Useful applications
Search, assistance and automation that fit the way a team already works.
AI & software
AI & software projects
AI is most useful when it is connected to a real workflow, trustworthy information and a product people can actually use.
What AI solutions does Riecko.com build?
Riecko.com develops practical AI solutions with large language models, AI agents, RAG, MCP and vector search. These solutions connect documents, databases, APIs and business processes to existing Laravel, PHP or other web applications.
Responsible integration
Clear boundaries around data, sources, permissions and what a user still needs to verify.
Existing products
Add AI to a Laravel or PHP application without discarding the valuable parts of the current system.
From prototype to production
A working prototype is only the start. I help make the surrounding product reliable and maintainable.
Sources and frameworks
These sources provide context for technical decisions around trustworthy and manageable AI systems.
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NIST AI Risk Management Framework
A practical framework for managing risks when designing, deploying and evaluating AI systems.
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OWASP GenAI LLM Top 10
Key security risks and mitigations for LLM and generative AI applications.
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Model Context Protocol documentation
Official documentation for the open protocol that connects AI applications to context, tools and data sources.
FAQ
Frequently asked questions about applied AI
When is RAG suitable for business documents?
RAG is useful when answers need to rely on a bounded, current knowledge source and users need to trace the supporting sources. Document quality, access controls and evaluation remain essential.
What can an AI agent execute safely?
An agent can use tools, APIs and data sources under controlled conditions. I use limited permissions, structured inputs and outputs, logging and human approval for consequential actions.
How does an AI prototype move into production?
Beyond the model, production requires evaluations, privacy controls, cost management, error handling, monitoring and a clear user flow. I include that product layer in the architecture from the start.
Can AI be connected to existing Laravel or PHP software?
Yes. AI can be added to existing Laravel and PHP applications through APIs, queues, databases and controlled tool integrations. The integration is designed around data, permissions, cost and maintainability.
What is the difference between a chatbot and an AI agent?
A chatbot mainly responds in a conversation. An AI agent can also use controlled tools, APIs and data sources to execute multiple steps in a business workflow.