diff --git a/AGENTS.md b/AGENTS.md
index e6b8a87..8b4e212 100644
--- a/AGENTS.md
+++ b/AGENTS.md
@@ -221,9 +221,9 @@ Coverage highlights:
 docs/
 ├── concepts.md                                # Core concepts and evaluation scenarios
 ├── how-it-works.md                            # Architecture and request flow
-├── tutorial-prompt-agent-quickstart.md        # Quickstart for Foundry Prompt Agents
-├── tutorial-hosted-agent-quickstart.md        # Quickstart for Foundry hosted / HTTP agents
-├── tutorial-end-to-end.md                     # Full Foundry + AgentOps release-readiness workshop
+├── tutorial-prompt-agent-quickstart.md        # Tutorial for Foundry Prompt Agents
+├── tutorial-hosted-agent-quickstart.md        # Tutorial for Foundry hosted / HTTP agents
+├── tutorial-end-to-end.md                     # End-to-end release-readiness tutorial (Foundry + AgentOps)
 ├── doctor-explained.md                        # Doctor checks, history, and operations model
 ├── ci-github-actions.md                       # CI/CD setup
 ├── release-process.md                         # Release and versioning
diff --git a/CHANGELOG.md b/CHANGELOG.md
index 9d4cff5..dae6c75 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -6,6 +6,22 @@ This format follows [Keep a Changelog](https://keepachangelog.com/) and adheres
 ## [Unreleased]
 
 ### Changed
+- **Tutorial wording: "quickstart" → "tutorial", "workshop" → "tutorial".**
+  The three documentation entries that were labeled "Prompt Agent quickstart",
+  "Hosted Agent quickstart", and "End-to-end workshop" now read as "Foundry
+  Prompt Agent tutorial", "Hosted or HTTP Agent tutorial", and "End-to-end
+  tutorial" across `README.md`, `plugins/agentops/README.md`, `AGENTS.md`,
+  `docs/concepts.md`, `docs/doctor-explained.md`, the `agentops-workflow`
+  skill (both synced copies), and the H1s + cross-references inside each
+  tutorial doc. The README description for the end-to-end tutorial now also
+  states explicitly that it **extends** either of the type-specific tutorials
+  (sandbox → dev → qa → prod plus Foundry red-team scans plus
+  trace-to-regression promotion) so the difference between the three is
+  obvious at a glance. The "quickstart" framing no longer fits doc bodies
+  that grew past 1000 lines covering multi-environment promotion, regression
+  injection, Doctor evidence, and Cockpit. The tutorial **filenames are
+  intentionally preserved** (`tutorial-*-quickstart.md`) to keep inbound
+  links and bookmarks stable.
 - **Skill + tutorial guidance now require `Cognitive Services OpenAI User` as a prerequisite RBAC role.**
   The `agentops-workflow` skill, `tutorial-prompt-agent-quickstart.md`,
   `tutorial-end-to-end.md`, and `docs/ci-github-actions.md` now instruct users
diff --git a/README.md b/README.md
index 775ce57..6ae8fb7 100644
--- a/README.md
+++ b/README.md
@@ -210,9 +210,9 @@ Cockpit sections, in display order:
 
 ## Documentation
 
-- [Prompt Agent quickstart](docs/tutorial-prompt-agent-quickstart.md) - use this when the Foundry target is `agent: name:version`.
-- [Hosted Agent quickstart](docs/tutorial-hosted-agent-quickstart.md) - use this when the target is a Foundry hosted or HTTP endpoint URL.
-- [End-to-end workshop](docs/tutorial-end-to-end.md) - complete Foundry + AgentOps journey: create, debug, evaluate, release, observe, red-team follow-through, and trace regression.
+- [Foundry Prompt Agent tutorial](docs/tutorial-prompt-agent-quickstart.md) - use this when the Foundry target is `agent: name:version`. Walks the sandbox → dev journey with a PR gate.
+- [Hosted or HTTP Agent tutorial](docs/tutorial-hosted-agent-quickstart.md) - use this when the target is a Foundry hosted or HTTP endpoint URL. Same sandbox → dev journey for endpoint-based agents.
+- [End-to-end tutorial](docs/tutorial-end-to-end.md) - extends either of the above with the full sandbox → dev → qa → prod promotion, Foundry red-team scans, and trace-to-regression promotion.
 - [Core concepts](docs/concepts.md)
 - [How it works](docs/how-it-works.md)
 - [Doctor explained](docs/doctor-explained.md)
diff --git a/docs/concepts.md b/docs/concepts.md
index a2a77c4..68fffce 100644
--- a/docs/concepts.md
+++ b/docs/concepts.md
@@ -180,11 +180,11 @@ AgentOps auto-selects common evaluation patterns from the dataset:
 
