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πŸ—οΈ Agent Builder (Copilot Studio Lite)

Last updated: 2026-04-08 | Status: 🟒 Active β€” features evolving rapidly

What is Agent Builder?

β˜• Think of it like this...

Imagine you're a cafΓ© owner (M365 Copilot is your cafΓ©). Agent Builder is like a self-service kiosk builder β€” it lets you create specialised kiosks (agents) that help customers with specific tasks. You don't need to be an engineer to build one. You just describe what the kiosk should do, tell it where to find information, and place it in your cafΓ©.

Copilot Studio is like hiring a professional kiosk manufacturer β€” they can build anything, connect to external systems, handle complex workflows, and deploy kiosks to multiple locations. More power, more complexity.

Agent Builder is the no-code agent creation experience built directly into Microsoft 365 Copilot. It creates what Microsoft calls Declarative Agents β€” custom AI assistants that run on the same platform, models, and security as M365 Copilot itself.

Key Facts

Aspect Detail
Official name Agent Builder in Microsoft 365 Copilot
Also known as Copilot Studio Lite, CS Lite
What it creates Declarative Agents
Cost Included with M365 Copilot license (no extra cost)
Storage No Dataverse storage consumed
Coding required None β€” fully no-code
Available at microsoft365.com/chat, office.com/chat, Teams Desktop/Web
NOT available Mobile apps, Teams Chat (known limitation)

Where Does It Sit?

β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”
β”‚                   Microsoft 365 Copilot                  β”‚
β”‚  β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”  β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β” β”‚
β”‚  β”‚   Agent Builder    β”‚  β”‚     Copilot Studio (Full)   β”‚ β”‚
β”‚  β”‚   (CS Lite)        β”‚  β”‚                             β”‚ β”‚
β”‚  β”‚                    β”‚  β”‚                             β”‚ β”‚
β”‚  β”‚  β€’ No-code         β”‚  β”‚  β€’ Low-code / Pro-code      β”‚ β”‚
β”‚  β”‚  β€’ Quick & simple  │──│  β€’ Advanced workflows       β”‚ β”‚
β”‚  β”‚  β€’ M365 only       β”‚  β”‚  β€’ Multi-channel deploy     β”‚ β”‚
β”‚  β”‚  β€’ Knowledge focus β”‚  β”‚  β€’ API integrations         β”‚ β”‚
β”‚  β”‚                    β”‚  β”‚  β€’ Custom actions            β”‚ β”‚
β”‚  β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜  β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜ β”‚
β”‚         β–²                          β–²                     β”‚
β”‚         β”‚    "Copy to Studio"      β”‚                     β”‚
β”‚         β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜                     β”‚
β”‚         Start simple β†’ Promote when needed               β”‚
β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜

βœ… All Capabilities (April 2026)

πŸ—‚οΈ A. Knowledge Sources

These are the data sources your agent can use to answer questions. Think of them as the reference books your agent can read.

Source Limit Details
SharePoint Sites Up to 20 sites 200 files, 50 folders, 10 subfolder levels per source
OneDrive Files Part of SP limit Files and folders from OneDrive
File Uploads Up to 20 files Stored in SharePoint Embedded containers. Max 512MB (DOCX/PPT/PDF) or 150MB (TXT/CSV/XLS)
Web URLs Up to 4 URLs Public websites only, 2 levels deep, no query parameters
Graph Connectors 50M items included ServiceNow, Salesforce, SAP, websites, databases, LOB systems
Teams Chat Up to 5 threads Specific chat threads as knowledge
Email All accessible ⚠️ Cannot scope β€” agent sees all permitted email
File Groups πŸ”΅ Preview Group multiple files as a single logical source
Metadata-filtered SharePoint πŸ”΅ Preview Filter SP content by metadata for better relevance
Tenant Graph Grounding πŸ”΅ Preview Semantic search across tenant's Microsoft Graph data

Key Gotcha: Email Scoping

Unlike SharePoint (where you pick specific sites), email cannot be scoped. Your agent sees everything the user has access to. Use detailed instructions to tell the agent which emails to focus on (e.g., "Only reference emails from the last 7 days about Project Alpha").

πŸ“ B. Instructions & Configuration

This is the brain of your agent β€” how you tell it what to do and how to behave.

