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My webapp is already live but the first priority is to sharpen its accuracy by rooting out the logic errors that slip past my current logging / debugging setup. I want clean, reliable output and graceful recovery when things do go wrong. Here’s what I need next: • Pinpoint and fix the logic-level bugs that are affecting calculations and AI responses. • Design a more robust error-handling flow so I’m not relying solely on log files. Feel free to introduce custom handlers or strategic try-catch blocks where they add clear value. • Audit the AI component for smarter token usage; every token saved improves speed and cost. • Once stability is proven, advise on the roadmap for new features and package the project for an eventual Google Play launch. You’ll have access to the existing codebase, logs, and any supporting docs. Clear commit history, concise comments, and a short hand-off note for each fix will be the acceptance criteria. If you have experience turning webapps into Play-ready builds, mention that because it will become phase two soon after the logic clean-up is complete.
Project ID: 40726417
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You need to stop calculation and AI-response bugs at their source, make failures visible and recoverable, then reduce token waste before planning the Play-ready phase. At Marin Software, I built Python/AWS/LangChain AI services and real-time pipelines where correctness, observability, and token efficiency directly affected cost and response quality. I would begin by reproducing the highest-impact failures from the code, logs, and representative inputs—not by adding broad try/catch blocks that hide defects. I’ll trace the calculation path, validate inputs and intermediate states, define predictable error contracts, and add targeted handling for expected external/API failures. The result should surface actionable feedback to users, emit structured diagnostics for operators, and retain enough context to investigate unexpected errors. For the AI layer, I’ll inspect prompt construction, repeated context, model routing, output limits, caching opportunities, and unnecessary calls. Changes will be measured against a baseline so token savings do not reduce answer quality. Each fix will have a clear commit, concise comments, and handover note. Once stable, I can recommend whether the Play phase should use a PWA wrapper, Capacitor, React Native, or a rebuild based on the current webapp architecture. What stack is the live app using, and can you provide one failing calculation plus one costly AI request?
₹6,000 INR in 3 days
3.2
3.2
102 freelancers are bidding on average ₹8,414 INR for this job

Hi, I have 5+ years of experience in Flutter. I will design and develop a fully functional Flutter mobile application for your business. The app will be cross-platform, responsive, and optimized for both Android and iOS. I will ensure smooth navigation, clean UI, and reliable performance. My Skills Include: a) Flutter Development – Expertise in building cross-platform mobile apps with responsive UI. b) State Management – Experienced in Provider, Riverpod, and Bloc for scalable apps. c) Backend Integration – Skilled in connecting apps with REST APIs, Firebase, and third-party services. d) Database Handling – Proficient in Firebase Firestore, MySQL, and SQLite. e) Deployment & Support – Experienced with publishing apps on Google Play Store and Apple App Store. Lets connect in chat so that We discuss further. With Regards, Sai
₹3,500 INR in 6 days
7.8
7.8

Hi there! I am a senior Full Stack Developer with 13+ years of experience in PHP, Laravel, JavaScript, React, Vue.js, REST APIs and database-driven applications. I can review your existing codebase and logs to identify logic-level issues affecting calculations and AI responses, then implement targeted fixes with clean commits and clear documentation. I can also improve error handling with appropriate validation, exception handling and recovery flows instead of relying only on logs. For the AI layer, I can review prompts, context handling and API usage to reduce unnecessary token consumption while maintaining response quality. Once the application is stable, I can review the architecture and help prepare a roadmap for additional features and the future Google Play release. I will work carefully within the existing codebase and avoid unnecessary rewrites. Please message me for more discussion about your project. Thanks, Sachin
₹7,000 INR in 7 days
7.5
7.5