 Use one of the three hands-on tutorials for scenario coverage:
 
-- [Prompt Agent quickstart](tutorial-prompt-agent-quickstart.md) for Foundry
+- [Foundry Prompt Agent tutorial](tutorial-prompt-agent-quickstart.md) for Foundry
   prompt agents referenced as `name:version`.
-- [Hosted Agent quickstart](tutorial-hosted-agent-quickstart.md) for Foundry
+- [Hosted or HTTP Agent tutorial](tutorial-hosted-agent-quickstart.md) for Foundry
   hosted endpoints, generic HTTP agents, RAG services, and code-based workflows.
-- [End-to-end workshop](tutorial-end-to-end.md) for the complete Foundry +
+- [End-to-end tutorial](tutorial-end-to-end.md) for the complete Foundry +
   AgentOps loop, including CI/CD, observability, red-team follow-through,
   Doctor, release evidence, and trace regression.
 
diff --git a/docs/doctor-explained.md b/docs/doctor-explained.md
index b24a05d..d8d7ca6 100644
--- a/docs/doctor-explained.md
+++ b/docs/doctor-explained.md
@@ -3,7 +3,7 @@
 A 10-minute read for a platform, observability, or AI engineer (and
 the engineering managers who own those teams) who runs
 `agentops doctor` for the first time. For step-by-step setup, see
-the [end-to-end workshop](tutorial-end-to-end.md).
+the [end-to-end tutorial](tutorial-end-to-end.md).
 
 ## 1. What the Doctor is - and isn't
 
@@ -411,7 +411,7 @@ members and CI.
 ## 11. Next steps
 
 - Walk through a full setup with Azure resources:
-  [end-to-end workshop](tutorial-end-to-end.md).
+  [end-to-end tutorial](tutorial-end-to-end.md).
 - Open the workspace command center: `agentops cockpit` shows eval
   history, Doctor findings, CI/CD status, telemetry readiness, and
   Foundry/Azure navigation.
diff --git a/docs/tutorial-end-to-end.md b/docs/tutorial-end-to-end.md
index 64fc9e6..5a79331 100644
--- a/docs/tutorial-end-to-end.md
+++ b/docs/tutorial-end-to-end.md
@@ -1,9 +1,9 @@
 # End-to-end tutorial: release readiness for Foundry agents
 
-This tutorial is the full path. Use it after one of the quickstarts when you
+This tutorial is the full path. Use it after one of the type-specific tutorials when you
 want to validate the complete develop -> evaluate -> release -> observe loop
 across **sandbox**, **dev**, **qa**, and **prod** environments. The two
-quickstarts cover the same loop for a single agent type in a sandbox + dev
+type-specific tutorials cover the same loop for a single agent type in a sandbox + dev
 arrangement; this tutorial expands the journey through every release stage.
 
 It is inspired by the Azure Samples repo
@@ -409,7 +409,7 @@ agentops workflow generate `
 > not yet contain the agent, it reads that block plus `prompt_file` and
 > creates the first version automatically. No per-environment manual
 > seeding. See the
-> [prompt-agent quickstart](tutorial-prompt-agent-quickstart.md) for the
+> [prompt-agent tutorial](tutorial-prompt-agent-quickstart.md) for the
 > full multi-environment journey.
 
 Before running that workflow, make the PR gate runnable in GitHub. Install the
diff --git a/docs/tutorial-hosted-agent-quickstart.md b/docs/tutorial-hosted-agent-quickstart.md
index af0bc5d..5af4d7d 100644
--- a/docs/tutorial-hosted-agent-quickstart.md
+++ b/docs/tutorial-hosted-agent-quickstart.md
@@ -1,6 +1,6 @@
-# Quickstart: Foundry Hosted Agent or HTTP Agent (sandbox → dev with PR gate)
+# Tutorial: Foundry Hosted Agent or HTTP Agent (sandbox → dev with PR gate)
 
-Use this quickstart when the agent is reachable as an endpoint URL. The
+Use this tutorial when the agent is reachable as an endpoint URL. The
 example creates a small **Travel Agent** HTTP endpoint locally (your
 **sandbox**), then shows how to swap in a deployed Foundry Hosted Agent
 or cloud-hosted URL (your **dev** environment) for CI.
@@ -14,7 +14,7 @@ arrangement:
   normalized `results.json`, runs Doctor with `--severity-fail critical`
   so regressions block the PR, and produces release evidence.
 
