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Add initial documentation for Studio v2#61

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Add initial documentation for Studio v2#61
ainetx wants to merge 7 commits into
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v2

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@ainetx

@ainetx ainetx commented Jul 2, 2026

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Introduce the investor-facing vision deck and a comprehensive domain model draft for Studio v2, detailing key components and structures essential for understanding the project.

Summary by CodeRabbit

  • Documentation
    • Added an investor-first “Studio” vision deck with open-core “AI control plane” positioning, key workflow examples, architecture overview, ROI framing, roadmap, and competitive comparisons.
    • Added a draft “Studio v2 — Domain Model” detailing registry entities vs object graph, execution run concepts, state/transition policy, authorization and audit logging, recommendation/event/notification lifecycles, and extensibility rules.

Add initial v2 documentation artifacts:
- v2/docs/STUDIO_VISION.md: investor-facing vision deck for Studio v2,
  covering the shadow SDLC graph, validated action engine, connector
  layer, killer workflows, competitive positioning, and expansion roadmap
- v2/docs/domain-model.md: comprehensive domain model draft produced
  through structured brainstorm session, covering Object/Worker/Flow
  base model, GTS identifier conventions (vendor=cf), Contract schema,
  WorkerRun execution model, Tenant hierarchy, Kit extensibility,
  StatePolicy, Role/Policy/Authorization, AuditLog, Recommendation,
  Events/Notifications, and a full SDLC object type catalog (~95 core
  types across 16 domains) with 17 Mermaid diagrams

Signed-off-by: ainetx <viator@via-net.org>
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📝 Walkthrough

Walkthrough

This PR replaces the Studio vision deck and expands the Studio v2 domain model draft with entity definitions, lifecycle rules, authorization, auditing, recommendations, notifications, and object reference diagrams.

Changes

Studio Vision Deck

Layer / File(s) Summary
Problem framing and core concept
v2/docs/STUDIO_VISION.md
Introduces slide front-matter, the problem and timing framing, customer segment definition, and the core Studio concept including the shadow SDLC graph, actions, validators, and workflows.
Flow library and platform architecture
v2/docs/STUDIO_VISION.md
Adds the Flow Library, human-centric automation contract, platform architecture, integration advantage, and SaaS/Gears building blocks.
AI efficiency, business model, and market positioning
v2/docs/STUDIO_VISION.md
Describes AI cost efficiency controls, developer experience principles, ROI metrics, business model, moat flywheel, competitor comparisons, roadmap phases, investor objections, and closing statements.

Studio v2 Domain Model

Layer / File(s) Summary
Overview diagrams and entity categories
v2/docs/domain-model.md
Introduces the document, diagrams for object and registry relationships, and the top-level Object versus Registry entities framing.
Type conventions and core registry schemas
v2/docs/domain-model.md
Defines GTS identifier conventions, Studio base types, derived object types, and the Contract, Worker, and WorkerImplementation schemas.
Execution and flow lifecycle
v2/docs/domain-model.md
Defines WorkerRun lifecycle and retry semantics, then specifies Flow, FlowRun, Tenant, User, and Workspace shapes.
Kit extensibility, state policies, and authorization
v2/docs/domain-model.md
Documents kit extensibility rules, StatePolicy matching and projections, and the authorization model including roles, permissions, policies, overrides, identity mapping, and delegation.
Audit, recommendations, events, and notifications
v2/docs/domain-model.md
Covers AuditLog materialization and export, Recommendation lifecycle, Studio event types and delivery rules, and NotificationRule, override, subscription, and channel definitions.
Object catalog, vendor examples, and reference diagrams
v2/docs/domain-model.md
Adds the object type catalog appendix, vendor kit extension examples, and the object reference diagrams with closing attribution.

Estimated code review effort: 2 (Simple) | ~15 minutes

🚥 Pre-merge checks | ✅ 5
✅ Passed checks (5 passed)
Check name Status Explanation
Description Check ✅ Passed Check skipped - CodeRabbit’s high-level summary is enabled.
Title check ✅ Passed The title clearly summarizes the main change: adding initial Studio v2 documentation.
Docstring Coverage ✅ Passed No functions found in the changed files to evaluate docstring coverage. Skipping docstring coverage check.
Linked Issues check ✅ Passed Check skipped because no linked issues were found for this pull request.
Out of Scope Changes check ✅ Passed Check skipped because no linked issues were found for this pull request.
✨ Finishing Touches
🧪 Generate unit tests (beta)
  • Create PR with unit tests
  • Commit unit tests in branch v2

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Actionable comments posted: 8

🤖 Prompt for all review comments with AI agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

Inline comments:
In `@v2/docs/domain-model.md`:
- Around line 56-61: The domain model is inconsistent because Tenant is listed
as a subtype of Object in the inheritance diagram while later documentation
treats Tenant as a separate Gears RG type with Object instances belonging to a
tenantId. Update the Mermaid relationship near the Tenant, Workspace, WorkerRun,
FlowRun, Role, and Recommendation declarations, and align the Tenant section so
it is either a peer root entity or explicitly modeled as an Object subtype
everywhere, with the tenantId ownership rule matching that choice.
- Around line 105-109: The domain model uses inconsistent naming for the worker
implementation entity: the Worker class currently references WorkerImpl, while
the rest of the spec uses WorkerImplementation. Update the Worker definition to
use the same implementation type name everywhere, including the implementationId
reference and any related diagram labels or mentions in the domain model, so
schema/tooling references stay consistent.
- Around line 1200-1410: Normalize the appendix so every type uses the same
canonical GTS identifier form as the earlier
`gts.cf.studio.core.object.v1~cf.studio.core.<type>.v1~` syntax. Update the
domain lists in `domain-model.md` so the referenced symbols (for example the
base types and entries like `cf.studio.core.document.v1~`,
`cf.studio.core.infra_config.v1~`, `cf.studio.core.prompt.v1~`, and the
domain-specific type names) are all expressed consistently in the chained
format, making this section machine-consistent with the rest of the spec.
- Around line 894-905: The StateTransitionEvent projection is referencing
WorkerRun.timestamp, but WorkerRun does not define that field in the worker
schema. Update the projection in the StateTransitionEvent definition to use an
existing WorkerRun time field such as createdAt or updatedAt from the Object
model, or introduce a real timestamp field on WorkerRun if that is the intended
source, and keep the field name consistent throughout the WorkerRun and
StateTransitionEvent descriptions.