Your AI token usage will spiral out of control if you're not caching repeated prompts or truncating context windows — I've seen monthly bills jump from $200 to $2,000 when logic errors trigger redundant API calls during error loops. Quick questions - are you currently rate-limiting your AI requests to prevent cascading failures? And what's your target response time once the logic bugs are fixed? Here is the architectural approach: - PHP DEBUGGING: Implement structured exception handlers with context serialization so every failure captures request state, not just stack traces. - AI OPTIMIZATION: Audit prompt templates for token waste and add response caching to cut redundant OpenAI calls by 40-60%. - ANDROID PACKAGING: Build a WebView wrapper with native error reporting and prepare the APK signing pipeline for Play Console submission. I've stabilized 4 production webapps where unhandled exceptions were masking calculation errors and converted 2 of them into Play Store apps that passed review on first submission. Let's schedule a 20-minute technical call to review your current error logs before we commit to the fix sequence.
₹6,300 INR in 3 days
7.4
7.4

As an experienced developer, I've spent years honing my skills to align closely with your project needs. My proficiency in finding and fixing logic-level bugs, along with my familiarity in painstakinlgy designing error-handling flows, will enable me to deliver the clean and reliable outputs you're aiming for. Additionally, my well-honed skills in API Development and Mobile App Development, along with my expertise in languages like PHP, will provide a firm foundation for implementing improvements to your webapp. Furthermore, I'm well-versed in improving AI functionalities by smart token usage, which aligns perfectly with your goals of improving speed and reducing costs. I'll ensure that tokens are utilized in the most efficient manner possible. You'll also find my experience with Google Play readiness invaluable as you consider expanding your app's reach. Maintaining clear communication has always been one of my strong suits, be it through short hand-off notes or concise comments within the codebase. With every fix, you can expect a meticulously documented explanation of what was done and why, providing you with complete transparency on all changes made. Ultimately, I believe my 8 years of extensive project experience makes me the ideal person to help you enhance your webapp's accuracy and shape its roadmap for the future phase of Google Play launch.
₹10,000 INR in 5 days
6.7
6.7

With six years of experience in the ever-evolving tech industry, I have honed my skills to not only build effective and efficient websites- I also have the talent for painlessly navigating through them for precise debugging and thorough code enhacements. Your project needs a keen eye to focus on logic-level bugs and reinforce error handling, which is where my forte lies. I believe in proactive problem-solving rather than relying solely on logs which will undoubtedly offer you a clean, reliable output from now on. My track record includes conducting successful audits for smarter token usage similar to the task you've mentioned as well. Improvements in speed and cost are my obsession and thus they bring me utmost satisfaction when achieved. Moreover, being an experienced software engineer means I am well-versed with the delicate nuances of code commits and can ensure that your project will have clear history, concise comments and short hand-off notes per each fix, making it even more user-friendly. Lastly, I can rightly envision this project developing into an Android app sooner than later. The possibility of turning your webapp into a Play-ready build is definitely a cherry on top of fixing its errors. Embracing this project won't just be about getting the job done for me; it will be about enhancing your webapp's capabilities considering its future prospective at Google Play. With all this in mind, your project couldn’t be in safer hands than mine!
₹12,000 INR in 5 days
6.5
6.5

Hello, I'm Asma, Web Developer and Graphic Designer with 10 years of experience working with clients and agencies from around the world. Creative problem solver with a passion for creating visually appealing and user-friendly digital solutions. I love building luxurious brands and designing captivating visual identities. I've worked with clients in lifestyle, property, fashion, hospitality, and luxury sectors. 24/7 Support & Faster Response . #WEBSITE DESIGNING / DEVELOPMENT #WORDPRESS/HTML/JS/CSS/PHP/LARAVEL/SHOPIFY #GRAPHIC DESIGNING #UX/UI #FIGMA #SQUARESPACE #SOCIAL MEDIA MARKETING #PHOTOSHOP/ILLUSTRATOR #GOOGLE ADS #JEWELERY DESIGNER #LOGO DESIGN #BANNER DESIGN #BUSINESS CARD #STATIONARY DESIGN #CD COVER #POWERPOINT PRESENTATION #BOOK COVER #LETTERHEAD DESIGN #3D LOGO #WORDPRESS #WEBSITE PAGE SPEED UP UPTO 95-99 #WEBSITE SEO #FIGMA TO WORDPRESS/HTML/JS/CSS/PHP/LARAVEL #PSD TO WORDPRESS/HTML/JS/CSS/PHP/LARAVEL ...... ETC :)
₹7,000 INR in 2 days
6.4
6.4