Feature What It Does
Natural Language Instructions Describe the agent's role, tone, guardrails, what to do and NOT do. 8,000 character limit.
Starter/Suggested Prompts Pre-built prompts users can click to get started. Up to 12 prompts per agent (as of April 2026 in Corp).
Custom Icon & Name Brand your agent with a name and avatar
Describe Tab Natural language agent definition (AI helps configure it)
Configure Tab Manual control over knowledge sources, prompts, settings

πŸ’‘ Pro Tip: Instructions Matter A LOT

The quality of your agent is 80% determined by the instructions you write. Be specific about:

  • Who the agent is (persona/role)
  • What it should and shouldn't do
  • How it should respond (tone, format, length)
  • What knowledge to prioritise
  • When to say "I don't know" vs. making assumptions

Why Instructions Are the #1 Thing to Get Right

β˜• Think of it like this...

Instructions are like the training manual you give to a new cafΓ© employee on their first day. If you say "just be helpful", they'll make it up as they go. If you give them a clear manual β€” "greet customers by name, never recommend items we're out of, always ask about allergies, speak casually but professionally" β€” they'll be brilliant from day one. Same with agents.

The instructions field is where you define your agent's entire personality, scope, behaviour, and guardrails. Everything the agent does flows from this. A vague instruction = a vague agent.

Instructions Hard Limit: 8,000 Characters

Aspect Detail
Character limit 8,000 characters maximum (including spaces)
Format Plain text β€” but you CAN use Markdown headings (##), bullet points (-), and numbered lists (1.) for structure
Language Write in the language you want the agent to respond in (English for NZ use cases)
Updates You can edit instructions anytime after creation β€” changes take effect immediately

⚠️ Gotcha: 8,000 characters fills up fast

With detailed personas, rules, topics, and examples β€” 8,000 characters is roughly 1,200-1,400 words. Plan your instructions carefully. If you need more space, focus on the most critical rules and let the knowledge sources handle the detail.

Best Practices for Writing Instructions

Practice Why It Matters Example
Start with a role statement Sets the agent's identity immediately "You are the NZ Policy Advisor β€” a helpful assistant that..."
Use clear section headings Helps the LLM parse your intent (it reads structure, not just words) ## Your Role, ## Rules You MUST Follow, ## Topics You Cover
Be explicit about what NOT to do Prevents scope creep and hallucinations "Do NOT answer immigration questions", "Do NOT make up answers"
Add a mandatory disclaimer Critical for legal/compliance agents "ALWAYS include: This is general information only, not legal advice"
Specify response format Controls output quality "Use bullet points", "Keep answers under 200 words", "Always cite the source"
Handle uncertainty explicitly Prevents the agent from guessing "If you're not sure, say so clearly β€” never fabricate information"
Define tone Consistency across all responses "Be conversational but professional", "Avoid legal jargon"
Include examples (if space allows) Shows the agent exactly what good looks like "Example: When asked about sick leave, respond with the entitlement, eligibility, and a link"

Instructions Structure Template

Here's a reusable template structure that works well for most agents:

You are [Agent Name] β€” [one-sentence description of who you are and what you do].

## Your Role
- [Primary responsibility]
- [How you communicate]
- [Tone and style]

## Rules You MUST Follow
1. [Most important rule β€” scope boundary]
2. [Citation/sourcing rule]
3. [Uncertainty handling rule]
4. [Disclaimer requirement]
5. [Format/style rules]

## Topics You Cover
- [Topic area 1]
- [Topic area 2]
- [Topic area 3]

## Topics You Do NOT Cover
- [Out-of-scope topic 1]
- [Out-of-scope topic 2]

## Response Format
- [How to structure answers]
- [Length expectations]
- [Citation format]

Common Instruction Mistakes

❌ Mistake Why It's Bad βœ… Better Approach
"Be helpful" Too vague β€” every agent is "helpful" "Help NZ business owners understand employment law by citing official sources"
No scope boundaries Agent will try to answer EVERYTHING "ONLY answer questions about NZ employment, business, tax, or H&S"
No uncertainty handling Agent will hallucinate when it doesn't know "If unsure, say 'I don't have that information' β€” never guess"
Writing a novel 8,000 chars fills fast; LLM may lose focus on key rules Prioritise rules over examples; keep it tight
All caps everything Dilutes emphasis Use ALL CAPS only for critical rules: "ALWAYS", "NEVER", "MUST"
Contradictory rules Confuses the LLM Review instructions for conflicts before saving
Soft boundary language LLM overrides it to be "helpful" Use CAPS + exact fallback text (see technique below)

πŸ”‘ Boundary Enforcement Technique (Learned from A03 Build)

⚠️ Real-World Learning

During the A03 (Brand Voice Coach) build, we discovered that soft boundary rules get ignored by the LLM. The agent's natural helpfulness overrides gentle instructions.