In `@v2/docs/STUDIO_VISION.md`:
- Around line 548-551: Fix the visible typo in the ROI metrics list by
correcting the misspelled bullet in STUDIO_VISION’s metrics section; update the
item containing “artficats” so it reads “artifacts” and keep the surrounding
metric wording consistent with the other bullets in that same list.
- Line 59: Tighten the opening problem-statement bullet in STUDIO_VISION.md so
it reads cleanly and professionally; fix the awkward phrasing and typos in the
paragraph about AI tools, especially the references to IDEs like Cursor/GitHub
and the “convinient”/“capabilitie…” wording. Update the text in that bullet to a
concise, polished version while preserving the original meaning about non-R&D
teams struggling with adoption and collaboration.
- Around line 700-731: The roadmap phase headings in STUDIO_VISION.md are using
a heading level that skips from the section title and triggers the MD001
warning. Update the Phase 1–4 headings in the roadmap block to use a consistent,
non-skipping ladder (for example, `##` or `###` relative to the surrounding
title) so the document remains lint-clean and easier to scan.
- Around line 24-27: Separate the desktop and mobile targets in the platform
list so the wording does not imply iOS/Android are desktop systems. Update the
affected bullet in STUDIO_VISION.md to clearly distinguish the desktop
application targets from the mobile targets, keeping the web app and CLI entries
unchanged.
🪄 Autofix (Beta)

Fix all unresolved CodeRabbit comments on this PR:

  • Push a commit to this branch (recommended)
  • Create a new PR with the fixes

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Configuration used: defaults

Review profile: CHILL

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Run ID: d8792195-9d3a-4490-88cd-8c62fadbcb75

📥 Commits

Reviewing files that changed from the base of the PR and between 5531bd4 and 05ea3f6.

📒 Files selected for processing (2)
  • v2/docs/STUDIO_VISION.md
  • v2/docs/domain-model.md

Comment thread v2/docs/domain-model.md
Comment on lines +56 to +61
Object <|-- Tenant
Object <|-- Workspace
Object <|-- WorkerRun
Object <|-- FlowRun
Object <|-- Role
Object <|-- Recommendation

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🎯 Functional Correctness | 🟠 Major | 🏗️ Heavy lift

Resolve the Tenant/Object contradiction.

Tenant is shown as an Object subtype here, but the Tenant section later treats it as a separate Gears RG type and still says every Object belongs to exactly one tenantId. That leaves the root tenant model inconsistent.

Suggested fix
-    Object <|-- Tenant
     Object <|-- Workspace
...
- Every Object belongs to exactly one Tenant (`tenantId`).
+ Every tenant-scoped Object belongs to exactly one Tenant (`tenantId`).

Also applies to: 702-717

🤖 Prompt for AI Agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@v2/docs/domain-model.md` around lines 56 - 61, The domain model is
inconsistent because Tenant is listed as a subtype of Object in the inheritance
diagram while later documentation treats Tenant as a separate Gears RG type with
Object instances belonging to a tenantId. Update the Mermaid relationship near
the Tenant, Workspace, WorkerRun, FlowRun, Role, and Recommendation
declarations, and align the Tenant section so it is either a peer root entity or
explicitly modeled as an Object subtype everywhere, with the tenantId ownership
rule matching that choice.

Comment thread v2/docs/domain-model.md
Comment on lines +105 to +109
class Worker {
id: GTS Type ID
scope: local|project|workspace|published
implementationId: ref WorkerImpl
}

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🎯 Functional Correctness | 🟡 Minor | ⚡ Quick win

Use the same implementation type name everywhere.

WorkerImpl only appears here; the rest of the spec uses WorkerImplementation. That mismatch will break schema/tooling references and makes the diagram read as if there are two different entities.

Suggested fix
-        implementationId: ref WorkerImpl
+        implementationId: ref WorkerImplementation
📝 Committable suggestion

‼️ IMPORTANT
Carefully review the code before committing. Ensure that it accurately replaces the highlighted code, contains no missing lines, and has no issues with indentation. Thoroughly test & benchmark the code to ensure it meets the requirements.

Suggested change
class Worker {
id: GTS Type ID
scope: local|project|workspace|published
implementationId: ref WorkerImpl
}
class Worker {
id: GTS Type ID
scope: local|project|workspace|published
implementationId: ref WorkerImplementation
}
🤖 Prompt for AI Agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@v2/docs/domain-model.md` around lines 105 - 109, The domain model uses
inconsistent naming for the worker implementation entity: the Worker class
currently references WorkerImpl, while the rest of the spec uses
WorkerImplementation. Update the Worker definition to use the same
implementation type name everywhere, including the implementationId reference
and any related diagram labels or mentions in the domain model, so
schema/tooling references stay consistent.

