Insights & Stories
Thoughts on software development, AI, and building products that matter.
AI Chatbot Security: Considerations for Internal Deployments
Learn how to secure internal AI chatbots against prompt injection, data leaks, and unauthorized access with a comprehensive enterprise security checklist.
AI Data Privacy: Requirements for Internal AI Tools
A practical checklist for securing internal AI workflows and maintaining compliance when building enterprise AI tools, covering data masking and hosting.
Implementing Structured Outputs for Reliable AI Data Extraction
Learn how to enforce strict JSON schemas for predictable data extraction workflows using structured outputs and function calling techniques in production.
Reducing LLM Costs with Prompt Caching
Learn how to significantly reduce LLM costs and latency by implementing prompt caching for large context windows in enterprise internal AI tools.
AI Workflow Auth Scopes: Granular OAuth for Internal Agents
Build secure internal AI workflows with read-only OAuth scopes. Learn to minimize blast radius and protect enterprise data while keeping AI automation powerful.
Healthcare AI Workflow ROI: Evaluating Custom Medical Automation
Analyze the real impact of AI in healthcare workflows, focusing on handling hallucinations, physician review time, and overcoming EHR integration nightmares.
Deterministic AI Workflow Design: Fallbacks for Probabilistic Systems
Learn how to architect internal AI workflows with deterministic fallback paths and human-in-the-loop interventions to handle probabilistic failure modes.
Vibe Coding Pitfalls: When Fast Feels Good But Breaks Bad
Exploring the hidden dangers of vibe coding - when moving fast and breaking things becomes a recipe for technical debt and production nightmares.