|  | 
|  | 1 | +--- | 
|  | 2 | +title: "Ejecting to code: Modus" | 
|  | 3 | +description: | 
|  | 4 | +  "Export your Threads conversations as production-ready Modus applications with | 
|  | 5 | +  full control and transparency" | 
|  | 6 | +--- | 
|  | 7 | + | 
|  | 8 | +Hypermode's **"eject to code"** feature lets you take visually or | 
|  | 9 | +conversationally built agents and export them as production-grade, audit-able | 
|  | 10 | +source code. This means you can iterate rapidly using Hypermode's agent-building | 
|  | 11 | +tools—and when you're ready, seamlessly turn the agent into real code that can | 
|  | 12 | +be reviewed, modified, versioned, and run anywhere your team needs. | 
|  | 13 | + | 
|  | 14 | +**Hypermode doesn't not trap your logic in a black box.** you can always eject | 
|  | 15 | +to code for transparency, extensibility, and control—making the platform safe | 
|  | 16 | +and useful for both business users and engineers. | 
|  | 17 | + | 
|  | 18 | +## From conversation to audit-able code | 
|  | 19 | + | 
|  | 20 | +Remember your Code Review Agent that analyzes pull requests and creates Linear | 
|  | 21 | +tickets? Here's what that Threads conversation becomes when exported as a Modus | 
|  | 22 | +app. | 
|  | 23 | + | 
|  | 24 | +Exported agents are powered by the **Modus framework**. Once ejected, they | 
|  | 25 | +become standard microservices or API endpoints, deployable on your | 
|  | 26 | +infrastructure—just like any other well-structured software component. You can | 
|  | 27 | +version-control the generated code, customize the logic, and wrap it within your | 
|  | 28 | +organization's CI/CD, observability, and security practices. | 
|  | 29 | + | 
|  | 30 | +This export-to-code model **bridges the gap between no/low-code agent creation | 
|  | 31 | +and production software engineering**. It gives non-technical users the power of | 
|  | 32 | +rapid prototyping, while developers retain full trust and control for real-world | 
|  | 33 | +deployments. | 
|  | 34 | + | 
|  | 35 | +### Your agent becomes structured code | 
|  | 36 | + | 
|  | 37 | +```go | 
|  | 38 | +package main | 
|  | 39 | + | 
|  | 40 | +import ( | 
|  | 41 | +    "fmt" | 
|  | 42 | +    "strings" | 
|  | 43 | +    "time" | 
|  | 44 | +    "github.com/hypermodeinc/modus/sdk/go/pkg/agents" | 
|  | 45 | +    "github.com/hypermodeinc/modus/sdk/go/pkg/models" | 
|  | 46 | +    "github.com/hypermodeinc/modus/sdk/go/pkg/models/openai" | 
|  | 47 | +) | 
|  | 48 | + | 
|  | 49 | +type CodeReviewAgent struct { | 
|  | 50 | +    agents.AgentBase | 
|  | 51 | + | 
|  | 52 | +    // Persistent memory - remembers your training from Threads | 
|  | 53 | +    ReviewHistory     []CodeReview     `json:"review_history"` | 
|  | 54 | +    TeamPreferences   TeamSettings     `json:"team_preferences"` | 
|  | 55 | +    SecurityRules     []SecurityCheck  `json:"security_rules"` | 
|  | 56 | +    NamingConventions []NamingRule     `json:"naming_conventions"` | 
|  | 57 | +    LastActivity      time.Time        `json:"last_activity"` | 
|  | 58 | +} | 
|  | 59 | + | 
|  | 60 | +type TeamSettings struct { | 
|  | 61 | +    SecurityPriority    string   `json:"security_priority"`    // "High" | 
|  | 62 | +    QualityPriority     string   `json:"quality_priority"`     // "Medium" | 
|  | 63 | +    RequiredTags        []string `json:"required_tags"`        // ["code-review-bot"] | 
|  | 64 | +    NotificationChannel string   `json:"notification_channel"` | 
|  | 65 | +} | 
