Engineering
Error Recovery Patterns
5 min read
In an era dominated by intelligent systems, ensuring robustness in AI applications is critical. Error recovery patterns provide a structured approach...
Published
Latest Signals
Insights
Production notes on AI systems, WordPress infrastructure, and SuperControl websites. No fluff, just signal.
Engineering
Experimental Streaming Responses Optimisation
4 min read
In the rapidly evolving landscape of AI engineering, optimising streaming responses is becoming crucial. With real-time data processing and delivery a...
Published
Engineering
Context Window Management
5 min read
In the realm of artificial intelligence, managing the context window is pivotal for the success of AI agents. Understanding how to efficiently handle...
Published
Engineering
Vector Database Selection Guide
5 min read
Choosing the right vector database is crucial for AI-driven applications as we move towards 2025/2026. With advancements in AI technologies, the abili...
Published
Engineering
Production Debugging Techniques
5 min read
In the fast-paced world of AI engineering and production systems, efficient debugging techniques are crucial for maintaining robust and reliable appli...
Published
Engineering
Model Evaluation Frameworks
5 min read
In the ever-evolving world of artificial intelligence, selecting the right model evaluation framework is crucial for achieving optimal performance. Mo...
Published
Engineering
Understanding and Deploying Production AI Systems
6 min read
As the world of artificial intelligence continues to evolve, deploying AI systems in production environments has become a critical skill for engineers...
Published
Engineering
Rapid AI Prototyping with LangChain, Supabase, and FastAPI
7 min read
How we go from idea to working AI prototype in days, not weeks — using LangChain, Supabase, and FastAPI to turn experiments into production-grade systems.
Published
Engineering
MVP in 5 weeks Building Production-Ready AI Agents
5 min read
Essential patterns for deploying AI agents that actually work in production environments.
Published
Strategy
RAG vs Fine-tuning: When to Use What
7 min read
A practical guide to choosing between retrieval-augmented generation and model fine-tuning.
Published
Case Study
–41% support tickets How We Reduced Support Tickets by 41%
6 min read
Behind the scenes of building a fintech support copilot that actually delivers results.
Published
Engineering
Prompt Engineering Best Practices
4 min read
How to write prompts that actually work in production environments.
Published
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