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12 changes: 12 additions & 0 deletions docs/projects/creating-first-project.mdx
Original file line number Diff line number Diff line change
Expand Up @@ -70,3 +70,15 @@ Open deployment **Settings** and configure:
- [x] Route configured to active deployment
- [x] Analytics and observability validated
- [x] Guardrails applied


## Creation-to-Readiness Flow

```mermaid
flowchart LR
A[Create Project] --> B[Set Metadata]
B --> C[Invite Team]
C --> D[Open Deployments]
D --> E[Create Endpoint]
E --> F[Review Health & Settings]
```
12 changes: 12 additions & 0 deletions docs/projects/guides/deployment-settings-and-autoscaling.mdx
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Expand Up @@ -7,6 +7,18 @@ description: "Configure reliability, rate limits, and SLO-aware scaling inside a

Project deployments support operational controls for reliability and cost efficiency.

## Reliability and Scaling Flow

```mermaid
flowchart TD
A[Open Deployment Settings] --> B[Configure Rate Limits]
B --> C[Set Retry/Fallback]
C --> D[Enable Autoscaling]
D --> E[Monitor Scale Events]
E --> F[Iterate Using SLOs]
```
Comment on lines +12 to +19
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medium

The term SLOs is used in the diagram but isn't defined or explained in this document. While it's mentioned in the best practices, adding a brief explanation or linking to a definition would improve clarity for readers unfamiliar with the term.



## Configure Rate Limiting

In deployment **Settings**:
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11 changes: 11 additions & 0 deletions docs/projects/guides/managing-project-members.mdx
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Expand Up @@ -7,6 +7,17 @@ description: "Invite collaborators and manage project-level permissions"

Project member management lets you control who can view and operate project resources.

## Member Management Flow

```mermaid
flowchart TD
A[Open Project] --> B[Invite Member]
B --> C[Assign View/Manage]
C --> D[Review Effective Access]
D --> E[Update or Remove if Needed]
```
Comment on lines +12 to +18
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medium

The flowchart separates "Invite Member" and "Assign View/Manage" into two sequential steps. According to the document text, assigning a role is part of the invitation process, not a separate action. Combining these into a single step would make the diagram more accurate and less confusing.

flowchart TD
    A[Open Project] --> B[Invite Member & Assign Role]
    B --> C[Review Effective Access]
    C --> D[Update or Remove if Needed]



## Invite Members

1. Open the target project.
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10 changes: 10 additions & 0 deletions docs/projects/introduction.mdx
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Expand Up @@ -9,6 +9,16 @@ The **Projects** module is the operational home for delivery teams in Bud AI Fou

Use projects to define ownership boundaries, manage access, and keep production operations auditable.

```mermaid
flowchart LR
A[Project] --> B[Deployments]
A --> C[Agents]
A --> D[Routes]
A --> E[Analytics]
A --> F[Observability]
A --> G[Guardrails]
```

## Why Projects Matter

**Unified AI Delivery Workspace**
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14 changes: 14 additions & 0 deletions docs/projects/project-concepts.mdx
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Expand Up @@ -7,6 +7,20 @@ description: "Understand project structure, permissions, and operational boundar

A project is the primary boundary for organizing AI assets and operations in Bud AI Foundry. Most day-to-day activities—deployment lifecycle, routing, analytics, and safety controls—are scoped to a project.

## Project Scope Diagram

```mermaid
flowchart TB
P[Project Boundary] --> PM[Metadata]
P --> RBAC[Permissions]
P --> TABS[Operational Tabs]
TABS --> DEP[Deployments]
TABS --> ROU[Routes]
TABS --> OBS[Observability]
TABS --> GUA[Guardrails]
```


## Core Concepts

### 1. Project Metadata
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12 changes: 12 additions & 0 deletions docs/projects/quickstart.mdx
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Expand Up @@ -5,6 +5,18 @@ description: "Create your first project and prepare it for deployment workflows"

This quick start shows how to create a project, add collaborators, and validate core tabs so your team can start deploying models safely.

## Quickstart Flow

```mermaid
flowchart TD
A[Open Projects] --> B[Create Project]
B --> C[Add Members]
C --> D[Validate Tabs]
D --> E[Create First Deployment]
E --> F[Configure Reliability]
```


## Step 1: Open Projects

1. Sign in to Bud AI Foundry.
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14 changes: 14 additions & 0 deletions docs/projects/reference/project-tabs-reference.mdx
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Expand Up @@ -7,6 +7,20 @@ description: "Reference for tabs and key actions available in project details"

The project detail page is organized into tabbed operational areas.

## Tab Navigation Map

```mermaid
flowchart LR
P[Project Details] --> D[Deployments]
P --> A[Agents]
P --> R[Routes]
P --> AN[Analytics]
P --> C[Clusters]
P --> O[Observability]
P --> G[Guardrails]
```


## Tabs

### Deployments
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12 changes: 12 additions & 0 deletions docs/projects/troubleshooting.mdx
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Expand Up @@ -3,6 +3,18 @@ title: "Troubleshooting"
description: "Common issues when creating and managing projects"
---

## Troubleshooting Decision Flow

```mermaid
flowchart TD
A[Project Issue] --> B{Issue Type}
B -->|Access| C[Verify RBAC / Role]
B -->|Creation/Update| D[Check validation + uniqueness]
B -->|Members| E[Verify identity and invite state]
B -->|Deletion| F[Remove active deployments]
B -->|Runtime Tabs| G[Check traffic, filters, health]
```

## Project Access Issues

### Can't see Projects in navigation
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