|  | 66 | + | 
|  | 67 | +func (a *CodeReviewAgent) Name() string { | 
|  | 68 | +    return "CodeReviewAgent" | 
|  | 69 | +} | 
|  | 70 | +``` | 
|  | 71 | + | 
|  | 72 | +### Your training becomes system prompts | 
|  | 73 | + | 
|  | 74 | +```go | 
|  | 75 | +func (a *CodeReviewAgent) buildSystemPrompt() string { | 
|  | 76 | +    return fmt.Sprintf(`You are a code review agent trained through conversation. | 
|  | 77 | +
 | 
|  | 78 | +Your team preferences: | 
|  | 79 | +- Security issues: %s priority | 
|  | 80 | +- Code quality issues: %s priority | 
|  | 81 | +- Always tag tickets with: %v | 
|  | 82 | +- Focus on variable naming conventions (avoid 'data1', 'temp_thing') | 
|  | 83 | +
 | 
|  | 84 | +Based on %d previous reviews, you've learned to: | 
|  | 85 | +- Identify SQL injection vulnerabilities | 
|  | 86 | +- Suggest parameterized queries for database access | 
|  | 87 | +- Recommend descriptive variable names | 
|  | 88 | +- Create Linear tickets automatically for issues found | 
|  | 89 | +
 | 
|  | 90 | +Maintain the conversational tone and detailed feedback style established in training.`, | 
|  | 91 | +        a.TeamPreferences.SecurityPriority, | 
|  | 92 | +        a.TeamPreferences.QualityPriority, | 
|  | 93 | +        a.TeamPreferences.RequiredTags, | 
|  | 94 | +        len(a.ReviewHistory)) | 
|  | 95 | +} | 
|  | 96 | +``` | 
|  | 97 | + | 
|  | 98 | +### Your tool integrations become functions | 
|  | 99 | + | 
|  | 100 | +```go | 
|  | 101 | +func (a *CodeReviewAgent) analyzePullRequest(prData string) (*string, error) { | 
|  | 102 | +    // AI analysis with your trained context | 
|  | 103 | +    model, err := models.GetModel[openai.ChatModel]("gpt-4") | 
|  | 104 | +    if err != nil { | 
|  | 105 | +        return nil, err | 
|  | 106 | +    } | 
|  | 107 | + | 
|  | 108 | +    systemPrompt := a.buildSystemPrompt() | 
|  | 109 | + | 
|  | 110 | +    input, err := model.CreateInput( | 
|  | 111 | +        openai.NewSystemMessage(systemPrompt), | 
|  | 112 | +        openai.NewUserMessage(fmt.Sprintf("Review this pull request:\n%s", prData)), | 
|  | 113 | +    ) | 
|  | 114 | +    if err != nil { | 
|  | 115 | +        return nil, err | 
|  | 116 | +    } | 
|  | 117 | + | 
|  | 118 | +    output, err := model.Invoke(input) | 
|  | 119 | +    if err != nil { | 
|  | 120 | +        return nil, err | 
|  | 121 | +    } | 
|  | 122 | + | 
|  | 123 | +    analysis := output.Choices[0].Message.Content | 
|  | 124 | + | 
|  | 125 | +    // Tool integrations you configured in Connections | 
|  | 126 | +    issues := a.extractIssues(analysis) | 
|  | 127 | +    var ticketsCreated []string | 
|  | 128 | + | 
|  | 129 | +    for _, issue := range issues { | 
|  | 130 | +        if strings.Contains(strings.ToLower(issue.Type), "security") { | 
|  | 131 | +            ticket, err := a.createLinearTicket(issue, "High", a.TeamPreferences.RequiredTags) | 
|  | 132 | +            if err == nil { | 
|  | 133 | +                ticketsCreated = append(ticketsCreated, ticket) | 
|  | 134 | +            } | 
|  | 135 | +        } else { | 
|  | 136 | +            ticket, err := a.createLinearTicket(issue, "Medium", a.TeamPreferences.RequiredTags) | 
|  | 137 | +            if err == nil { | 
|  | 138 | +                ticketsCreated = append(ticketsCreated, ticket) | 
|  | 139 | +            } | 
|  | 140 | +        } | 
|  | 141 | +    } | 
|  | 142 | + | 
|  | 143 | +    // State persists across sessions automatically | 
