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blog/2024-03-16-nestjs+prisma-transaction-propagation-and-test-rollback-and-tenancy.md

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@@ -80,7 +80,7 @@ let prismaService;
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// This function must be called before every test
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async function beforeEachFn(): Promise<void> {
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if(prismaTestingHelper == null) {
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if(prismaTestingHelper === null) {
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prismaTestingHelper = new PrismaTestingHelper(app.get(PrismaService));
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prismaService = prismaTestingHelper.getProxyClient();
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}
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const moduleFixtureForTest = await Test.createTestingModule({ imports: [AppModule] })
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.overrideProvider(PrismaService)
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.useFactory({ factory: (originalPrisma: PrismaService) => {
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if (prismaTestingHelper == null) {
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if (prismaTestingHelper === null) {
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prismaTestingHelper = new PrismaTestingHelper(originalPrisma);
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prismaServiceForTest = prismaTestingHelper.getProxyClient();
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}
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---
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slug: empowering-ai-agents-with-secure-repl-code-execution
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title: "🛡️ Steprun.ai: The Secure Sandbox REPL runtime for AI Agents (vs. Replit/E2B)"
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authors: jamesp
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tags: [Business Innovation, AI Integration, Business Solutions]
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keywords: [REPL, secure code execution, AI-generated code, replit.com alternative, e2b.dev alternative, sandbox runtime, AI Agent sandbox, Steprun.ai]
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description: Steprun.ai is a secure sandbox runtime for AI-generated code, designed for AI agents. Debug line-by-line, skip branching complexity, and hibernate sessions—free trial available. Perfect for AI developers building agentic workflows.
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---
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## 🚀 Why AI Developers Are Switching from Replit & E2B
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While tools like Replit (general-purpose IDE) and E2B (cloud sandboxes) are great for human coders, [Steprun.ai](https://steprun.ai) is the first runtime designed from the ground up for AI-generated code and autonomous agents. Here's how we compare:
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| Feature | Replit | E2B | **Steprun.ai** 🔥 |
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|------------------|----------------|----------------|--------------------------|
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| **AI-Centric** | ❌ Built for humans | ❌ Generic cloud VMs |**For LLM-generated code** |
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| **Debugging** | Basic | Limited | 🐞 **Line-by-line AI error tracing** |
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| **Security** | Shared envs | Isolated VMs | 🔒 **Granular code jail** |
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| **Agent Control**| Manual | Partial | ⏸️ **Hibernate/restore agent state** |
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| **Pricing** | $$$ Teams | $$$ Per-hour | **Free tier available** |
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## ✨ Why [Steprun.ai](https://steprun.ai) Beats General-Purpose Tools
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<!--truncate-->
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1. No More Square Pegs in Round Holes
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Replit's human-centric IDE forces AI agents into unnatural workflows. E2B's cloud VMs lack AI-specific controls.
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[Steprun.ai](https://steprun.ai) offers:
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- **Branch skipping**: Agents ignore 99% of unused code paths (unlike Replit's full execution)
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- **Stub declarations**: Define interfaces first – just like GPT-4 would "think"
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2. Security That Actually Works for AI
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While E2B isolates whole VMs and Replit uses containers, we:
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- 🔐 Micro-isolate each AI-generated function
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- 🚫 Block risky syscalls common in LLM outputs
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3. Debug Like You're Training the Model
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Compare to:
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- Replit: Post-hoc logs only
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- E2B: Raw terminal output
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-[Steprun.ai](https://steprun.ai) shows real-time execution flow with:
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- 🧠 Thought-process visualization
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- 💡 Auto-suggested fixes for common AI code errors
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## Core Advantages Why AI Developers Need Steprun.ai
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Traditional coding environments weren't designed for **​​LLM-generated code​​** or **​​agentic workflows​​**. [Steprun.ai](https://steprun.ai) changes this with:
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### 🔍 ​​Execution Control​​
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- 🚫 **Escape if-else hell**​​: AI agents follow only the current execution path, skipping exponential branching complexity (just like human reasoning).
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- ⏸️ **Hibernate & resume**​​: Persist sessions mid-execution—perfect for ​​long-running AI processes​​ or iterative prototyping.
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### 🛠️ ​​Debugging Revolution​​
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- 🐞 **Line-by-line tracing​​**: Catch errors instantly without post-hoc log scraping.
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- **📝 Declare now, implement later**​​: Define function stubs first, fill logic only when called (mimics human iterative coding).
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### 🔒 ​​Security First​​
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- **Isolated sandboxing​​** prevents AI-generated code from compromising systems.
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- **Granular permissions​​ control** file/network access.
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## 🧠 Ideal for These AI Workflows
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- **Autonomous agent development​​** (Safe testing of LLM-generated actions)
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- **Rapid prototyping**​​ of AI-powered apps
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- ***Educational tools​***​ for teaching prompt engineering & AI coding
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## 🔑 Try Steprun.ai Free Today
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Join ​​1,000+ AI developers​​ who use [Steprun.ai](https://steprun.ai) to:
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✅ Safely execute ​​LLM-generated code​​ without risking production systems
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✅ Accelerate ​​AI agent development​​ by 3X with instant debugging
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👉 ​​[Get Started Now]​​(https://steprun.ai/register) | No credit card required.
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📢 We Want Your Feedback!
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Help us shape the future of ​​AI agent tooling​​. Share your thoughts at [info@steprun.ai](mailto:info@steprun.ai) or join our ​​[Discord community](https://www.callgent.com/discord)​​.

developer/persistent-async-calls/index.md

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@@ -24,7 +24,7 @@ sequenceDiagram
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end
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Task Script->>Callgent: call `invokeService`, which send request to Callgent via stdout
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Callgent->>Service: Get response from service
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alt Pending response: response.statusCode == 2
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alt Pending response: response.statusCode === 2
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Callgent->>CRIU: freeze task process by pid, save checkpoint
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Service->>Callgent: Callback with response
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note right of Callgent: When callback, goto beginning of the sequence

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