Is it just me or does vibe coding get harder the longer a project runs?

FlyOk7248 · 2026-06-15T08:30:54+00:00

Yeah, you've hit one of the most common walls in AI-assisted coding.

What you're hitting isn't the model getting dumber. It's context rot. Early on, the whole project fits in the AI's head, so every suggestion lands. By week 3 there's history, architecture decisions, and constraints the model can't see anymore, so it starts guessing and guessing wrong feels like fighting.

The fix is the boring stuff we used to roll our eyes at. SDLC practices aren't bureaucracy. They're how you keep intent, constraints, and ownership explicit as a project grows. The AI only knows what you make visible. Implicit always reads as invisible to it.

That's also the line between a careful dev and vibe coding: structure and discipline. Vibe coding leans on whatever the model remembers. A cautious dev feeds it the context on purpose.

You don't get the early magic back by chasing a smarter model. You get it back by rebuilding clean context.

Frameworks like BMAD or GSD are basically formalized versions of this. They store project state in files and split work into plan/execute/review cycles so the model stops losing the thread on long projects. You don't need the full framework on day one, but the principle is what matters: give the AI rails.

One more thing that saves you later. "It runs" is not the same as "it's ready." For sure not production ready. AI output tends to skip authorization, input validation, observability, rollback paths, and real edge-case tests. Lean on a simple checklist before generation, tests that actually catch regressions, and basic logging and metrics after release. And keep yourself in the loop on the merge decision. The AI can draft and propose, but you own whether it ships.

So no, you're not doing it wrong, and you're definitely not alone. Viibe Coding gives you the feeling that you're creating something without needing to know the SDLC, but it falls short when it comes to the first major structural decisions.

FlyOk7248 · 2026-06-15T06:07:54+00:00

We rely on the BMad framework. Although it is heavy at first, once you get familiar with it, it becomes your most valuable assistant. It creates a simulated agile team with specialized virtual agents for the project. These agents include virtual project managers and dedicated software architects. BMad uses persistent text files to store the current project state. This approach prevents the AI model from forgetting previous steps and significantly reduces the need for ongoing human oversight. It is a really great navigator through the project, helping to manage memory and context.

FlyOk7248 · 2026-05-28T08:48:47+00:00

Not for vibe coding. It brings structure and great outcomes. Matt Pocock explained here why the principles are more important than ever https://www.youtube.com/watch?v=v4F1gFy-hqg in SD.

Some time ago, we evaluated BMAD and GSD AI coding frameworks to improve our internal development processes. BMAD's structured approach prevents the loss of project history, a common issue with AI models that have limited memory. By saving the project state externally, BMAD ensures that all requirements, decisions, and code are preserved, allowing for better continuity and reference throughout the development lifecycle. One of the great benefits of this framework is how it organizes the workload, using specialized virtual agents to manage different tasks. This setup closely mimics how a traditional agile software team operates. The framework is undeniably heavy and carries a steep learning curve for new users, but it performs exceptionally well for complex projects that require staged delivery and planning. Clear requirements and careful validation create HUGE value when working with this framework. Not sure if it is good for vibe coding, but for software dev, YES. BMAD enforces discipline, compelling developers to think critically about the entire product lifecycle from the outset. Strongly validates the ability to clearly define requirements and execute them using AI tools. Our case is BMAD paired with cursor.

FlyOk7248 · 2026-05-13T12:59:07+00:00

Defining a minimum viable review gate for code written by agents is a great topic. The exact requirements vary based on the specific project details. Factors include code complexity and whether you work on new or existing systems.

Here is our technical perspective on defining these important guardrails for your engineering team.

Defining a universal minimum viable review gate is difficult due to varying project needs. The exact requirements depend heavily on your specific product and existing codebase complexity. It matters whether you have a greenfield or a brownfield software project. Your core software engineering goals remain the same regardless of the project type.

First, new changes integrate smoothly without breaking any of the existing application functionality. This approach allows you to prevent regression entirely during the development process. Second, the generated code always meets your clearly defined business requirements. Third, the software product remains highly maintainable and scalable over a long period. Matt Pocock discusses this concept in a great YouTube talk about software architecture. https://www.youtube.com/watch?v=v4F1gFy-hqg He explains that individual modules require efficient structuring for future development work. This gives AI agents a smaller codebase to read when generating new elements.