|  | 144 | +    a.ReviewHistory = append(a.ReviewHistory, CodeReview{ | 
|  | 145 | +        PullRequest: prData, | 
|  | 146 | +        Analysis:    analysis, | 
|  | 147 | +        Issues:      issues, | 
|  | 148 | +        Tickets:     ticketsCreated, | 
|  | 149 | +        Timestamp:   time.Now(), | 
|  | 150 | +    }) | 
|  | 151 | +    a.LastActivity = time.Now() | 
|  | 152 | + | 
|  | 153 | +    result := fmt.Sprintf("%s\n\nCreated tickets: %v", analysis, ticketsCreated) | 
|  | 154 | +    return &result, nil | 
|  | 155 | +} | 
|  | 156 | +``` | 
|  | 157 | + | 
|  | 158 | +### GraphQL API generated automatically | 
|  | 159 | + | 
|  | 160 | +```go | 
|  | 161 | +// Your Threads conversation becomes this API endpoint | 
|  | 162 | +func ReviewPullRequest(agentId string, prData string) (string, error) { | 
|  | 163 | +    result, err := agents.SendMessage( | 
|  | 164 | +        agentId, | 
|  | 165 | +        "analyze_pull_request", | 
|  | 166 | +        agents.WithData(prData), | 
|  | 167 | +    ) | 
|  | 168 | +    if err != nil { | 
|  | 169 | +        return "", err | 
|  | 170 | +    } | 
|  | 171 | +    if result == nil { | 
|  | 172 | +        return "", fmt.Errorf("no response from agent") | 
|  | 173 | +    } | 
|  | 174 | +    return *result, nil | 
|  | 175 | +} | 
|  | 176 | +``` | 
|  | 177 | + | 
|  | 178 | +## What you get with ejected code | 
|  | 179 | + | 
|  | 180 | +### Complete Modus app | 
|  | 181 | + | 
|  | 182 | +Your exported agent runs on **Modus**, Hypermode's open source agent runtime: | 
|  | 183 | + | 
|  | 184 | +```bash | 
|  | 185 | +# Your agent becomes a standard Modus app | 
|  | 186 | +git clone your-exported-agent | 
|  | 187 | +cd code-review-agent | 
|  | 188 | +modus dev      # Local development | 
|  | 189 | +modus deploy   # Production deployment | 
|  | 190 | +``` | 
|  | 191 | + | 
|  | 192 | +### Standard microservices and APIs | 
|  | 193 | + | 
|  | 194 | +The exported code isn't a prototype—it's enterprise-grade software that becomes: | 
|  | 195 | + | 
|  | 196 | +- **Standard microservices** deployable on your infrastructure | 
|  | 197 | +- **API endpoints** that integrate with existing systems | 
|  | 198 | +- **Version-controlled code** you can customize and extend | 
|  | 199 | +- **Audit-able logic** that developers can review and trust | 
|  | 200 | + | 
|  | 201 | +Technical features include: | 
|  | 202 | + | 
|  | 203 | +- **Persistent Memory**: Agent state survives restarts and failures | 
|  | 204 | +- **Concurrent Execution**: Handle thousands of simultaneous operations | 
|  | 205 | +- **Sand-boxed Security**: Each agent instance runs in isolation | 
|  | 206 | +- **Built-in Observability**: Logging, tracing, and debugging out of the box | 
|  | 207 | +- **WebAssembly Runtime**: Fast, portable execution anywhere—server, edge, or | 
|  | 208 | +  desktop | 
|  | 209 | + | 
|  | 210 | +### Developer-friendly handoff | 
|  | 211 | + | 
|  | 212 | +Platform teams get real software they can audit and extend: | 
|  | 213 | + | 
|  | 214 | +- **Full Code Transparency**: Every behavior from Threads is visible in code | 
|  | 215 | +- **Standard DevOps**: CI/CD, testing, monitoring work normally | 
|  | 216 | +- **No Vendor Lock-in**: Runs anywhere Modus runs | 
|  | 217 | +- **Version Control**: Treat agents like any other microservice | 
|  | 218 | + | 
|  | 219 | +## The power of Modus | 
|  | 220 | + | 
|  | 221 | +Your ejected agent is built on Modus, an open source, serverless framework | 