The problem: We wrote "Don't write content from scratch without a draft" β€” but when tested, the agent happily wrote a marketing email from scratch anyway. It wanted to be helpful.

The fix: Three techniques combined make boundaries stick:

1. ALL CAPS for critical keywords

The LLM treats capitalised keywords as higher priority. Use sparingly for maximum effect.

❌ Weak:   "Don't write content from scratch"
βœ… Strong: "NEVER write content from scratch"
❌ Weak:   "Only answer questions about NZ law"
βœ… Strong: "ONLY answer questions about NZ law"

Best CAPS keywords: ALWAYS, NEVER, ONLY, MUST, DO NOT

2. Provide exact fallback text

Don't just say "decline" β€” tell the agent exactly what to say when it hits a boundary. This removes the temptation to improvise a helpful answer.

❌ Weak:   "Don't write content from scratch"
βœ… Strong: "NEVER write content from scratch. If asked, respond with:
           'I'm your Brand Voice Coach β€” I transform existing text
           into our brand voice. Please give me a draft to work with,
           and I'll make it shine! ✨'"

3. Positive redirect

End the fallback with what the user SHOULD do instead. This feels helpful (satisfying the LLM's instinct) while still enforcing the boundary.

❌ Just decline: "I can't do that"
βœ… Redirect:     "I can't write from scratch, but give me any draft
                  and I'll transform it into our brand voice!"

πŸ’‘ The Three-Part Formula

For every boundary rule, use this pattern:

[CAPS keyword] + [what not to do] + [exact fallback response] + [positive redirect]

Example:

"NEVER answer immigration questions. If asked, respond:
 'Immigration is outside my area β€” I focus on NZ employment law.
  Try immigration.govt.nz or contact an immigration advisor.'"

Test your boundaries! After building any agent, always test the "Topics You Do NOT Cover" with dedicated boundary prompts (see agent A01 and A03 for examples). If a boundary fails, strengthen it with this technique.

🎨 C. Skills (Office Artifact Creation)

These are the superpowers your agent has beyond just answering questions.

Skill What It Does Status
Document Generation Creates Word docs, Excel sheets, PowerPoint decks directly in chat βœ… GA (Dec 2025)
Code Interpreter Runs Python code for data analysis, charts, calculations βœ… GA
Image Generation Creates images from text descriptions βœ… GA
Web Search Searches the public web for real-time information βœ… GA (admin-controlled)

The master toggle for artifacts is: "Generate documents, charts, and code" in Agent Builder settings.

User: "Create a weekly status report for Project Alpha"
                    β”‚
                    β–Ό
        β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”
        β”‚   Agent processes    β”‚
        β”‚   request using:     β”‚
        β”‚                      β”‚
        β”‚   πŸ“‚ SharePoint data β”‚
        β”‚   πŸ“ Instructions    β”‚
        β”‚   🎨 Skills          β”‚
        β”‚                      β”‚
        β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”¬β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜
                   β”‚
        β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”΄β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”
        β”‚   Generates:         β”‚
        β”‚                      β”‚
        β”‚   πŸ“„ Word report     β”‚
        β”‚   πŸ“Š Excel data      β”‚
        β”‚   πŸ“½οΈ PPT slides     β”‚
        β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜

πŸ”§ D. Tools & Actions

Tools let your agent do things beyond just reading and answering β€” it can take actions in M365 apps.

Feature Status What It Does
Tool Groups βœ… GA Add Outlook, SharePoint, and other M365 tools in one step
Input Widgets πŸ”΅ Preview Calendar picker, file picker, dropdowns in chat
Auto SSO Detection βœ… GA Automatic sign-on for connected services
Entra ID Consent πŸ”΅ Preview Authentication consent prompts inside chat
Human-in-the-Loop πŸ”΅ Preview Pause agent β†’ collect approval via Outlook β†’ resume workflow
Copilot Actions βœ… GA Scheduled/automated "set and forget" prompts (e.g., daily summaries)

What are Tool Groups?