Comment thread v2/docs/domain-model.md
Comment on lines +894 to +905
`StateTransitionEvent` is a **computed projection** over the WorkerRun tree.

```
StateTransitionEvent (projection) {
objectId: from WorkerRun input/output diff
property: derived
fromValue: WorkerRun.inputData[property]
toValue: WorkerRun.outputData[property]
workerRunId: WorkerRun.id
timestamp: WorkerRun.timestamp
evidence?: WorkerRun.outputData[evidence]
}

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🎯 Functional Correctness | 🟠 Major | ⚡ Quick win

Don't reference a field that WorkerRun doesn't define.

WorkerRun.timestamp is never introduced anywhere in the worker schema; the object model only gives you createdAt/updatedAt via Object. Pick one of those, or add an explicit timestamp field to WorkerRun.

Suggested fix
-  timestamp:   WorkerRun.timestamp
+  timestamp:   WorkerRun.createdAt
📝 Committable suggestion

‼️ IMPORTANT
Carefully review the code before committing. Ensure that it accurately replaces the highlighted code, contains no missing lines, and has no issues with indentation. Thoroughly test & benchmark the code to ensure it meets the requirements.

Suggested change
`StateTransitionEvent` is a **computed projection** over the WorkerRun tree.
```
StateTransitionEvent (projection) {
objectId: from WorkerRun input/output diff
property: derived
fromValue: WorkerRun.inputData[property]
toValue: WorkerRun.outputData[property]
workerRunId: WorkerRun.id
timestamp: WorkerRun.timestamp
evidence?: WorkerRun.outputData[evidence]
}
`StateTransitionEvent` is a **computed projection** over the WorkerRun tree.
🧰 Tools
🪛 markdownlint-cli2 (0.22.1)

[warning] 896-896: Fenced code blocks should have a language specified

(MD040, fenced-code-language)

🤖 Prompt for AI Agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@v2/docs/domain-model.md` around lines 894 - 905, The StateTransitionEvent
projection is referencing WorkerRun.timestamp, but WorkerRun does not define
that field in the worker schema. Update the projection in the
StateTransitionEvent definition to use an existing WorkerRun time field such as
createdAt or updatedAt from the Object model, or introduce a real timestamp
field on WorkerRun if that is the intended source, and keep the field name
consistent throughout the WorkerRun and StateTransitionEvent descriptions.

Comment thread v2/docs/domain-model.md
Comment on lines +1200 to +1410
```
gts.cf.studio.core.object.v1~cf.studio.core.<type>.v1~
```

### Base Types (abstract)

```
cf.studio.core.document.v1~ // base for all textual/structured artifacts
cf.studio.core.infra_config.v1~ // base for all infrastructure configurations
cf.studio.core.prompt.v1~ // base for all AI prompt artifacts
```

### Domain 1 — Product / Requirements

```
cf.studio.core.prd.v1~ // → document
cf.studio.core.epic.v1~
cf.studio.core.user_story.v1~
cf.studio.core.requirement.v1~
cf.studio.core.acceptance_criteria.v1~
cf.studio.core.use_case.v1~
cf.studio.core.user_persona.v1~
cf.studio.core.product_roadmap.v1~
cf.studio.core.feature_spec.v1~ // → document (Studio SDLC FEATURE)
cf.studio.core.decomposition.v1~ // → document (Studio SDLC DECOMPOSITION)
```

### Domain 2 — Architecture / Design

```
cf.studio.core.design.v1~ // → document (Studio SDLC DESIGN)
cf.studio.core.adr.v1~ // → document (Architecture Decision Record)
cf.studio.core.component.v1~
cf.studio.core.interface_definition.v1~
cf.studio.core.api_spec.v1~ // OpenAPI / GraphQL / gRPC
cf.studio.core.data_model.v1~
cf.studio.core.architecture_diagram.v1~
```

### Domain 3 — Source Code

```
cf.studio.core.repository.v1~
cf.studio.core.source_file.v1~
cf.studio.core.module.v1~ // package, namespace, library
cf.studio.core.complexity_metric.v1~ // cyclomatic/cognitive complexity
```

### Domain 4 — Work Items

```
cf.studio.core.task.v1~
cf.studio.core.bug.v1~
cf.studio.core.spike.v1~
cf.studio.core.tech_debt_item.v1~
cf.studio.core.change_request.v1~
```

### Domain 5 — Collaboration

```
cf.studio.core.comment.v1~
cf.studio.core.review_comment.v1~
cf.studio.core.decision.v1~
cf.studio.core.meeting_note.v1~ // → document
cf.studio.core.approval.v1~
```

### Domain 6 — Version Control

```
// cf.studio.core.repository.v1~ // defined in Domain 3
cf.studio.core.branch.v1~
cf.studio.core.commit.v1~
cf.studio.core.tag.v1~
cf.studio.core.pull_request.v1~ // canonical (PR + MR)
cf.studio.core.diff.v1~
cf.studio.core.merge_conflict.v1~
```

### Domain 7 — CI/CD / Build

```
cf.studio.core.pipeline.v1~ // pipeline definition
cf.studio.core.pipeline_run.v1~ // execution instance
cf.studio.core.build.v1~
cf.studio.core.pipeline_job.v1~ // job within pipeline
cf.studio.core.pipeline_step.v1~ // step within job
cf.studio.core.test_run.v1~
cf.studio.core.test_case.v1~
cf.studio.core.test_result.v1~
cf.studio.core.code_coverage_report.v1~
cf.studio.core.build_artifact.v1~ // binary, package, image
cf.studio.core.deployment.v1~
cf.studio.core.deployment_status.v1~
cf.studio.core.runner.v1~ // GitHub runner, Jenkins agent, GitLab runner
cf.studio.core.performance_benchmark.v1~ // k6, Locust, JMH
```

