Success Stories
Real stories of how we help founders and business owners get unstuck and back to shipping. See yourself in these journeys.
Featured
When AI Overengineers: Simplifying Messy Generated Apps
AI tools often overengineer simple problems, producing fragile abstractions and unnecessary complexity. We explain why this happens and how engineering teams can systematically simplify AI-generated systems without losing velocity.
6 min
AppUnstuck Team
Educational Blog for Engineering Leaders
Featured
AI in the Workplace: Why Some Codebases Can’t Trust AI Alone
AI accelerates development but quietly erodes code ownership. We examine how unmanaged AI usage leads to fragile systems and introduce a human-centric governance model to protect long-term reliability.
6 min
AppUnstuck Team
Educational Blog for Engineering Leaders
Featured
The Knowledge Decay Problem: Do Engineers Still Code?
Overreliance on AI code generation tools leads to fragile applications, shallow understanding, and massive technical debt. We analyze how to maintain deep technical ownership in an AI-assisted world.
6 min
AppUnstuck Team
Educational Blog for Engineering Leaders
Featured
When AI Breaks Your App: The Hidden Struggle of Fixing Generated Code
Why AI-generated code becomes a maintenance nightmare, and how to debug, simplify, and stabilize apps that were built by a model instead of a human.
6 min
AppUnstuck Team
Educational Blog for Engineering Leaders
Featured
Your AI-Generated Backend Works Locally but Fails in Production: Here’s Why
The biggest threat to backend reliability isn't the happy path, it's the failure path. We detail how AI-generated server code consistently omits critical error handling and safety mechanisms, leading to production instability.
6 min
AppUnstuck Team
Educational Blog for Engineering Leaders
Featured
AI-Written Docs Are Lying to You: How Bad Explanations Break Your App
The hidden threat to reliability isn't just bad code, it's misleading documentation. We explore why LLMs generate plausible but functionally incorrect explanations that derail developer workflow and inject subtle bugs.
5 min
AppUnstuck Team
Your Partner in Progress
Featured
Why AI Still Struggles With Context: The Concurrency Bug an LLM Couldn’t Fix
We analyze why LLMs, despite their intelligence, fail to diagnose and fix subtle concurrency bugs. The root cause is a lack of deep state and execution context, leading to dangerous 'stateless' debugging.
7 min
AppUnstuck Team
Your Partner in Progress
Featured
When AI Builds Your Frontend Wrong: Why Generated UI Code Falls Apart
The lure of instant components is creating a stability crisis. We analyze why AI-generated React and Vue code introduces crippling technical debt, unpredictable side effects, and refactoring churn.
6 min
AppUnstuck Team
Your Partner in Progress
Featured
AI in Web Development: Are We Trading Skills for Speed?
AI won't replace your developers, but it will expose your team's fundamental skill gaps, turning velocity into operational risk. We introduce the Architectural Awareness Guardrail (AAG) to future-proof your development workflow.
6 min
AppUnstuck Team
Your Partner in Progress
Featured
Does AI Assist Stunt Developer Growth? How to Stay Sharp
Developers fear 'skill erosion' when AI writes their boilerplate. The AFRC framework turns AI’s speed into strengthened fundamentals and long-term reliability.
7 min
AppUnstuck Team
Your Partner in Progress
Featured
When AI Coding Tools Help And When They Hurt
AI coding tools accelerate boilerplate but punish those who skip fundamentals. Implement Automated Context Injection to fix the hidden bugs introduced by superficial AI-generated code and improve AI agent reliability.
6 min
AppUnstuck Team
Your Partner in Progress
Featured
When AI-Generated Code Breaks Your App: A Developer’s Cautionary Tale
Exploring the pitfalls of AI-generated code in app development and how to ensure reliability through context engineering and observability.
6 min
AppUnstuck Team
Your Partner in Progress
Featured
The Hidden Cost of Debugging AI Apps
AI demos look great, but production systems are a debugging nightmare. Learn how an Observability-First AI architecture is key to shipping reliable AI.
6 min
AppUnstuck Team
Your Partner in Progress
Featured
Is Your AI Code Assistant Slowing You Down?
AI coding tools promise speed but can create hidden technical debt. Learn how to improve AI reliability and make these tools work for you, not against you.
6 min
AppUnstuck Team
Your Partner in Progress
Featured
Why AI Apps Break and How Context Engineering Fixes Them
AI systems rarely fail because of bad models. They fail because of bad context. Here’s why context design, not model tuning, determines real-world reliability.
7 min
AppUnstuck Team
Your Partner in Progress
Featured
From Frozen to Fast: A Founder's Case Study
A SaaS founder was stuck, taking 3 months per feature. See how we fixed the AI system design and enabled 3-day feature releases.
8 min
AppUnstuck Team
Your Partner in Progress
Featured
Healthcare Startup Launch: A Case Study
How we improved the AI system design of a telehealth platform, overcame deployment blockers, and helped it launch successfully in under a month.
6 min
AppUnstuck Team
Your Partner in Progress
Featured
E-commerce Pricing Rescue: A Case Study
How we helped an online retailer escape a platform pricing nightmare, improve their AI system design, and get back to growing their business.
6 min
AppUnstuck Team
Your Partner in Progress
SaaS Technical Debt Recovery: A Case Study
How we helped a project management startup improve their AI system design, overcome technical debt, and start shipping fast again.
7 min
AppUnstuck Team
Your Partner in Progress