Human-in-the-Loop AI Agents in Django: Approval Gates, Audit Trails, and Evals That Actually Ship
The agent drafts, a person approves, and the database remembers who did what. A production pattern for AI in regulated workflows.
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Lycore is a custom software development company specializing in building high-quality mobile apps, web platforms, and AI-powered solutions. We help businesses turn ideas into scalable digital products using modern AI technologies, machine learning, and intelligent automation. From MVP development to advanced AI integrations, our team delivers tailored solutions that drive growth, efficiency, and competitive advantage.
Latest articles
Multi-Tenant SaaS Architecture on Django: Row-Level Security, Tenant Isolation, and the Patterns That Scale
Building a SaaS application on Django starts simply. One database, one set of models, users who belong to an organisation. The first 100 customers are straightforward. Then a customer asks whether the
From Prototype to Production: What Actually Changes When You Ship an AI Feature
When you build an AI prototype, the goal is to make it work. When you ship an AI feature to production, the goal changes entirely — now it has to keep working, for real users, on data you did not anti
Cutting Our LLM API Costs by 60%: The Optimisations That Actually Worked
When you first integrate an LLM into a product, cost is not the priority. Getting it working is. Then you ship it, usage grows, and the OpenAI invoice arrives. Suddenly cost matters a lot. We have bee
How We Structure Django Projects for AI Features: Folder Layout, Service Layer, and Keeping LLM Logic Out of Views
Adding AI to a Django app is easy. Adding it in a way that doesn't turn into a maintenance nightmare six months later is harder. We have integrated LLMs, RAG pipelines, and AI agents into a range of D
