Developer Blog

LLM mental models, token arithmetic, prompt engineering, structured output, tool use, embeddings, RAG, streaming, retries, prompt caching, and cost tracking — all the patterns a Python developer needs to ship GenAI in production.

Karpathy's treemap scores 342 US occupations for AI exposure using an LLM pipeline. Software developers hit 8–9/10. Here's what that means and how to build the scoring pipeline yourself in Python and Django.

Live price updates over WebSocket, Celery Beat refreshing prices every five minutes, price alerts that fire when a target is crossed, and a full DRF API — all on the free CoinGecko tier with no API key required.

Build a retrieval-augmented generation chat API for Wagtail using pgvector, OpenAI embeddings, and the Claude API — with streaming responses and auto-indexing on page publish.

StreamField vs placeholders, Wagtail admin vs frontend editing toolbar, plugin systems, multi-site, search, and headless. A hands-on breakdown of which CMS to pick and why.

Sensors publish readings over MQTT, a Python PID controller drives vents and irrigation, Django persists the time-series, and Django Channels streams live data to a real-time dashboard. Full code for a self-hosted greenhouse automation system.

Build a streaming Claude chatbot in two days — Django model, SSE endpoint, session history, floating widget, rate limiting, and production checklist.

Raspberry Pi robot captures plant images in the field, POSTs them to a Django REST API, Celery analyses each image with Claude Vision, and Django Channels pushes real-time disease alerts to the farm dashboard.

Complete guide: install the Python client, configure the backend, define search fields, add autocomplete, boost fields for relevance, filter results, index StreamField content, and do zero-downtime reindexing in production.

Stop blocking Django workers on slow LLM calls. Build a 202 Accepted → Celery task → poll pattern with an AITask model, exponential backoff polling, SSE streaming, and priority queues.

Official government data — Sachar Report, Census 2011, NCRB, Election Commission — shows Muslims underrepresented in every institution and below the national average on most development indicators. Interactive charts.

Production-proven patterns for structuring DRF projects — serializers, authentication, permissions, filtering, pagination, versioning, error handling, and testing.