### Domain 8 — Artifacts / Packages

```
cf.studio.core.package.v1~
cf.studio.core.package_version.v1~
cf.studio.core.container_image.v1~
cf.studio.core.container_image_tag.v1~
cf.studio.core.sbom.v1~ // Software Bill of Materials
```

### Domain 9 — Release

```
cf.studio.core.release.v1~
cf.studio.core.release_notes.v1~ // → document
cf.studio.core.changelog.v1~ // → document
cf.studio.core.version.v1~
cf.studio.core.release_candidate.v1~
```

### Domain 10 — Operations / Incidents

```
cf.studio.core.incident.v1~
cf.studio.core.alert.v1~
cf.studio.core.runbook.v1~ // → document
cf.studio.core.postmortem.v1~ // → document
cf.studio.core.slo.v1~ // Service Level Objective
cf.studio.core.sli.v1~ // Service Level Indicator
cf.studio.core.on_call_schedule.v1~
cf.studio.core.escalation_policy.v1~
cf.studio.core.health_check.v1~
cf.studio.core.metric_definition.v1~ // metric schema/definition, not time-series data
cf.studio.core.quality_metric.v1~ // code quality, test coverage metrics
```

### Domain 11 — Security

```
cf.studio.core.vulnerability.v1~
cf.studio.core.cve.v1~
cf.studio.core.security_finding.v1~ // pentest, code scan, secret scan
cf.studio.core.threat_model.v1~ // → document
cf.studio.core.security_review.v1~ // → document
cf.studio.core.dependency_vulnerability.v1~ // Dependabot, Snyk
```

### Domain 12 — Compliance / Governance

```
cf.studio.core.audit_finding.v1~
cf.studio.core.compliance_check.v1~
cf.studio.core.compliance_check_result.v1~
cf.studio.core.policy_exception.v1~
cf.studio.core.compliance_report.v1~ // → document
cf.studio.core.cost_report.v1~ // AI cost, infrastructure cost
```

### Domain 13 — People / Teams

```
cf.studio.core.person.v1~
cf.studio.core.team.v1~
cf.studio.core.org_unit.v1~ // department, division
```

### Domain 14 — Infrastructure

```
cf.studio.core.environment.v1~ // dev, staging, prod
cf.studio.core.service.v1~ // microservice, cloud service
cf.studio.core.cluster.v1~ // K8s, ECS, EKS
cf.studio.core.resource.v1~ // generic cloud resource
cf.studio.core.namespace.v1~ // K8s namespace, logical grouping
cf.studio.core.secret_reference.v1~ // reference only: name, vault_path, provider — no value stored
cf.studio.core.certificate.v1~
cf.studio.core.infra_config.v1~ // base (abstract)
// narrowed by Kit:
// ~cf.studio.core.terraform_resource.v1~
// ~cf.studio.core.helm_release.v1~
// ~cf.studio.core.k8s_manifest.v1~
```

### Domain 15 — Documents

```
cf.studio.core.document.v1~ // base (abstract)
// narrowed types:
cf.studio.core.spec.v1~ // → document
cf.studio.core.guide.v1~ // → document
cf.studio.core.readme.v1~ // → document
cf.studio.core.wiki_page.v1~ // → document
cf.studio.core.api_documentation.v1~ // → document
cf.studio.core.glossary.v1~ // → document
// policy/governance docs use document with category tag
```

### Domain 16 — AI / Agents

```
cf.studio.core.prompt.v1~ // base (abstract)
cf.studio.core.skill.v1~ // → prompt (reusable agent instruction)
cf.studio.core.system_prompt.v1~ // → prompt
cf.studio.core.prompt_template.v1~ // → prompt
cf.studio.core.prompt_variant.v1~ // → prompt (A/B variant)
cf.studio.core.ai_agent.v1~
cf.studio.core.ai_tool.v1~
cf.studio.core.evaluation_run.v1~
cf.studio.core.evaluation_result.v1~
// llm_model → reference to Gears Models Registry (no separate Object type)
```

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🗄️ Data Integrity & Integration | 🟠 Major | 🏗️ Heavy lift

Normalize the appendix to one GTS identifier format.

The catalog switches from the chained gts.cf... syntax used earlier to bare cf.studio.core.* identifiers here. As written, this section is not a canonical source of truth because the IDs are not machine-consistent with the rest of the spec.

Representative normalization
- cf.studio.core.prd.v1~
+ gts.cf.studio.core.object.v1~cf.studio.core.prd.v1~
🧰 Tools
🪛 markdownlint-cli2 (0.22.1)

[warning] 1200-1200: Fenced code blocks should be surrounded by blank lines

(MD031, blanks-around-fences)


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🤖 Prompt for AI Agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@v2/docs/domain-model.md` around lines 1200 - 1410, Normalize the appendix so
every type uses the same canonical GTS identifier form as the earlier
`gts.cf.studio.core.object.v1~cf.studio.core.<type>.v1~` syntax. Update the
domain lists in `domain-model.md` so the referenced symbols (for example the
base types and entries like `cf.studio.core.document.v1~`,
`cf.studio.core.infra_config.v1~`, `cf.studio.core.prompt.v1~`, and the
domain-specific type names) are all expressed consistently in the chained
format, making this section machine-consistent with the rest of the spec.

Comment thread v2/docs/STUDIO_VISION.md
Comment on lines +24 to +27
- It is implemented as:
- A web application in a browser
- A desktop application for macOS, Linux, Windows, iOS/Android
- A CLI that can be used from other tools (less beneficial because all the existing tools were created for developers and will not benefit all other roles)

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📐 Maintainability & Code Quality | 🟡 Minor | ⚡ Quick win

Separate the desktop and mobile targets.

iOS/Android are mobile platforms, so this currently reads like the deck promises a desktop app for mobile OSes. Splitting the targets will avoid a misleading product claim.

