Django's ecosystem for building REST APIs has matured significantly — Django REST Framework is one of the most battle-tested API libraries in Python's ecosystem, and integrating AI capabilities into Django REST API endpoints has become a pattern that many teams are implementing in production. This guide covers building Django REST APIs from the basics of serialisers and viewsets through to…
The shift from single-agent to multi-agent AI systems is one of the most significant architectural evolutions in enterprise AI deployment. Early AI agents were powerful but fundamentally limited: one model, one context window, one execution thread, handling everything sequentially. As the complexity of real-world tasks grew — and as the limitations of single-agent architectures became apparent in production — a…
Choosing between GitHub Copilot vs Cursor AI is the defining developer tooling decision of 2026. Both tools promise to make you write code faster, both use large language models under the hood, and both have passionate advocates. But they are built on fundamentally different philosophies — and that difference matters enormously depending on how you work, what you build, and…
The question of which career skills are genuinely future-proof career skills AI deserves a more precise answer than 'be creative' or 'develop soft skills'. This article identifies the specific cognitive capabilities, technical disciplines, and professional competencies that AI tools demonstrably underperform on in 2026 and are structurally unlikely to replicate in the near term - and explains why each is…
When Anthropic launched Claude Code in early 2026 it created an immediate question for every developer already using GitHub Copilot: is it worth switching? Claude Code vs GitHub Copilot is not a simple comparison — these tools have different interaction models, different strengths, and different ideal users. Claude Code spiked to index 100 on Google Trends in February 2026 and…
Every business leader is asking the same question right now: how do we actually use AI — not just talk about it? The answer, increasingly, is AI agents. An AI agent for business is no longer a futuristic concept reserved for Silicon Valley giants. It's a practical, deployable system that can handle complex tasks, make decisions, and take actions —…
Building an MCP server is the practical step that transforms theoretical understanding of Model Context Protocol into real capability. An MCP server you build today can be used by Claude Desktop, Cursor, Claude Code, and any future MCP-compatible AI application — connecting those tools to your databases, APIs, file systems, and services through a standardised interface. This guide walks you…
The claim that AI is killing simple development needs unpacking. The end of CRUD apps AI as a concept does not mean that create, read, update, and delete operations are disappearing from software - they are not. It means that the layer of software that simply exposes CRUD operations with a form interface is being disintermediated: by no-code and low-code…
Every developer building an AI application that needs to connect to external services faces the same question: should I use a standard REST or GraphQL API, or should I build an MCP server? The MCP vs API comparison — Model Context Protocol versus traditional REST and GraphQL APIs — is not about which is better in the abstract. It is…
Choosing between Flask vs Django is one of the most consequential decisions a Python development team makes before starting a new web project. Both frameworks are mature, widely used, and well-supported — but they reflect fundamentally different philosophies about what a web framework should do. Get the choice wrong and you spend the next 18 months either fighting your framework's…
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