Hello Sir, I have already worked on similar types of website and software development projects and I am confident that I can successfully handle your project. I am a full-time freelancer with **17+ years of experience** in web development, software development, automation, and API integrations. My expertise includes: * Android app development * ASP.NET C# web and software development * Python automation and web scraping (Amazon, Instagram, Facebook, Google Maps, LinkedIn, Telegram, and other custom scraping solutions) * JavaScript, jQuery, AJAX, Bootstrap, HTML5 * Microsoft SQL Server database development * Payment gateway integration * SMS, Email, Banking, Financial, and Insurance API integration * Custom automation bots and workflow automation software I focus on delivering **high-quality, scalable, and reliable solutions** with clean code and long-term support. Please contact me in private chat so we can discuss your requirements in detail. I can also show you a **demo of similar projects** I have completed. Looking forward to working with you. Thanks & Regards
₹12,500 INR in 8 days
6.0
6.0

Hi, I can stabilize the live webapp by tracing the calculation and AI-response logic from reproducible inputs through API calls, persistence, and final output. I’ll reproduce and isolate the logic-level defects, add targeted tests around calculations and response handling, improve structured error flows with useful context and graceful recovery, and avoid masking failures with broad try/catch blocks. I’ll also audit prompt/token usage for redundant context and unnecessary calls, document the trade-offs, and leave clean commits, concise comments, and a short handoff note for each fix. Once the core behavior is reliable, I can review the Android/Google Play packaging path and outline the next feature roadmap without mixing it into the stabilization work. With 9 years of experience across JavaScript, PHP, Node.js, Python, APIs, AI integrations, debugging, performance monitoring, Android-ready web apps, and full-stack development, I can work carefully against the existing code and logs. Which calculations or AI response cases are currently failing most often, and what framework/build approach is planned for the Play launch? Regards, Jaimish | UzeeTech
₹10,000 INR in 14 days
5.5
5.5

Hello, I can do this work. I have experience in web application development, debugging, AI integrations, and performance optimization. I will provide: • Identify and fix logic bugs affecting calculations and AI responses • Robust error handling with custom handlers and proper recovery flows • AI/token usage audit and optimization for better speed and cost • Review logs and existing debugging setup to find hidden issues • Clean commits, concise code comments, and fix documentation • Stability testing and recommendations for future features • Support for packaging the webapp for Google Play in the next phase I can start by reviewing the codebase and existing logs, identify the highest-impact issues, and work through them systematically. I’d be glad to discuss the current stack and timeline. Warm Regards, Monica Bhatia
₹6,000 INR in 3 days
5.3
5.3

Hi, there. I understand the immediate goal is to make the existing webapp produce reliable results before adding new features or preparing it for Google Play. I’d start by reproducing the calculation and AI-response issues from the current code, logs and supporting documentation, then trace the actual logic rather than masking symptoms with additional logging. I’d strengthen error handling around the failure points so expected problems return clear, controlled responses instead of leaving the app in an inconsistent state. For the AI component, I’d review prompts, repeated context, unnecessary requests and response handling to identify practical ways to reduce token usage without changing the intended output. Each fix would be committed clearly with concise comments and a short handover note, followed by regression testing to make sure existing functionality remains stable. Once the core issues are resolved, I can also outline what needs to be addressed for the Play-ready phase. Looking forward to work with you. Thanks Fernando
₹7,000 INR in 1 day
5.0
5.0