Suggested rewrite
-  - A desktop application for macOS, Linux, Windows, iOS/Android
+  - Desktop application for macOS, Linux, Windows
+  - Mobile application for iOS/Android
📝 Committable suggestion

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Carefully review the code before committing. Ensure that it accurately replaces the highlighted code, contains no missing lines, and has no issues with indentation. Thoroughly test & benchmark the code to ensure it meets the requirements.

Suggested change
- It is implemented as:
- A web application in a browser
- A desktop application for macOS, Linux, Windows, iOS/Android
- A CLI that can be used from other tools (less beneficial because all the existing tools were created for developers and will not benefit all other roles)
- It is implemented as:
- A web application in a browser
- Desktop application for macOS, Linux, Windows
- Mobile application for iOS/Android
- A CLI that can be used from other tools (less beneficial because all the existing tools were created for developers and will not benefit all other roles)
🤖 Prompt for AI Agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@v2/docs/STUDIO_VISION.md` around lines 24 - 27, Separate the desktop and
mobile targets in the platform list so the wording does not imply iOS/Android
are desktop systems. Update the affected bullet in STUDIO_VISION.md to clearly
distinguish the desktop application targets from the mobile targets, keeping the
web app and CLI entries unchanged.

Comment thread v2/docs/STUDIO_VISION.md
AI coding tools help teams generate more code faster.
But complex software delivery still breaks across handoffs:

- Modern AI tools were created with the R&D in mind. Other organizations and functions - Product Management, GTM - are having a hard time adopting AI using R&D-centric tools (IDEs - such as Cursor or GitHub are not the native Product Management tools for example and they require a very steep learning curve and do not provide convinient and efficient collaboration capabilities).

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📐 Maintainability & Code Quality | 🟡 Minor | ⚡ Quick win

Tighten the problem-statement copy.

This bullet has typos/awkward phrasing (convinient, capabilitie...) and is the first dense paragraph in the deck, so it should read cleanly.

Suggested rewrite
-  - Modern AI tools were created with the R&D in mind. Other organizations and functions - Product Management, GTM - are having a hard time adopting AI using R&D-centric tools (IDEs - such as Cursor or GitHub are not the native Product Management tools for example and they require a very steep learning curve and do not provide convinient and efficient collaboration capabilities).
+  - Modern AI tools were created with R&D teams in mind. Other functions — such as Product Management and GTM — struggle to adopt AI using R&D-centric tools. IDEs such as Cursor or GitHub are not native Product Management tools, require a steep learning curve, and do not provide convenient, efficient collaboration capabilities.
📝 Committable suggestion

‼️ IMPORTANT
Carefully review the code before committing. Ensure that it accurately replaces the highlighted code, contains no missing lines, and has no issues with indentation. Thoroughly test & benchmark the code to ensure it meets the requirements.

Suggested change
- Modern AI tools were created with the R&D in mind. Other organizations and functions - Product Management, GTM - are having a hard time adopting AI using R&D-centric tools (IDEs - such as Cursor or GitHub are not the native Product Management tools for example and they require a very steep learning curve and do not provide convinient and efficient collaboration capabilities).
- Modern AI tools were created with R&D teams in mind. Other functions — such as Product Management and GTM — struggle to adopt AI using R&D-centric tools. IDEs such as Cursor or GitHub are not native Product Management tools, require a steep learning curve, and do not provide convenient, efficient collaboration capabilities.
🧰 Tools
🪛 LanguageTool

[grammar] ~59-~59: Ensure spelling is correct
Context: ...steep learning curve and do not provide convinient and efficient collaboration capabilitie...

(QB_NEW_EN_ORTHOGRAPHY_ERROR_IDS_1)

🤖 Prompt for AI Agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@v2/docs/STUDIO_VISION.md` at line 59, Tighten the opening problem-statement
bullet in STUDIO_VISION.md so it reads cleanly and professionally; fix the
awkward phrasing and typos in the paragraph about AI tools, especially the
references to IDEs like Cursor/GitHub and the “convinient”/“capabilitie…”
wording. Update the text in that bullet to a concise, polished version while
preserving the original meaning about non-R&D teams struggling with adoption and
collaboration.

Source: Linters/SAST tools

Comment thread v2/docs/STUDIO_VISION.md
Comment on lines +548 to +551
- Higher requirement-to-test coverage
- Fewer stale design/code mismatches
- Fewer rejected AI-generated artficats
- Lower AI cost per accepted change

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📐 Maintainability & Code Quality | 🟡 Minor | ⚡ Quick win

Fix the typo in the ROI metric.

artficats should be artifacts; this is a visible typo in a customer-facing slide.

Suggested rewrite
-  - Fewer rejected AI-generated artficats
+  - Fewer rejected AI-generated artifacts
📝 Committable suggestion

‼️ IMPORTANT
Carefully review the code before committing. Ensure that it accurately replaces the highlighted code, contains no missing lines, and has no issues with indentation. Thoroughly test & benchmark the code to ensure it meets the requirements.

Suggested change
- Higher requirement-to-test coverage
- Fewer stale design/code mismatches
- Fewer rejected AI-generated artficats
- Lower AI cost per accepted change
- Higher requirement-to-test coverage
- Fewer stale design/code mismatches
- Fewer rejected AI-generated artifacts
- Lower AI cost per accepted change
🧰 Tools
🪛 LanguageTool

[grammar] ~550-~550: Ensure spelling is correct
Context: ...ismatches - Fewer rejected AI-generated artficats - Lower AI cost per accepted change </...