-The toolkit benefit is the same as the prompt-agent quickstart, adapted
+The toolkit benefit is the same as the prompt-agent tutorial, adapted
 for endpoint-based agents: you author and iterate against a local
 sandbox, then let CI verify the deployed dev environment is still
 healthy on every PR. Production-readiness gates (eval thresholds plus
@@ -54,7 +54,7 @@ unexpected permission prompts.
 | You can create an Entra app registration with federated credentials, or an admin is ready to provide the client ID, tenant ID, and subscription ID. | The workflow skill can wire OIDC cleanly; without this, CI cannot authenticate to Azure. |
 | Copilot or your coding-agent CLI is signed in before you ask it to run AgentOps skills. | The skill handoff assumes an authenticated coding-agent session that can read the repo and propose GitHub/Azure setup steps. |
 
-Unlike the Prompt Agent quickstart, this endpoint tutorial does not point the
+Unlike the Prompt Agent tutorial, this endpoint tutorial does not point the
 generated PR workflow at `ai-agent-evals`. Hosted and HTTP agents are evaluated
 through the AgentOps local runner because CI must invoke your endpoint, extract
 the response, apply repo thresholds, and write the normalized `results.json`.
@@ -132,7 +132,7 @@ green dev → ready for promotion to qa / prod
 > evaluate the PR's *unmerged* code unless your CI does a per-PR
 > ephemeral deploy. If you need PR-time regression catching for hosted
 > agents, the workflow skill can guide you through adding a per-PR
-> ephemeral deploy step (out of scope for this quickstart). The
+> ephemeral deploy step (out of scope for this tutorial). The
 > sandbox loop (local FastAPI + `agentops eval run`) is the
 > equivalent author-side gate.
 
@@ -674,7 +674,7 @@ explicitly) so it uses dev. The Foundry project endpoint plus the agent URL
 environment) together let CI evaluate the deployed dev endpoint and land
 results in the dev observability target.
 