Hi there, I have extensive experience debugging live web applications, fixing logic-level issues, improving error handling, and optimizing AI-powered workflows for more reliable and cost-efficient output. I can work directly with your existing codebase, logs, and documentation to trace the calculation and AI response issues back to their actual root causes. I can audit the current logic, fix calculation and response-related bugs, and improve the error-handling flow so failures are handled gracefully instead of depending only on log files. Where appropriate, I can introduce custom error handlers, validation, and targeted try-catch handling without masking underlying problems. I can also review the AI integration for unnecessary token usage, redundant prompts, excessive context, and inefficient request handling, with the goal of reducing token consumption while maintaining response quality. Let's connect to discuss and move forward accordingly. Thanks Saurabh
₹4,000 INR in 3 days
5.6
5.6

Hello, I am Full Stack Developer with 15 years of working experience and I can check your web app for security holes as well as performance bugs with overall performance of the app API response speed increase customization as well as the enhancement of overall speed of application and make it more robust and clean and proper code. I can complete the work quickly and with proper quality as per your requirements. Looking forward to work with you.
₹7,000 INR in 7 days
5.3
5.3

With over 9 years of experience in web and mobile development, I bring a seasoned approach to robustly improve your web app's accuracy and publishing flow. As an expert in Android and PHP, I am well-equipped to pinpoint and fix logic-level bugs and streamline your AI for smarter token usage, improving both speed and cost. Additionally, my proficiency in JavaScript is invaluable to designing a more robust error-handling flow that ensures graceful recovery even in case of system failures. When it comes to turning web apps into Google Play-ready builds, my track record speaks for itself. Having managed several E-commerce and CMS based websites, my team and I are accustomed to delivering clean, reliable output while maintaining concise comments for each fix - an aspect you've rightfully prioritized. By selecting me for this project, you'll not only be assured of efficient debugging but also gain from the extra benefits I offer including cost-effectiveness and free after-delivery support for 3 months on existing developments. Let me turn your ideas into reality with not just a cleaner app,but also a clearer roadmap for future features and eventual Google Play launch!
₹17,000 INR in 7 days
5.6
5.6

Hi! I am Ankit. I’ll reproduce the reported logic errors from the existing code and logs, trace the affected calculation/API flows, then apply focused fixes with clearer error handling and recovery paths. I’ll test each change against the current behavior and provide concise hand-off notes with the relevant commits. For an India-based webapp, reliable output and predictable failure handling are important before expanding the product. A key risk is fixing symptoms instead of root causes, so I’ll trace each issue through its full execution path. Let's discuss in more detail now.
₹9,000 INR in 3 days
4.6
4.6

Hi, I'd be glad to help improve your webapp's accuracy and publishing by pinpointing and fixing logic-level bugs, designing a more robust error-handling flow, auditing the AI component for smarter token usage, and advising on the roadmap for new features and packaging the project for an eventual Google Play launch. To achieve this, I will utilize a combination of PHP and JavaScript debugging techniques, including the use of custom handlers and strategic try-catch blocks to ensure clean and reliable output. I will also conduct a thorough audit of the AI component to optimize token usage, which will improve speed and cost. Additionally, I will review the existing codebase, logs, and supporting documentation to identify areas for improvement and ensure a smooth hand-off. My experience with web development, API development, and application performance monitoring will enable me to deliver high-quality results. I can cover: • Identification and fixation of logic-level bugs affecting calculations and AI responses • Design and implementation of a robust error-handling flow • Audit and optimization of AI component for smarter token usage • Advice on roadmap for new features and packaging the project for Google Play launch • Clear commit history, concise comments, and a short hand-off note for each fix I work with clear daily progress updates and honest scoping. Best regards, Gagan
₹7,000 INR in 5 days
4.1
4.1

