@@ -68,12 +68,28 @@ Everything you build in Threads can be **deployed to production**:
6868
6969## Getting started: your first agent  
7070
71+ <div  style = { { display: " flex" " center" } >
72+   <img 
73+     src = " /images/threads/agent-card.png" 
74+     alt = " Your First Agent" 
75+     style = { {
76+       width: " 60%" 
77+       maxWidth: " 60%" 
78+       height: " auto" 
79+       display: " block" 
80+       margin: " 0 auto" 
81+     }} 
82+   />
83+ </div >
84+ 
7185Let's build a ** Code Review Agent**  that helps catch bugs and suggest
7286improvements. This example shows how Threads transforms a simple idea into a
7387working agent.
7488
7589### Step 1: start with intent  
7690
91+ ![ Your First Thread] ( /images/threads/minimal-chat.png ) 
92+ 
7793``` text 
7894You: "I need an agent that reviews pull requests, checks for security issues, 
7995     and suggests better variable names" 
@@ -92,6 +108,12 @@ agent with:
92108
93109### Step 2: train through conversation  
94110
111+ Through iterative dialogue, you refine your agent's behavior in real-time—each
112+ exchange teaches it to better understand your specific requirements and workflow
113+ preferences.
114+ 
115+ ![ Train through conversation] ( /images/threads/training-chat.png ) 
116+ 
95117``` text 
96118You: "Here's a PR with a potential SQL injection vulnerability" 
97119[Pastes code snippet] 
@@ -113,6 +135,8 @@ You: "Perfect. Now I want to deploy this agent"
113135
114136When your agent works exactly how you want:
115137
138+ ![ Deploy agent through conversation] ( /images/threads/deploy-chat.png ) 
139+ 
116140``` text 
117141You: "I want to deploy this agent to handle our GitHub PRs automatically" 
118142
@@ -125,6 +149,54 @@ Threads: *Agent is now available for deployment through Hypermode*
125149
126150Your conversation just became a ** production-ready agent** .
127151
152+ ### Step 4: iterate and enhance  
153+ 
154+ Your agent is working, but now you want to streamline your team's workflow.
155+ Through continued conversation, you can enhance your agent's capabilities in
156+ real-time.
157+ 
158+ ![ Iterate and enhance] ( /images/threads/training-chat-2.png ) 
159+ 
160+ ``` text 
161+ You: "When you find issues in PRs, can you create Linear tickets automatically? 
162+      That would save us a lot of manual work." 
163+ 
164+ Agent: "Absolutely! I can integrate with Linear to create tickets for issues I find. 
165+         I'll need access to your Linear workspace. What priority should I set for 
166+         security issues vs. code quality issues?" 
167+ 
168+ You: "Security issues should be High priority, code quality Medium. 
169+      Tag them with 'code-review-bot' so we know the source." 
170+ 
171+ Agent: "Perfect! I'm now connecting to Linear and updating my workflow: 
172+         • Security vulnerabilities → High priority Linear tickets 
173+         • Code quality issues → Medium priority tickets 
174+         • All tickets tagged with 'code-review-bot' 
175+         Ready to test! Try submitting a PR with issues." 
176+ ``` 
177+ 
178+ Now your agent has evolved into a ** fully automated workflow**  that not only
179+ reviews code but takes action on what it finds:
180+ 
181+ ![ Enhanced workflow] ( /images/threads/workflow-diagram.png ) 
182+ 
183+ ** Your enhanced agent now** :
184+ 
185+ -  Analyzes every new pull request automatically
186+ -  Detects security vulnerabilities and code quality issues
187+ -  Creates prioritized Linear tickets with appropriate tags
188+ -  Comments on PRs with detailed feedback and ticket links
189+ -  Maintains context about your team's priorities and conventions
190+ 
191+ ** What changed** : through a simple 3-message conversation, your agent learned to
192+ integrate with Linear, understand your priority system, and automate ticket
193+ creation. No configuration files, no API documentation—just natural language
194+ instruction.
195+ 
196+ ** The result** : your team's code review process is now fully automated, from
197+ detection to ticket creation, saving hours of manual work while ensuring nothing
198+ falls through the cracks.
199+ 
128200## Real-world examples  
129201
130202### Development workflow agent  
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