-Use the same workflow-skill handoff pattern as the Prompt Agent quickstart, but
+Use the same workflow-skill handoff pattern as the Prompt Agent tutorial, but
 keep the scope to the hosted endpoint:
 
 ```powershell
@@ -699,7 +699,7 @@ permission.
 
 Open both Doctor outputs. The report explains the findings; the evidence pack
 summarizes what a reviewer needs to decide whether the endpoint is releasable.
-In a fresh quickstart, warnings about production telemetry, CI history, or trace
+In a fresh tutorial workspace, warnings about production telemetry, CI history, or trace
 regression history are expected and useful: they show what remains before this
 local endpoint becomes an operated service.
 
@@ -761,7 +761,7 @@ You are done when:
   `.azure/qa/.env` and `.azure/prod/.env`, set GitHub Environments with
   the right `AGENTOPS_AGENT_ENDPOINT`, and use `agentops workflow
   generate --kinds qa,prod --force`.
-- **Walk through the prompt-agent quickstart** at
+- **Walk through the prompt-agent tutorial** at
   [tutorial-prompt-agent-quickstart.md](tutorial-prompt-agent-quickstart.md)
   to see the full prompt-as-code regression journey (stage-then-eval
   at PR time, no per-PR deploys required) and contrast the two
diff --git a/docs/tutorial-prompt-agent-quickstart.md b/docs/tutorial-prompt-agent-quickstart.md
index 6aea54a..b3180ea 100644
--- a/docs/tutorial-prompt-agent-quickstart.md
+++ b/docs/tutorial-prompt-agent-quickstart.md
@@ -1,6 +1,6 @@
-# Quickstart: Foundry Prompt Agent (sandbox → dev with PR gate)
+# Tutorial: Foundry Prompt Agent (sandbox → dev with PR gate)
 
-Use this quickstart when you want a Foundry-managed prompt agent referenced as
+Use this tutorial when you want a Foundry-managed prompt agent referenced as
 `name:version`. The example creates a small **Travel Agent** in Foundry and
 then uses AgentOps to add repo-side readiness, a PR gate that catches
 regressions before merge, a `dev` deploy workflow, Doctor evidence, and
@@ -1077,7 +1077,7 @@ evidence. Read the output in this order:
 | `Findings: N (M critical ...)` | The severity rollup; critical items are what you discuss first. |
 | `Finding summary` | The terminal triage list. |
 
-In a fresh quickstart it is normal to see warnings for scheduled CI
+In a fresh tutorial workspace it is normal to see warnings for scheduled CI
 (you only generated `pr` and `dev`), continuous evaluation, qa/prod
 deploys, explicit thresholds, or red-team scans. Treat those as the
 hardening backlog. The eval gates and the dev deploy loop are
diff --git a/plugins/agentops/README.md b/plugins/agentops/README.md
index be2de80..ea73735 100644
--- a/plugins/agentops/README.md
+++ b/plugins/agentops/README.md
@@ -81,7 +81,7 @@ Run the AgentOps watchdog and summarize production latency findings.
 ## Links
 
 - [AgentOps Accelerator](https://github.com/Azure/agentops)
-- [Prompt Agent quickstart](https://github.com/Azure/agentops/blob/main/docs/tutorial-prompt-agent-quickstart.md)
-- [Hosted Agent quickstart](https://github.com/Azure/agentops/blob/main/docs/tutorial-hosted-agent-quickstart.md)
-- [End-to-end workshop](https://github.com/Azure/agentops/blob/main/docs/tutorial-end-to-end.md)
+- [Foundry Prompt Agent tutorial](https://github.com/Azure/agentops/blob/main/docs/tutorial-prompt-agent-quickstart.md)
+- [Hosted or HTTP Agent tutorial](https://github.com/Azure/agentops/blob/main/docs/tutorial-hosted-agent-quickstart.md)
+- [End-to-end tutorial](https://github.com/Azure/agentops/blob/main/docs/tutorial-end-to-end.md)
 - [How it works](https://github.com/Azure/agentops/blob/main/docs/how-it-works.md)
diff --git a/plugins/agentops/skills/agentops-workflow/SKILL.md b/plugins/agentops/skills/agentops-workflow/SKILL.md
index e53fe76..db15e44 100644
--- a/plugins/agentops/skills/agentops-workflow/SKILL.md
+++ b/plugins/agentops/skills/agentops-workflow/SKILL.md
@@ -62,7 +62,7 @@ by discovering the whole Azure subscription.
    - `azd env get-values` when `azure.yaml` exists and azd is available.
    - `.github/workflows/agentops-*.yml`.
 2. Read the generated workflows to determine exactly which GitHub environments
-   and variables are needed. For the prompt-agent quickstart, `pr` normally
+   and variables are needed. For the prompt-agent tutorial, `pr` normally
    means only `environment: dev`.
 3. Treat `dev` here as a GitHub Actions environment for OIDC and variables. It
    normally points at the Foundry project already configured by `agentops init`;
@@ -302,7 +302,7 @@ so the PR-comment step can post.
 ### GitHub Actions (OIDC)
 
 At the GitHub Environment level when the workflow declares an environment
-(preferred for the quickstart), or at repository level when intentionally shared
+(preferred for the tutorials), or at repository level when intentionally shared
 across environments, set:
 
 - `AZURE_CLIENT_ID` - App registration / managed identity used for OIDC.
diff --git a/src/agentops/templates/skills/agentops-workflow/SKILL.md b/src/agentops/templates/skills/agentops-workflow/SKILL.md
index e53fe76..db15e44 100644
--- a/src/agentops/templates/skills/agentops-workflow/SKILL.md
+++ b/src/agentops/templates/skills/agentops-workflow/SKILL.md
@@ -62,7 +62,7 @@ by discovering the whole Azure subscription.
    - `azd env get-values` when `azure.yaml` exists and azd is available.
    - `.github/workflows/agentops-*.yml`.
 2. Read the generated workflows to determine exactly which GitHub environments
-   and variables are needed. For the prompt-agent quickstart, `pr` normally
+   and variables are needed. For the prompt-agent tutorial, `pr` normally
    means only `environment: dev`.
 3. Treat `dev` here as a GitHub Actions environment for OIDC and variables. It
    normally points at the Foundry project already configured by `agentops init`;
@@ -302,7 +302,7 @@ so the PR-comment step can post.
 ### GitHub Actions (OIDC)
 
 At the GitHub Environment level when the workflow declares an environment
-(preferred for the quickstart), or at repository level when intentionally shared
+(preferred for the tutorials), or at repository level when intentionally shared
 across environments, set:
 
 - `AZURE_CLIENT_ID` - App registration / managed identity used for OIDC.