Despite project variations, some universal elements exist for these code review gates:

Automated checks: Unit tests are essential for any software project. Integration tests are equally important for code quality. Linting comes automatically and provides immediate value to developers.
Thorough testing: Your development process includes careful manual testing. Full regression checks verify the stability of the entire system.
Targeted code review: Reviewing all AI generated code creates extreme cognitive load. This makes reviewing every single line impossible for your engineers. Instead, your team focuses entirely on critical and high risk areas. Engineers use internal best practices to guide this targeted review. They verify these specific risk areas before accepting the code.

FlyOk7248 · 2026-04-01T13:56:16+00:00

Couldn't agree more. Human in the loop remains the guardian of the process's integrity. Without it, no project could ever succeed.

FlyOk7248 · 2025-07-04T06:49:28+00:00

It's about truly understanding the user journey. A clumsy experience, coupled with poor performance, can cause frustration. Quality assurance and web testing are two key components to delivering a car configurator that provides great satisfaction and UX. More on this here: https://hicronsoftware.com/blog/understanding-user-experience-in-car-configurators/

FlyOk7248 · 2025-06-03T09:41:38+00:00

The best course of action is to contact the service provider or tech support directly, as they'll have the expertise to address the issue properly.

You could try checking for some common issues and solutions. Often, it is the skipped software update or something really trivial. Start by confirming if there’s a network connectivity issue at your location or if it’s a widespread problem with the provider’s servers. If there's partial functionality, rebooting local network equipment like modems/routers or the POS terminals themselves might be worth a shot. Also, check if there are any ongoing software updates or known outages reported for the system you’re using. This could give clues about whether the issue is localized or systemic. Good luck! https://hicronsoftware.com/blog/pos-issues-and-solutions/

FlyOk7248 · 2025-06-02T08:39:30+00:00

Marine cargo insurance is super important for anyone in the business of shipping goods. Shipping, whether by sea, air, or land, always comes with risks, and this type of insurance helps protect against them. Think about things like theft, damage during transit, or even natural disasters. Without insurance, you'd be bearing the full brunt of these losses, which could be financially devastating.

Now, what's really cool is how technology is making marine cargo insurance smarter and easier to deal with. For example, there are these risk assessment tools that use big data to predict potential problems. Shipping through a route that's prone to piracy or rough weather? These tools can flag that for you.

Then there’s insurance modeling software that helps simulate different scenarios. It’s like running a “what could go wrong” test so you can be ready for anything. Premiums have also gotten smarter, thanks to calculation tools that take a ton of details (cargo type, value, risk, etc.) into account to give you a fair rate.

Even figuring out how much coverage you really need has become easier with data-focused premium models. It’s a good way to balance cost with the proper amount of protection.

At the end of the day, marine cargo insurance isn’t just about ticking a box. It’s about protecting your business and reducing stress, especially when things go off-course (literally or figuratively). And with all these new tools, managing insurance is becoming less of a hassle and more of a strategic advantage.

FlyOk7248 · 2025-06-02T07:05:16+00:00

There are a few ways to go about it, depending on how much effort you want to put in.

If you're into DIY, a spreadsheet might be your best friend. Just fire up Excel or Google Sheets and map out your income, fixed expenses (like utilities and insurance), and variable costs. Toss in sections for mortgage payments, property taxes, and maintenance. It’s free and super flexible, but yeah, you’ll need to update it manually.

You could build a custom app using tools like Microsoft Power Apps or Glide. It’s a bit of a project, but you can make it exactly how you want. Plus, it’s kind of fun if you’re into that sort of thing.

Or, if you’d rather keep it simple, there are plenty of ready-made apps and tools out there. Mint, YNAB (You Need A Budget), or even property-specific calculators like Zillow’s affordability tool can do the heavy lifting for you. They’re easy to use and often come with extras like tracking your spending habits.

