LLMs like GPT-3.5 can generate realistic mutations that improve testing but struggle with non-compilable code; better prompts and repair methods are needed. Additionally, our company Q2BSTUDIO specializes in custom application development and custom software, as well as artificial intelligence, cybersecurity, AWS and Azure cloud services, business intelligence services, and Power BI.
How large language models improve mutation testing—and what is still missing.
Discover the potential of LLMs like GPT-3.5 to generate realistic mutations and improve testing, but with difficulties in non-compilable code. Q2BSTUDIO offers specialized services in custom application development, artificial intelligence, cybersecurity, AWS cloud services
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Artificial intelligence
AI agents, chatbots, and intelligent assistants that automate tasks and serve your customers 24/7 to improve the efficiency of your business.
More info →Software Development
Software development for companies in Spain: web, mobile and desktop applications, intranets, e-commerce, SaaS and custom management platforms, with accessibility and good practices included.
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Migration, infrastructure, landing zones, networks, managed databases, scalable hosting and security in Microsoft Azure and Amazon Web Services so that your business grows according to the capacity you need.
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Security audits, penetration testing and protection of applications, data and infrastructure on-premise and cloud. Ethical hacking and support in regulatory compliance (ENS, ISO 27001, GDPR) without promising certification.
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Operational reporting and predictive analytics with Power BI and Microsoft Fabric: we integrate your sources, design dashboards and KPIs and turn your data into informed decisions.
More info →Process automation
We automate repetitive tasks and connect your applications with n8n (open-source, self-hosted), Power Automate (Microsoft 365), Make or RPA, eliminating manual work. If you need AI agents, you'll find them in our AI hub.
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We train your teams in technology with criteria: web development, databases, Git, best practices and security, automation with n8n, artificial intelligence for companies and creation of AI solutions with Microsoft Foundry (formerly Azure AI Foundry).
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We audit the code that you, your team or an AI create: we tell you what is good and what to improve, we secure it and make it ready for production, with evidence for ENS, ISO 27001, GDPR, NIS2 and DORA.
More info →Conversational avatars with AI
We create conversational avatars with AI – digital humans with a face and voice – for B2B cases: internal training, retail, events and customer service. They are not text chatbots or multimedia content; they are visual interlocutors with the knowledge of your company.
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Paid media, technical SEO, GEO/AEO, email marketing, landing/CRO and analytics: we capture useful demand and measure results without promising positions.
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We help inventory, control, and professionalize AI applications, automations, and agents without slowing down teams' ability to innovate.
More info →On-premise local AI: hardware, models, and operation
We implement on-premise local AI to reduce token costs and keep data at home: hardware sizing (NVIDIA GB10 / AMD), LM Studio stack → vLLM and integration with real processes.
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