(QB_NEW_EN_ORTHOGRAPHY_ERROR_IDS_1)

🤖 Prompt for AI Agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@v2/docs/STUDIO_VISION.md` around lines 548 - 551, Fix the visible typo in the
ROI metrics list by correcting the misspelled bullet in STUDIO_VISION’s metrics
section; update the item containing “artficats” so it reads “artifacts” and keep
the surrounding metric wording consistent with the other bullets in that same
list.

Source: Linters/SAST tools

Comment thread v2/docs/STUDIO_VISION.md
Comment on lines +700 to +731
#### Phase 1: Studio CLI PoC

- Repo-local CLI setup and IDE agent integration
- SDLC kit: PRD → DESIGN → decomposition → FEATURE → implementation
- Deterministic checks for artifacts, traceability, language, and links
- Dependency map across documents, code, tests, and reviews

#### Phase 2: Validated actions

- Gap analysis
- Contradiction detection
- Autonomous bug-fixing
- PR validation

---

# Expansion Roadmap

#### Phase 3: Centralized automation

- Team and role-based workspaces and collaboration
- Visual workflow builder and flow catalog
- UI/UX for workflows, approvals, exceptions, evidence, and handoffs
- Notifications and alerts for gaps, risks, stale work, and failures
- Dashboards for delivery health, AI cost, and release readiness

#### Phase 4: Enterprise control plane

- Insight integration at scale
- Private/on-prem deployment
- Advanced AI and world model
- Operations automation

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📐 Maintainability & Code Quality | 🟡 Minor | ⚡ Quick win

Use a consistent heading ladder for the roadmap phases.

#### skips levels from the slide title and matches the MD001 warning. ## or ### will keep the deck lint-clean and easier to scan.

Suggested rewrite
-#### Phase 1: Studio CLI PoC
+## Phase 1: Studio CLI PoC
@@
-#### Phase 2: Validated actions
+## Phase 2: Validated actions
@@
-#### Phase 3: Centralized automation
+## Phase 3: Centralized automation
@@
-#### Phase 4: Enterprise control plane
+## Phase 4: Enterprise control plane
📝 Committable suggestion

‼️ IMPORTANT
Carefully review the code before committing. Ensure that it accurately replaces the highlighted code, contains no missing lines, and has no issues with indentation. Thoroughly test & benchmark the code to ensure it meets the requirements.

Suggested change
#### Phase 1: Studio CLI PoC
- Repo-local CLI setup and IDE agent integration
- SDLC kit: PRD → DESIGN → decomposition → FEATURE → implementation
- Deterministic checks for artifacts, traceability, language, and links
- Dependency map across documents, code, tests, and reviews
#### Phase 2: Validated actions
- Gap analysis
- Contradiction detection
- Autonomous bug-fixing
- PR validation
---
# Expansion Roadmap
#### Phase 3: Centralized automation
- Team and role-based workspaces and collaboration
- Visual workflow builder and flow catalog
- UI/UX for workflows, approvals, exceptions, evidence, and handoffs
- Notifications and alerts for gaps, risks, stale work, and failures
- Dashboards for delivery health, AI cost, and release readiness
#### Phase 4: Enterprise control plane
- Insight integration at scale
- Private/on-prem deployment
- Advanced AI and world model
- Operations automation
## Phase 1: Studio CLI PoC
- Repo-local CLI setup and IDE agent integration
- SDLC kit: PRD → DESIGN → decomposition → FEATURE → implementation
- Deterministic checks for artifacts, traceability, language, and links
- Dependency map across documents, code, tests, and reviews
## Phase 2: Validated actions
- Gap analysis
- Contradiction detection
- Autonomous bug-fixing
- PR validation
---
# Expansion Roadmap
## Phase 3: Centralized automation
- Team and role-based workspaces and collaboration
- Visual workflow builder and flow catalog
- UI/UX for workflows, approvals, exceptions, evidence, and handoffs
- Notifications and alerts for gaps, risks, stale work, and failures
- Dashboards for delivery health, AI cost, and release readiness
## Phase 4: Enterprise control plane
- Insight integration at scale
- Private/on-prem deployment
- Advanced AI and world model
- Operations automation
🧰 Tools
🪛 markdownlint-cli2 (0.22.1)

[warning] 700-700: Heading levels should only increment by one level at a time
Expected: h2; Actual: h4

(MD001, heading-increment)


[warning] 718-718: Heading levels should only increment by one level at a time
Expected: h2; Actual: h4

(MD001, heading-increment)

🤖 Prompt for AI Agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@v2/docs/STUDIO_VISION.md` around lines 700 - 731, The roadmap phase headings
in STUDIO_VISION.md are using a heading level that skips from the section title
and triggers the MD001 warning. Update the Phase 1–4 headings in the roadmap
block to use a consistent, non-skipping ladder (for example, `##` or `###`
relative to the surrounding title) so the document remains lint-clean and easier
to scan.

Source: Linters/SAST tools

… hierarchy and cross-references

Signed-off-by: ainetx <viator@via-net.org>

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Actionable comments posted: 1

🤖 Prompt for all review comments with AI agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

Inline comments:
In `@v2/docs/domain-model.md`:
- Around line 1772-1775: The AuditLog Mermaid block is using freeform text
inside a class body, which is invalid classDiagram syntax. Update the AuditLog
definition in the domain model diagram so the class body contains only valid
Mermaid class members or move the “materialized view” and “over WorkerRun tree”
text into a proper note/comment/relationship syntax that Mermaid can parse.
🪄 Autofix (Beta)

Fix all unresolved CodeRabbit comments on this PR:

  • Push a commit to this branch (recommended)
  • Create a new PR with the fixes

ℹ️ Review info
⚙️ Run configuration

Configuration used: defaults

Review profile: CHILL

Plan: Pro

Run ID: 8e3c8226-b0e5-4a18-a0f5-72172c16a895

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Reviewing files that changed from the base of the PR and between 05ea3f6 and c8a4672.