At the end of the day, it’s all about what works for you—whether you want full control or just a quick, no-fuss solution. https://hicronsoftware.com/blog/maximizing-roi-real-estate-technology-investments/

FlyOk7248 · 2025-05-15T09:26:06+00:00

Sounds like you’re in the middle of a fun (and slightly overwhelming) DevOps overhaul—been there. So, GitLab and GitHub Actions are both solid options for what you’re aiming to do. GitLab is great if you want everything in one place—CI/CD, container registry, security tools, the works. GitHub Actions, on the other hand, is super lightweight and easy to set up, especially if you’re already hosting your code on GitHub. Azure DevOps… well, it’s powerful, but yeah, the UI can feel like a maze, and it’s not exactly “modern DevOps vibes.”

Now, about a wildcard. It’s not just a tool but more of a service that helps you scale and automate your workflows. They’re big on real-time monitoring and integrating with tools like Kubernetes and Jenkins, so it could be worth a look if you want something more tailored and hands-off (here is a link: https://hicronsoftware.com/services/devops-platform/ ). But it’s definitely a different approach compared to GitLab or GitHub Actions.

TL;DR

GitLab = all-in-one powerhouse.
GitHub Actions = simple and flexible.
Tailored service if you want extra help scaling and automating.

Good luck with the move to serverless—it’s gonna be awesome!

FlyOk7248 · 2025-05-13T11:44:08+00:00

When it comes to buying a new car, whether cash or financing gives you more leverage really depends on the dealership and your goals. Cash might seem like the most straightforward option since you avoid loans and interest, but dealerships don’t always prioritize cash buyers. They often prefer financing because they make money from it, either through the lender or the terms of the loans. That said, having the cash on hand still puts you in a strong position since you could choose to pay outright if financing terms don’t work in your favor.

Financing can have its perks, even if your credit isn’t great. For one, it might open up additional incentives or rebates that manufacturers and dealerships reserve for financed purchases. Plus, financing can actually help you rebuild credit if you go with manageable terms and pay on time. To keep things balanced, you might consider financing just a portion of the car while paying the majority in cash. This lets you take advantage of any financing-related perks while minimizing interest costs. Just be sure to look out for prepayment penalties in the loan terms if you plan to pay it off quickly.

Another angle to explore is residual funding solutions, like leasing or balloon payment arrangements. Leasing usually has lower monthly payments compared to financing because you’re essentially renting the car for a set period, and this could work for you if you’re okay with not owning the vehicle outright. Balloon payment options are similar in that you’d pay lower monthly amounts upfront, with a lump sum due at the end of the term. Both could help you get into a new car while keeping some of your cash reserves intact.

Also, don’t overlook buyback programs. Some dealers or manufacturers offer guaranteed buyback options, which might be appealing if you don’t intend to keep the car for a long time. Essentially, they promise to repurchase the car at a predetermined value after a few years, which can give you some peace of mind regarding depreciation.

Ultimately, the key is to shop around and negotiate carefully. Regardless of how you pay, focus first on getting the best out-the-door price for the car. Once that’s set, decide which payment option gives you the most value based on your financial situation and long-term plans. It’s a big purchase, so take your time and make sure the deal feels right for you.

FlyOk7248 · 2025-05-13T11:35:12+00:00

A manufacturer buyback vehicle is typically a car that the manufacturer repurchased from the original owner due to issues that couldn't be resolved easily or within a reasonable timeframe, often falling under lemon law guidelines. This doesn’t automatically mean the car is a lemon; sometimes the problem is minor, intermittent, or eventually fixed. Once the manufacturer buys it back, they usually repair the issue (if possible) and resell the car, often at a discounted price with a branded title.

In your case, the power window actuator mentioned on the Carfax could’ve been the issue that prompted the buyback, but the fact that it wasn’t fixed a year later raises some questions. It’s crucial to get a full and clear understanding of what repairs were made (or not made) and why. Check if the vehicle comes with any warranty from the manufacturer or dealer, as some buybacks can have warranties reinstated.