With a deep-rooted knowledge of PHP and mobile app development, I believe I am the perfect fit to improve the accuracy and publishing of your webapp. I am well-versed in the art of pinpointing and fixing logic-level bugs that can disrupt calculations and AI responses, ensuring that clean, reliable output becomes the norm. A robust error-handling flow is paramount for any successful application, and I can introduce custom handlers and strategic try-catch blocks to maximize your webapp's efficiency. Having developed several applications in PHP for dissemination via Google Play, I am well aware of what it takes to package your project for a successful launch. Furthermore, my dedication to clear commit history and concise comments will provide you with the necessary documentation for future upgrades. My skills go beyond just troubleshooting; I strive to maintain a forward-thinking approach by auditing and improving existing processes. In line with this commitment, I will optimize the AI component for smarter token usage, which translates into improved speed and significant cost savings. As we move towards incorporating new features in phase two, my experience in turning webapps into Play-ready builds will be invaluable for our continued success. Let's improve your webapp together!
₹1,500 INR in 7 days
4.2
4.2

I debug live apps and tighten LLM integrations regularly. I'd reproduce the logic bugs affecting your calculations and AI responses, fix them at the root, and add structured error handling with graceful fallbacks so you're not just reading log files. On tokens: usually big wins from trimming prompt boilerplate, caching, and right-sizing the model per call — I'll measure cost/latency before and after. Then I'll map the feature roadmap and Play Store packaging. Can you share repo access and a failing example?
₹6,240 INR in 6 days
4.4
4.4

I can audit the existing codebase and focus first on the logic issues affecting calculations, AI responses, and overall reliability rather than making unnecessary UI changes. My approach will include: • Trace calculation and AI-response flows to identify the actual root causes • Reproduce bugs with targeted test cases before fixing them • Improve error handling with meaningful recovery paths, validation, custom errors, and targeted exception handling • Add safeguards so users receive useful feedback instead of silent failures or raw errors • Audit AI prompts, context size, repeated data, and API calls to reduce unnecessary token usage and cost • Add/strengthen unit and integration tests around the corrected logic • Keep commits focused and clearly documented • Provide a short hand-off note for every significant fix Once the application is stable, I can also review the architecture and prepare a roadmap for the next features and eventual Google Play release, including Android packaging, production configuration, testing, and release preparation. I’m ready to review the codebase, logs, and documentation and begin with the highest-impact logic issues.
₹1,500 INR in 1 day
4.2
4.2

Hi, Thanks for sharing your project. It aligns well with work I’ve successfully completed for other clients, and I’m confident I can deliver a high-quality solution tailored to your requirements. Before providing an accurate timeline, scope, and budget, I’d like to clarify a few key details to ensure we're aligned from the start. Freelancer’s proposal character limit makes it difficult to cover everything thoroughly here. If you're available, let's connect via chat. I can walk you through similar projects I've completed, discuss the best approach for your specific requirements, and answer any questions you may have. Once I understand your expectations, I'll provide a clear execution plan with realistic timelines and pricing. I’m ready to get started as soon as we finalize the details and look forward to working with you. Best regards, Mayank Sahu
₹7,000 INR in 7 days
4.1
4.1

Let’s make your existing webapp more reliable by tracing the actual logic behind the calculation and AI-response issues rather than simply adding more logging. I can audit the current codebase, logs, and supporting documentation to reproduce the failures, identify logic-level bugs, and implement focused fixes with proper validation. I’ll also strengthen the error-handling flow with appropriate validation, custom handlers, and targeted try/catch blocks where they improve recovery and user-facing behaviour without hiding underlying problems. For the AI component, I can review prompts, context handling, repeated instructions, token usage, and unnecessary model calls to identify opportunities to reduce cost and latency while preserving response quality. I’ll keep the work maintainable with clear commits, concise comments, and a short handoff note documenting each fix and relevant changes. Once stability is established, I can also help plan the next feature phase and prepare the application for a Google Play launch. Ready to review the existing codebase and start immediately.
₹3,000 INR in 2 days
3.6
3.6

pune, India
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