Tool Groups are pre-packaged sets of actions for M365 apps. For example, the Outlook Tool Group gives your agent the ability to:

  • Draft emails
  • Search inbox
  • Create calendar events
  • Send meeting invites

The SharePoint Tool Group lets your agent:

  • Search documents
  • Read file contents
  • Navigate sites and libraries

🀝 E. Sharing & Deployment

Target Supported Notes
Just me (private) βœ… Default β€” only you can use it
Specific people βœ… Share with named colleagues
Security groups βœ… Share with AD/Entra security groups
Everyone in org βœ… Org-wide deployment
M365 Copilot Chat βœ… Primary interface
Teams Desktop/Web βœ… Via @mention in Copilot
Teams Chat ❌ Known limitation
Mobile apps ❌ Not available yet
External channels (web, Slack) ❌ Use Copilot Studio

πŸ”’ F. Governance & Security

Feature Detail
Permission inheritance Agent respects SharePoint, OneDrive, and email permissions β€” users only see what they have access to
Sensitivity labels Honoured from source documents
DLP policies M365 DLP applies to agent responses
Admin controls IT can enable/disable Agent Builder tenant-wide
Entra Agent Identity πŸ”΅ Preview β€” automatic agent-level identity for auditing
Dataverse storage Not consumed (no extra cost)
Feedback system Built-in thumbs up/down + detailed feedback submission

πŸš€ G. Advanced Features

Feature Status What It Does
Multi-Agent Orchestration πŸ”΅ Preview Chain multiple specialised agents together for complex tasks
Copy to Copilot Studio βœ… GA Promote your agent to Studio for advanced capabilities
Agent Store βœ… GA Discover and deploy pre-built agents from Microsoft + partners
Template Hub πŸ”΅ Preview Start from pre-built templates for common scenarios
Agent Launchpad πŸ”΅ Preview Centralised agent discovery for end users

⚠️ Limitations & Workarounds

Quick Reference Table

# Limitation Impact Workaround
1 Max 20 SharePoint sites per agent Can't cover massive document estates Split into multiple agents by domain; aggregate docs into fewer sites
2 Max 4 web URLs, 2 levels deep Limited public web coverage Extract web content to PDF/DOCX and upload as files instead
3 Max 20 uploaded files per agent Can't upload large document sets Consolidate into fewer, larger documents; use SharePoint instead
4 Email can't be scoped Agent may reference irrelevant emails Use instructions to specify email focus (e.g., "only emails about Project X from last 7 days")
5 No multi-step workflows Can't build complex business processes Promote to Copilot Studio; or use Copilot Actions for simple scheduling
6 No custom API calls Can't connect to non-Graph systems natively Use Graph connectors for supported systems; promote to Studio for custom APIs
7 No topic-tree design Can't build guided multi-turn conversations Write very detailed instructions to simulate guided flows
8 Not available on mobile Mobile users can't access custom agents Use Teams desktop/web or M365 Copilot web app
9 No Teams Chat support Can't @mention agent in Teams conversations Use agent in M365 Copilot Chat interface instead
10 No Lockbox or CMK May not meet highest compliance requirements Evaluate customer risk tolerance; consider Studio for regulated industries
11 SP auto-share only with security groups Can't auto-share with "everyone" Manually set permissions on SP files/folders for all-org access
12 No custom UI widgets Can't create rich interactive cards Promote to Studio for Adaptive Cards and custom UIs

The Promotion Path (Key Customer Story)

β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”     β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”     β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”
β”‚  START HERE          β”‚     β”‚  GROW HERE            β”‚     β”‚  SCALE HERE            β”‚
β”‚                      β”‚     β”‚                       β”‚     β”‚                        β”‚
β”‚  Agent Builder       │────▢│  Copy to Copilot     │────▢│  Full Copilot Studio   β”‚
β”‚  (CS Lite)           β”‚     β”‚  Studio               β”‚     β”‚                        β”‚
β”‚                      β”‚     β”‚                       β”‚     β”‚                        β”‚
β”‚  β€’ No-code           β”‚     β”‚  β€’ Add workflows      β”‚     β”‚  β€’ API integrations    β”‚
β”‚  β€’ Quick prototype   β”‚     β”‚  β€’ Add actions         β”‚     β”‚  β€’ Multi-channel       β”‚
β”‚  β€’ Knowledge focus   β”‚     β”‚  β€’ Add connectors      β”‚     β”‚  β€’ Enterprise scale    β”‚
β”‚  β€’ Minutes to build  β”‚     β”‚  β€’ Hours to enhance    β”‚     β”‚  β€’ Days to weeks       β”‚
β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜     β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜     β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜

πŸ’‘ Customer Positioning

Always start with Agent Builder. It validates the idea in minutes. If the customer needs more (APIs, workflows, multi-channel), that's when you promote to Studio. This is Microsoft's recommended lifecycle.