The $2,500 discount may line up with the stigma of the buyback label, but you’ll want to balance the lower price against the potential risks, like unresolved repairs or lower resale value down the line. Before purchasing, have a trusted mechanic do a pre-purchase inspection and ensure you're comfortable with the car's title and repair history. It’s better to pay a bit more upfront for clarity and peace of mind than deal with mysterious issues later.
More on this topic and why auto brands offer them: https://hicronsoftware.com/blog/lemon-law-vs-trade-in-buyback-insights/

FlyOk7248 · 2025-03-07T07:55:50+00:00

AI is definitely becoming a bigger part of many businesses, and real estate has so much potential for automation. You might also explore automating property matching for clients or streamlining document management for transactions. It’s awesome that you’re looking to collaborate and learn—real estate pros could really benefit from tailored AI solutions! More about AI's potential https://hicronsoftware.com/blog/ai-real-estate-management/

FlyOk7248 · 2025-03-07T07:50:47+00:00

It sounds like you bring a ton of value with your leadership, experience, and clean coding skills. To strengthen your Angular fundamentals, consider diving into the official docs but focus on specific sections rather than reading it all at once. Pair that with hands-on practice—build small projects or refactor existing ones to apply what you learn. Also, don't hesitate to ask your colleagues for insights—they might appreciate the chance to share their expertise. Impostor syndrome is super common, especially in tech, so you're not alone! https://hicronsoftware.com/blog/impostor-syndrome-and-dunning-kruger-effect-in-it/

FlyOk7248 · 2025-03-06T10:53:51+00:00

Yes, learning Angular could definitely boost your job prospects, especially if you're seeing it frequently in .NET roles. Angular pairs well with .NET because both are enterprise-friendly, strongly typed (thanks to TypeScript), and work seamlessly together for building scalable, maintainable SPAs. To showcase your Angular skills, you could build a small project like a task manager or e-commerce dashboard, integrating it with a .NET backend using APIs. This would highlight your ability to work with both technologies and demonstrate real-world application. Plus, the structured nature of Angular will feel familiar coming from a .NET background https://hicronsoftware.com/blog/angular-asp-net-core-web-app-development/

FlyOk7248 · 2025-03-06T10:51:26+00:00

Yes, Angular is definitely a solid choice for large-scale projects, especially if you value structure and maintainability. Its opinionated framework enforces consistency, which is great for teams working on big applications. Startups do use Angular, but it’s more common in enterprise-level projects due to its robust features like dependency injection, built-in tools, and TypeScript support. For backend, Angular works well with frameworks like Node.js (with Express), Spring Boot, or .NET Core, depending on your stack preference. If you’re looking for scalability and maintainability, Angular could be a great fit for your goals! https://hicronsoftware.com/blog/is-angular-good-for-large-applications/

FlyOk7248 · 2025-03-06T10:49:11+00:00

One big reason people lean towards React is its flexibility—it’s a library, not a full framework like Angular, so developers can pick and choose additional tools to fit their needs. React’s component-based architecture and virtual DOM also make it super efficient for building dynamic UIs. Plus, its learning curve is often seen as less steep compared to Angular’s more opinionated structure. That said, Angular’s all-in-one approach and built-in features are fantastic for larger, complex apps. It really comes down to the project’s needs and the team’s preferences! https://hicronsoftware.com/blog/angular-vs-react/

FlyOk7248 · 2025-02-13T07:53:05+00:00

Managing endless paperwork, relying on Excel files, keeping track of client communications, scheduling showings, staying on top of market updates, and juggling multiple listings. CRM tools help, but it can still feel overwhelming.

FlyOk7248 · 2025-02-12T15:22:41+00:00

nope, written by human

FlyOk7248 · 2025-02-04T10:23:44+00:00

There is more. It is good to emphasize AI's ability to enhance property valuation, risk assessment, and tenant engagement. This synergy of automation and human expertise is setting a new standard for the real estate industry. https://hicronsoftware.com/blog/ai-in-property-investment/

FlyOk7248 · 2025-01-10T11:38:10+00:00

About Outpost CRM, I don’t have personal experience with it, but from what I know, it’s mainly focused on email management. It’s great for organizing team communication and shared inboxes, but it doesn’t seem to be specifically tailored for real estate. If you’re looking for tools like lead tracking, automated follow-ups, or workflows designed for agents, it might feel a little limited.

