability.

#### QM from YC

Verification status: No sourced public finding (not-published)
Support: not-published

No publishable sourced finding is available for this criterion. This does not mean the product lacks the capability.

### OWN-06: Availability and support

Judgment rule: Record GA/beta/access restrictions, support channels, documented response commitments, release activity, status history and deprecation/export options. Funding, stars and popularity can be context but are not reliability scores. An archived repository does not prove the hosted service is discontinued.

#### Proliferate

Verification status: No sourced public finding (not-published)
Support: not-published

No publishable sourced finding is available for this criterion. This does not mean the product lacks the capability.

#### QM from YC

Verification status: No sourced public finding (not-published)
Support: not-published

No publishable sourced finding is available for this criterion. This does not mean the product lacks the capability.

### OWN-07: Enterprise assurance

Judgment rule: Record each claimed assurance separately: ISO standard/certificate scope, issuer and validity; SOC 2 report type, covered service and audit period; report/certificate access and verification date. Distinguish public documentation, vendor assertion, independently accessible evidence and unavailable evidence. A logo, enterprise pricing tier, SSO or a provider certification does not prove this product is certified or audited. Report controls in TEAM-02 separately; no legal-compliance verdict.

#### Proliferate

Verification status: No sourced public finding (not-published)
Support: not-published

No publishable sourced finding is available for this criterion. This does not mean the product lacks the capability.

#### QM from YC

Verification status: No sourced public finding (not-published)
Support: not-published

No publishable sourced finding is available for this criterion. This does not mean the product lacks the capability.

### OWN-08: Useful free tier and evaluation access

Judgment rule: Distinguish an ongoing free tier, time-limited trial, credits-only trial, open-source self-hosting costs, paid-only access and gated early access. Map which shared scenarios work for free, especially two-person collaboration, BYO subscriptions, remote compute, mobile, issue management and review. Record card requirement, usage caps and whether meaningful evaluation needs payment or sales approval.

#### Proliferate

Verification status: Agent cross-checked (agent-cross-checked)
Support: partial

Team access is private beta; current official pages do not establish whether the Mac desktop app is free.

Availability: unknown
Delivery: unknown
Scope: surfaces=desktop; version=Official sources retrieved 2026-09-16; plan=not specified; os=not specified; execution_modes=not specified; region=not specified; harness=not specified.

Limitations:
- Other atomic questions remain unverified; no shared hands-on scenario was run.
- Current homepage no longer states that the desktop app is free.

- ongoing_free — Ongoing free [unknown]: Current official homepage and docs show a Mac download but no ongoing-free price statement.
- trial — Trial [unknown]: Initial official-source pass did not establish this question; no hands-on scenario was run.
- credits_trial — Credits trial [unknown]: Initial official-source pass did not establish this question; no hands-on scenario was run.
- self_host_cost — Self host cost [unknown]: Initial official-source pass did not establish this question; no hands-on scenario was run.
- paid_only — Paid only [unknown]: Initial official-source pass did not establish this question; no hands-on scenario was run.
- early_access — Early access [supported]: Team private beta. Sources: proliferate:site.
- free_scenarios — Free scenarios [unknown]: Initial official-source pass did not establish this question; no hands-on scenario was run.
- card_required — Card required [unknown]: Initial official-source pass did not establish this question; no hands-on scenario was run.
- usage_caps — Usage caps [unknown]: Initial official-source pass did not establish this question; no hands-on scenario was run.
- paid_evaluation — Paid evaluation [unknown]: Initial official-source pass did not establish this question; no hands-on scenario was run.

Checked 2026-09-23; agent cross-checked 2026-09-23; check again by 2026-10-07.

Sources: proliferate:site

#### QM from YC

Verification status: No sourced public finding (not-published)
Support: not-published

No publishable sourced finding is available for this criterion. This does not mean the product lacks the capability.

### OWN-09: Pricing transparency

Judgment rule: Record publicly stated units, included limits, overage rates, compute/model pass-through or markup, minimum commitment, cancellation and sales-only unknowns. Use transparent, partially specified, quote-only or unknown, with named missing fields. A quote-only enterprise price is a disclosed procurement constraint, not proof of dishonesty.