πŸ†š Agent Builder vs Copilot Studio (Full)

Feature Agent Builder (CS Lite) Copilot Studio (Full)
Access Inside M365 Copilot app Separate Studio app (copilotstudio.microsoft.com)
Coding None Low-code + pro-code options
Build time Minutes Hours to days
Knowledge sources SP, Web, Files, Graph, Email All above + Dataverse, custom APIs, any data source
Skills Doc gen, code, images, web search All above + Power Automate, custom actions
Actions/tools Tool Groups (Outlook, SP) Full connector library (1000+)
Workflows Simple (Copilot Actions) Complex multi-step with branching
Multi-turn dialog Instructions-based only Full topic trees with entities and slots
Deployment M365 Copilot + Teams only M365, Teams, Web, Slack, WhatsApp, custom channels
Governance M365 admin controls Full Copilot Studio governance + Power Platform admin
Cost Included with M365 Copilot license May require additional licensing for advanced features
Best for Knowledge assistants, quick prototypes, team-level agents Enterprise automation, cross-system integration, production agents

πŸ›£οΈ Roadmap & What's Coming

⚑ Things are moving FAST

Microsoft is shipping Agent Builder updates almost weekly. Features in Preview today may be GA by the time you demo. Always verify in the actual UI.

Recent Additions (Late 2025 – Early 2026)

  • βœ… Office artifact creation (Word, Excel, PowerPoint) β€” GA Dec 2025
  • βœ… Tool Groups for Outlook and SharePoint
  • βœ… Copy to Copilot Studio capability
  • βœ… Agent Store for pre-built agents
  • βœ… Copilot Actions (scheduled automation)

In Preview (April 2026)

  • πŸ”΅ Multi-agent orchestration
  • πŸ”΅ Human-in-the-loop workflows
  • πŸ”΅ Entra Agent Identity
  • πŸ”΅ Input widgets (calendar/file pickers)
  • πŸ”΅ File groups as knowledge sources
  • πŸ”΅ Metadata-filtered SharePoint grounding
  • πŸ”΅ Template Hub and Agent Launchpad

Expected (2026 Roadmap)

  • 🟑 MCP server integration via Copilot Studio
  • 🟑 Agent 365 control plane (GA May 2026)
  • 🟑 Deeper Graph connector integration
  • 🟑 Mobile support
  • 🟑 Teams Chat support for custom agents

πŸ§ͺ Our Demo Agents

We're building 10 tiny agents β€” each showcasing a different capability. Click into each one for the full build guide, architecture, and learnings.

# Agent Primary Feature Status
A1 NZ Policy Advisor 🌐 Web Grounding βœ… Corp built
A2 Team Wiki Bot πŸ“‚ SharePoint β†’ File Upload βœ… Corp built
A3 Brand Voice Coach πŸ“ Instructions/Persona βœ… Corp built
A4 Document Generator 🎨 Office Artifacts βœ… Corp built
A5 My Comms Assistant πŸ’¬ Teams + Email Knowledge βœ… Corp built
A6 Meeting Prep Agent πŸ“… Multi-Source Combo βœ… Corp built
A7 M365 Updates Agent πŸ”— Graph Connector (ADO Wiki) βœ… Corp built
A8 RFP Response Agent 🌐+πŸ“€ Web + File Combo βœ… Corp built
A9 Email Powerhouse ⚑ Email-Deep Productivity βœ… Corp built
A10 πŸ† MAX OUT Agent 🌟 ALL Features Combined βœ… Corp built
BONUS Agent Design Assistant πŸ› οΈ Meta-agent (builds agents) βœ… Corp built
A11 Fishing Buddy 🎣 Web Grounding (lifestyle use case) βœ… Corp built (v2)

πŸ“– Sources & References

Source URL
Microsoft Learn: Agent Builder learn.microsoft.com
Microsoft Learn: Declarative Agent Architecture learn.microsoft.com
Copilot Studio What's New learn.microsoft.com
M365 Copilot Extensibility learn.microsoft.com
Agent Governance Whitepaper adoption.microsoft.com
Agent365 Samples (GitHub) github.com/microsoft/Agent365-Samples
Copilot Developer Camp microsoft.github.io/copilot-camp
Syskit: Creative Agent Use Cases syskit.com/blog
Ragnar Heil: Agent Builder FAQ ragnarheil.de