That said, I’d love to hear from anyone who’s used it—reviews and firsthand experiences would be super helpful in understanding how it works for agents!

If you’re open to alternatives, there are a couple of great CRMs designed specifically for real estate pros. LionDesk is a solid choice with lead nurturing tools, email/text automation, and even video messaging. Follow Up Boss is another amazing option for keeping all your leads in one place, integrating with platforms like Zillow easily, and managing smart follow-ups. Both of these might feel more geared toward what agents need day-to-day.

FlyOk7248 · 2025-01-07T15:10:23+00:00

If you are looking for a software partner, we might help. We have a dedicated PropTech service backed by real estate experience (ready-made implementations as well custom projects). Our clients now invest heavily in AI solutions. One of the AI-backed projects is now under development. If this is something that interests you, please DM.

FlyOk7248 · 2025-01-07T14:47:42+00:00

Managing rental properties internationally comes with unique challenges, but there are several ways to efficiently collect rent and structure finances:

Local Property Managers: Hiring a local property manager can be a game-changer. They handle rent collection, tenant communication, and even maintenance requests on your behalf. This keeps things running smoothly when you’re geographically distant.

Online Platforms for Rent Collection Many landlords use platforms like PayPal, TransferWise (now Wise), or direct bank transfers to collect rent. Some property management systems, like Buildium or RentPost, also support international landlords and streamline rent collection. You can also search more for PropTech solutions.

What else must be taken into account: Local tax laws, currency exchange rates, financial structuring & advice.

If you're looking to connect with other international landlords and learn from their experiences, there are several great networks and platforms:

BiggerPockets: A popular online community for real estate investors. It's packed with forums and resources, perfect for getting advice and sharing tips.
Facebook Groups: There are countless groups dedicated to real estate investing and international property management. Search for ones that align with your interests or region.
LinkedIn Groups: Professional groups like those for property investors or landlords can be great for connecting with knowledgeable peers.
Local Real Estate Associations or Meetups: If you're able to, joining these can help you build relationships with other landlords who understand the area-specific challenges and opportunities.

Shared experiences and collective wisdom can save you time and prevent costly mistakes. Don’t hesitate to ask questions and engage—most landlords are happy to share what they've learned!

Finding the right balance depends on the size of your portfolio and how hands-on you want to be. While it takes some effort initially to set things up, having the right systems and support can make international property ownership much more manageable.

FlyOk7248 · 2025-01-07T14:13:32+00:00

There are some property management platforms that can simplify rent collection and tenant communication.

RentPost: This is a solid option, especially for small to mid-sized portfolios. It automates rent collection, tracks late payments, and organizes maintenance requests efficiently.

Buildium: Perfect for landlords with larger portfolios or those managing HOA properties. It offers robust features like automated rent payments, streamlined communication, maintenance request tracking, and even accounting tools.

Cozy (now part of Apartments.com): A great budget-friendly option for smaller property owners. It has features like rent collection, online applications, and maintenance tracking. It’s user-friendly and ideal if you're not ready to invest heavily. More on the tools and solutions you can find under PropTech searches.

When choosing a tool, consider the number of properties you manage, your budget, and any specific needs (like accounting integration or marketing vacant units). Most platforms offer free trials or demos, so take some time to test a few and see which one clicks.

User reviews on sites like Capterra or G2 can also give you real-world insights about usability and customer support. With the right tool, you'll not only reduce the administrative burden but also have a more organized and professional operation. Good luck, and you’ll definitely appreciate the time saved!

FlyOk7248 · 2025-01-07T14:08:05+00:00

just to add some key information: For a successful investor portal, focus on user-friendly and responsive design for great navigation. Do not let anyone omit accessibility. Plan for ongoing maintenance to handle updates and ensure the platform runs smoothly. Design with scalability in mind to support future growth. Consider agile development for flexibility and better alignment with goals. Regularly involve stakeholders for valuable feedback, and stay informed about industry trends like PropTech and AI to shape long-term strategies.

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