#### Proliferate

Verification status: No sourced public finding (not-published)
Support: not-published

No publishable sourced finding is available for this criterion. This does not mean the product lacks the capability.

#### QM from YC

Verification status: No sourced public finding (not-published)
Support: not-published

No publishable sourced finding is available for this criterion. This does not mean the product lacks the capability.

## Sources

### proliferate:site

Proliferate. Homepage offers Mac download and describes Team as private beta; it does not currently state that the Mac desktop is free.

- URL: https://proliferate.com/
- Locator: Desktop; Team
- Evidence kind: vendor-claimed
- Source date: Not stated
- Retrieved: 2026-09-23

### qm:readme

QM from YC: README.md. Documents shared channels/projects, scope-owned memory, web and Slack, selectable agent runtimes, self-host deployment and Postgres configuration.

- URL: https://github.com/yc-software/qm/blob/ec86d8b603a6cc07b21aa4d55359b88c425b61ef/README.md
- Locator: README.md
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-09-23

### qm:project-routes

QM from YC: src/api/routes/projects.ts. Project HTTP routes support list/create/rename and membership mutations; capability callers are bound to their actor identity. Project APIs are not issue CRUD.

- URL: https://github.com/yc-software/qm/blob/ec86d8b603a6cc07b21aa4d55359b88c425b61ef/src/api/routes/projects.ts
- Locator: src/api/routes/projects.ts
- Evidence kind: source-inspected
- Source date: Not stated
- Retrieved: 2026-09-23
- Commit: ec86d8b603a6cc07b21aa4d55359b88c425b61ef
- Path: src/api/routes/projects.ts

### qm:swarms

QM from YC: docs/swarms.md. Documents durable worker sessions, scoped messaging, human and agent APIs, provisioning retries and finite budgets. Worker web transcripts are read-only for normal messages, with approval controls.

- URL: https://github.com/yc-software/qm/blob/ec86d8b603a6cc07b21aa4d55359b88c425b61ef/docs/swarms.md
- Locator: docs/swarms.md
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-09-23

### qm:web-package

QM from YC: plugins/web-ui/package.json. Web UI package declares Lit; this supports the browser implementation classification, not mobile-client parity.

- URL: https://github.com/yc-software/qm/blob/ec86d8b603a6cc07b21aa4d55359b88c425b61ef/plugins/web-ui/package.json
- Locator: plugins/web-ui/package.json
- Evidence kind: source-inspected
- Source date: Not stated
- Retrieved: 2026-09-23
- Commit: ec86d8b603a6cc07b21aa4d55359b88c425b61ef
- Path: plugins/web-ui/package.json

### qm:task-model

QM from YC: src/tasks/task-store.ts. Task interface ties IDs to sessions and runs, with pending/in_progress/completed/skipped/failed states and status-event APIs. It does not establish an independent human issue backlog.

- URL: https://github.com/yc-software/qm/blob/ec86d8b603a6cc07b21aa4d55359b88c425b61ef/src/tasks/task-store.ts
- Locator: src/tasks/task-store.ts
- Evidence kind: source-inspected
- Source date: Not stated
- Retrieved: 2026-09-23
- Commit: ec86d8b603a6cc07b21aa4d55359b88c425b61ef
- Path: src/tasks/task-store.ts

### proliferate:children

Subagents. Delegated sessions share checkout, retain transcripts and report results to parent.

- URL: https://proliferate.com/docs/features/subagents
- Locator: Limits; workspace; lifecycle
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-09-23

### proliferate:flows

Workflows. Saved linear workflows interleave agent steps and human approvals.

- URL: https://proliferate.com/docs/features/workflows
- Locator: Steps; execution
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-09-23

### proliferate:host

Self-hosting. Server hosts shared organization state; execution remains on desktop machines. Cloud addons are being reimplemented.

- URL: https://proliferate.com/docs/how-to
- Locator: Architecture; deployment; limitations
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-09-23

### qm:license

QM from YC: LICENSE. Repository root license is MIT; component-specific exceptions and hosted parity were not audited.

- URL: https://github.com/yc-software/qm/blob/ec86d8b603a6cc07b21aa4d55359b88c425b61ef/LICENSE
- Locator: LICENSE
- Evidence kind: documented
- Source date: Not stated
- Retrieved: 2026-09-23