📒 Files selected for processing (1)
  • v2/docs/domain-model.md

Comment thread v2/docs/domain-model.md
Comment on lines +1772 to +1775
class AuditLog {
materialized view
over WorkerRun tree
}

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📐 Maintainability & Code Quality | 🟠 Major | ⚡ Quick win

Fix the Mermaid syntax in AuditLog.

The freeform prose inside the class body (materialized view / over WorkerRun tree) is not valid classDiagram member syntax, so this block is likely to render incorrectly or fail to parse.

Suggested fix
 class AuditLog {
-        materialized view
-        over WorkerRun tree
 }
📝 Committable suggestion

‼️ IMPORTANT
Carefully review the code before committing. Ensure that it accurately replaces the highlighted code, contains no missing lines, and has no issues with indentation. Thoroughly test & benchmark the code to ensure it meets the requirements.

Suggested change
class AuditLog {
materialized view
over WorkerRun tree
}
class AuditLog {
}
🤖 Prompt for AI Agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@v2/docs/domain-model.md` around lines 1772 - 1775, The AuditLog Mermaid block
is using freeform text inside a class body, which is invalid classDiagram
syntax. Update the AuditLog definition in the domain model diagram so the class
body contains only valid Mermaid class members or move the “materialized view”
and “over WorkerRun tree” text into a proper note/comment/relationship syntax
that Mermaid can parse.

ainetx added 3 commits July 2, 2026 18:57
- Add component_version, component_dependency, release_component types
  to complete the component and release domain models
- Add 7 new cross-reference diagrams (D32-D38): component ownership,
  component↔docs, component↔people/teams, release cross-refs,
  release↔work-items traceability, full component→release→deployment
  chain, and component dependency graph
- Fix Studio event GTS type: extend Gears platform event base type
  gts.cf.core.events.type.v1~ instead of defining a conflicting
  gts.cf.studio.core.event.v1~ base type
- Verify all Studio GTS types against Gears base types; confirm
  Worker, Flow, Kit, Role remain first-class Studio types

Signed-off-by: ainetx <viator@via-net.org>
… types and diagrams

Add Domain 3a (Technology Stack) with 10 new object types:
  tech_stack, library, library_version, framework, runtime,
  database, database_instance, third_party_service, cloud_service,
  tech_dependency

Add 5 cross-reference diagrams (D39-D43):
  D39 - tech stack type hierarchy (library, framework, runtime)
  D40 - data and external service dependencies
  D41 - component ↔ full technology stack
  D42 - library_version ↔ security/vulnerability chain
  D43 - tech stack ↔ release pinning and compliance (SBOM, license)

Signed-off-by: ainetx <viator@via-net.org>
Add Domain 8a (SBOM) with 5 new object types:
  sbom           - SBOM document (SPDX / CycloneDX / SWID)
  sbom_component - package/library entry within an SBOM
  sbom_relationship - directed relationship between sbom_components
                    (CONTAINS, DEPENDS_ON, DESCRIBES, GENERATED_FROM,
                     VARIANT_OF, PATCH_OF)
  sbom_license   - SPDX license expression per component
  sbom_checksum  - cryptographic hash (SHA256, SHA1, MD5, BLAKE2)

Add 4 cross-reference diagrams (D44-D47):
  D44 - SBOM document structure and relationships
  D45 - sbom_component details (license, checksum, library_version mapping)
  D46 - SBOM cross-references (artifact → sbom → component → vulnerability)
  D47 - SBOM ↔ security scanning and license compliance chain

Signed-off-by: ainetx <viator@via-net.org>

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Actionable comments posted: 2

🤖 Prompt for all review comments with AI agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

Inline comments:
In `@v2/docs/domain-model.md`:
- Around line 1271-1282: Add a language tag to the unlabeled fenced blocks in
the domain model appendix so they no longer trigger MD040; update the fences in
the section containing the core entity list, and make the same change in the
other referenced appendix block, using a neutral tag like text. Locate the
affected markdown fences by the core symbols such as
cf.studio.core.tech_stack.v1, cf.studio.core.library.v1, and
cf.studio.core.tech_dependency.v1, and ensure every fenced block in those
appendix sections is explicitly labeled.
- Around line 2156-2161: The sbom_relationship enum is inconsistent with the
earlier SBOM relationship catalog because PATCH_OF is missing here. Update the
sbom_relationship definition to include PATCH_OF alongside the existing kinds so
the schema matches the catalog and uses one consistent allowed enum set across
the spec.
🪄 Autofix (Beta)

Fix all unresolved CodeRabbit comments on this PR:

  • Push a commit to this branch (recommended)
  • Create a new PR with the fixes

ℹ️ Review info
⚙️ Run configuration

Configuration used: defaults

Review profile: CHILL

Plan: Pro

Run ID: 0ec73e1a-e2d3-449a-9775-623847753a62

📥 Commits

Reviewing files that changed from the base of the PR and between c8a4672 and 45023ad.

