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Aatvi AI
Aatvi AISoftware engineering
INSIGHTS

Engineering guides for software that has to last

Practical notes on reviewing AI-generated code, repairing fragile prototypes, and modernizing systems already in use.

How we write and review these guides
·6 min read

Vibe Coding Cleanup: When to Hire a Specialist, What to Expect, and What It Costs

A buyer's guide to AI code rescue engagements: scope, deliverables, typical timelines, and how to tell if an MVP is worth fixing.

AI Code RescueVibe CodingProduction ReadinessStartup Engineering
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·8 min read

Debugging a Broken Vibe-Coded App: Symptom-by-Symptom Runtime Triage

How to diagnose and fix five common runtime breakdowns in Bolt, Lovable, v0, and Cursor codebases.

AI Code RescueVibe CodingDebuggingStartup Engineering
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·9 min read

12 Critical Security Flaws in Vibe-Coded Apps (and How to Check for Each)

A practical vulnerability checklist across authentication, database RLS, secrets exposure, and client-side authorization in AI-generated prototypes.

AI Code RescueVibe CodingApplication SecurityProduction Readiness
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·7 min read

Cursor-Built Codebase Security Review: What to Audit Before Launch

Before onboarding paying customers onto a Cursor-built codebase, audit four hidden vulnerability classes that standard linters cannot detect.

AI Code RescueCursorCode ReviewApplication Security
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·8 min read

Bolt, v0, and Replit Apps: The Auth and RLS Mistakes We Keep Seeing

In apps generated by Bolt.new, v0.dev, and Replit Agent, authentication often creates a false sense of security while leaving database tables exposed.

AI Code RescueAuthenticationRow Level SecurityPostgreSQL
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·8 min read

Lovable App to Production: What Breaks and How to Fix It

Prototypes built with Lovable look production-ready in demos, but deploying them to real customer traffic surfaces 5 recurring infrastructure and security failures.

AI Code RescueLovableProduction ReadinessPostgreSQL
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·9 min read

Supabase RLS in AI-Built Apps: A Hands-On Security Audit Walkthrough

How to audit PostgreSQL Row-Level Security in AI-generated Supabase codebases: catalog queries, relforcerowsecurity, and pgTAP regression suites.

AI Code RescueSupabaseRow Level SecurityPostgreSQLDatabase Security
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·7 min read

Secrets Committed by AI Coding Tools: Detection and Rotation Checklist

A containment-first protocol for detecting, revoking, and purging production secrets exposed during AI code generation sessions.

AI Code RescueSecret ManagementSecurity AuditGitDevOps
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·6 min read

AI Code Review vs AI-Generated Code Audit: Which One You Actually Need

Why automated PR review bots miss architectural vulnerabilities in AI codebases, and how to know when you need a full code rescue audit.

AI Code RescueCode ReviewSecurity AuditProduction ReadinessEnterprise AI
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·9 min read

Synthetic Teardown Lab: Multi-Tenant SaaS Code Rescue

A synthetic engineering teardown of an AI-generated B2B SaaS application: test fixtures, cross-tenant leaks, webhook idempotency, and pool exhaustion.

AI Code RescueAudit ReportSaaS ArchitectureVibe CodingProduction Readiness
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·9 min read

Deterministic vs Non-Deterministic Systems: Why Predictability Fails

A practical guide to determinism, non-determinism, reproducibility, race conditions, machine learning, distributed systems, and when builders should allow uncertainty.

Software EngineeringAIReliabilityDistributed Systems
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·5 min read

AI Consulting vs AI Software Development: Which Do You Need?

A buyer guide for choosing between AI consulting, AI software development, AI product development, AI agents, data engineering, and AI Code Rescue.

AI ConsultingAI Software DevelopmentAI Product DevelopmentBuyer Guide
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·6 min read

Sample AI Code Rescue Audit Report

A sample AI Code Rescue audit report showing how Aatvi ranks launch blockers, important fixes, cleanup work, and rescue-vs-rewrite recommendations.

AI Code RescueAudit ReportProduction ReadinessVibe Coding
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·5 min read

When to Rescue vs Rewrite an AI-Generated MVP

A decision guide for founders, CTOs, and investors deciding whether an AI-generated MVP can be rescued or needs a rewrite.

AI Code RescueMVPProduct DevelopmentTechnical Due Diligence
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·6 min read

How to Clean Up a Vibe-Coded App Before Launch

A practical launch-hardening sequence for teams turning a vibe-coded prototype into production software.

Vibe CodingAI Code RescueStartup EngineeringProduction Readiness
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·8 min read

AI-Generated Code Audit Checklist: What to Review Before Launch

A practical checklist for auditing AI-generated code before production: auth, secrets, dependencies, data flows, tests, observability, deployment, and ownership.

AI Code RescueAI-Generated CodeSecurityProduction Readiness
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·5 min read

What Is AI Slop in Software Development?

AI slop in software is generated code that looks plausible but is brittle, insecure, duplicated, unowned, or disconnected from the real product problem.

AI SlopAI Code RescueSoftware QualityTechnical Debt
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·10 min read

The Future of Enterprise AI: What's Real, What's Next, and What Most Companies Are Getting Wrong

88% of companies say they use AI. Only 5% see real returns at scale. Here's what separates the companies that will actually benefit from enterprise AI in the next two years from the ones burning budget on pilots that never ship.

AIEnterpriseStrategyAgentic AIGovernance
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·6 min read

Why Your ERP Can't Predict Problems

Most enterprise software tells you what happened last quarter. Here's why that's not enough anymore, and what predictive intelligence actually looks like in practice.

ERPAIPredictive IntelligenceEnterprise
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·6 min read

The Real Cost of Departmental Silos

When your finance team can't see what's happening on the factory floor, decisions get made with incomplete data. The cost is bigger than most companies realize.

EnterpriseOperationsDataManufacturing
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·2 min read

What is Answer Engine Optimization (AEO)?

AEO is the practice of optimizing your content so AI assistants and search engines can directly cite your website in conversational answers.

AEOSEOAIEnterprise
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·6 min read

AI in Enterprise: What Actually Works vs What's Marketing

Every enterprise vendor claims AI. Most of it is keyword search with a chatbot skin. Here's how to tell the difference.

AIEnterprise SoftwareEvaluationTechnology
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·6 min read

Engineering for the Global Enterprise: Lessons from Ten Years of Enterprise Ops

What we have learned building enterprise intelligence software that works across currencies, languages, and regulatory frameworks — and why modern enterprises need an operating system, not another dashboard.

CompanyVisionEnterpriseGlobal
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