|  | 222 | +designed specifically for agent development: | 
|  | 223 | + | 
|  | 224 | +### Key features | 
|  | 225 | + | 
|  | 226 | +- **WebAssembly powered runtime**: Small, portable, high-performance execution | 
|  | 227 | +  engine | 
|  | 228 | +- **Built-in agent memory**: Both short-term and long-term memory with graph | 
|  | 229 | +  data structures | 
|  | 230 | +- **Flexible tool support**: Consume Model Context Protocol (MCP) servers or | 
|  | 231 | +  build custom tools | 
|  | 232 | +- **Serverless scale-to-zero**: Agents spin up on demand and scale to zero when | 
|  | 233 | +  idle | 
|  | 234 | +- **Language-agnostic**: Write in Go, Rust, AssemblyScript, or your language of | 
|  | 235 | +  choice | 
|  | 236 | +- **Full observability**: Action-level tracing and inference logging for | 
|  | 237 | +  debugging | 
|  | 238 | + | 
|  | 239 | +### When to eject to code | 
|  | 240 | + | 
|  | 241 | +Common use cases for ejecting include: | 
|  | 242 | + | 
|  | 243 | +- **Auditing agent logic** before putting it into production | 
|  | 244 | +- **Integrating agent code** into a larger system or microservices architecture | 
|  | 245 | +- **Modifying, extending, or customizing** generated code to meet advanced | 
|  | 246 | +  requirements | 
|  | 247 | +- **Ensuring reproducibility** and version tracking via GitHub or other source | 
|  | 248 | +  control tools | 
|  | 249 | +- **Custom integrations** beyond available Connections | 
|  | 250 | +- **Complex multi-agent coordination** with custom orchestration logic | 
|  | 251 | +- **Integration with existing systems** that require specific deployment | 
|  | 252 | +  patterns | 
|  | 253 | +- **Full development lifecycle control** including testing, staging, and | 
|  | 254 | +  production environments | 
|  | 255 | +- **Team ownership** where developers need to maintain and extend agent logic | 
|  | 256 | + | 
|  | 257 | +## Learn more about Modus | 
|  | 258 | + | 
|  | 259 | +Ready to dive deeper into agent development with Modus? The ejected code is just | 
|  | 260 | +the beginning. | 
|  | 261 | + | 
|  | 262 | +**[Explore the complete Modus documentation →](/modus)** | 
|  | 263 | + | 
|  | 264 | +Learn about: | 
|  | 265 | + | 
|  | 266 | +- Building agents from scratch with the Modus framework | 
|  | 267 | +- Advanced memory management and persistence patterns | 
|  | 268 | +- Custom tool development and Model Context Protocol integration | 
|  | 269 | +- Multi-agent coordination and workflow orchestration | 
|  | 270 | +- Production deployment and scaling strategies | 
|  | 271 | + | 
|  | 272 | +## Your agent works perfectly in Threads | 
|  | 273 | + | 
|  | 274 | +For many use cases, keeping your agent hosted automatically in Threads is | 
|  | 275 | +ideal—the Hypermode platform handles deployment, scaling, and maintenance for | 
|  | 276 | +you. | 
|  | 277 | + | 
|  | 278 | +**Ready for more control?** When you need to hand off to engineers, integrate | 
|  | 279 | +with existing systems, or build coordinated multi-agent workflows, ejecting to | 
|  | 280 | +code gives you a complete Modus app that your development team can own, extend, | 
|  | 281 | +and deploy anywhere. | 
|  | 282 | + | 
|  | 283 | +--- | 
|  | 284 | + | 
|  | 285 | +_Your Threads conversation was just the design phase. With Modus, you can build | 
|  | 286 | +agents that become as reliable and scalable as any microservice in your | 
|  | 287 | +infrastructure._ | 
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