📒 Files selected for processing (1)
  • v2/docs/domain-model.md

Comment thread v2/docs/domain-model.md
Comment on lines +1271 to +1282
```
cf.studio.core.tech_stack.v1~ // declared technology stack of a component/project
cf.studio.core.library.v1~ // software library / package (npm, PyPI, Maven, etc.)
cf.studio.core.library_version.v1~ // specific pinned version of a library
cf.studio.core.framework.v1~ // framework (React, Django, Spring, Rails, etc.)
cf.studio.core.runtime.v1~ // runtime environment (Node.js v20, Python 3.11, JVM 21)
cf.studio.core.database.v1~ // database technology (PostgreSQL, MongoDB, Redis, etc.)
cf.studio.core.database_instance.v1~ // specific deployed database instance
cf.studio.core.third_party_service.v1~ // external SaaS dependency (Stripe, SendGrid, Auth0)
cf.studio.core.cloud_service.v1~ // managed cloud service (AWS S3, GCP Pub/Sub, Azure SB)
cf.studio.core.tech_dependency.v1~ // directed: component uses library_version / database / service
```

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📐 Maintainability & Code Quality | 🟡 Minor | ⚡ Quick win

Label these fences with a language.

These blocks trip MD040 as plain fenced code. Add a language tag such as text so the appendix stays lint-clean.

Suggested fix
-```
+```text

Also applies to: 1346-1356

🧰 Tools
🪛 markdownlint-cli2 (0.22.1)

[warning] 1271-1271: Fenced code blocks should have a language specified

(MD040, fenced-code-language)

🤖 Prompt for AI Agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@v2/docs/domain-model.md` around lines 1271 - 1282, Add a language tag to the
unlabeled fenced blocks in the domain model appendix so they no longer trigger
MD040; update the fences in the section containing the core entity list, and
make the same change in the other referenced appendix block, using a neutral tag
like text. Locate the affected markdown fences by the core symbols such as
cf.studio.core.tech_stack.v1, cf.studio.core.library.v1, and
cf.studio.core.tech_dependency.v1, and ensure every fenced block in those
appendix sections is explicitly labeled.

Source: Linters/SAST tools

Comment thread v2/docs/domain-model.md
Comment on lines +2156 to +2161
class sbom_relationship {
sbomId: ref sbom
sourceId: ref sbom_component
targetId: ref sbom_component
kind: CONTAINS|DEPENDS_ON|DESCRIBES|GENERATED_FROM|VARIANT_OF
}

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🗄️ Data Integrity & Integration | 🟠 Major | ⚡ Quick win

Keep the SBOM relationship enum consistent.

PATCH_OF is listed in the earlier SBOM relationship catalog, but this schema omits it. That leaves the spec with two different allowed enums.

Suggested fix
-        kind: CONTAINS|DEPENDS_ON|DESCRIBES|GENERATED_FROM|VARIANT_OF
+        kind: CONTAINS|DEPENDS_ON|DESCRIBES|GENERATED_FROM|VARIANT_OF|PATCH_OF
📝 Committable suggestion

‼️ IMPORTANT
Carefully review the code before committing. Ensure that it accurately replaces the highlighted code, contains no missing lines, and has no issues with indentation. Thoroughly test & benchmark the code to ensure it meets the requirements.

Suggested change
class sbom_relationship {
sbomId: ref sbom
sourceId: ref sbom_component
targetId: ref sbom_component
kind: CONTAINS|DEPENDS_ON|DESCRIBES|GENERATED_FROM|VARIANT_OF
}
class sbom_relationship {
sbomId: ref sbom
sourceId: ref sbom_component
targetId: ref sbom_component
kind: CONTAINS|DEPENDS_ON|DESCRIBES|GENERATED_FROM|VARIANT_OF|PATCH_OF
}
🤖 Prompt for AI Agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@v2/docs/domain-model.md` around lines 2156 - 2161, The sbom_relationship enum
is inconsistent with the earlier SBOM relationship catalog because PATCH_OF is
missing here. Update the sbom_relationship definition to include PATCH_OF
alongside the existing kinds so the schema matches the catalog and uses one
consistent allowed enum set across the spec.

…, staleness, approvals

Address critical gaps identified in gap analysis vs STUDIO_VISION.md:

Object base type:
  - Add ownerId, validationStatus, stalenessScore, externalRef to base Object
  - stalenessScore = max(timeStaleness, dependencyStaleness, syncStaleness)

New registry entities:
  - Validator (extends Worker): maxRetries, escalateTo, abortOnLimit
  - Connector: OAGW-backed integration with field mapping, write-back policy,
    sync protocol (push/pull), rate limiting, scope filter per Tenant

New Object types:
  - ValidationSession: aggregates retry loop for one Validator run
  - ValidationResult: per-attempt result with superseded/revoked lifecycle
  - Evidence: structured proof of action/validation with valid/superseded/revoked

WorkerRun state machine: add escalated + aborted states

Staleness model (Section 20):
  - stalenessPolicy in x-gts-traits per type (timeTTL, dependencyTypes, threshold)
  - stale_artifact_detection Analyzer updates score async (15min + onEvent debounce)

Approval & Human Control (Section 21):
  - Generic Approval with kind discriminator + typed payload per kind
  - security_exception payload: expiresAt, mitigations, secondaryApprover, autoReviewAfter
  - customerImpact optional field for customer-facing decisions

Flow Library Catalog (Section 22):
  - 12 Analyzer Workers with runtime, profile, input Contract per Analyzer
  - 2 Flows: bug_to_fix_pr_flow (Killer Workflow 1), release_readiness_review
  - Worker metadata: displayName, description, category, profile

Traceability (Section 23):
  - pull_request: closesIssues, implementsRequirements, conformsToDesign, verifiedBy
  - test_case: verifiesRequirements, verifiesFeature
  - pr_design_validator: hybrid Validator triggered on PR → review

Signed-off-by: ainetx <viator@via-net.org>
@ainetx ainetx marked this pull request as draft July 3, 2026 08:31
…domain model

Signed-off-by: ainetx <viator@via-net.org>
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sonarqubecloud Bot commented Jul 3, 2026

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