What AI Has Never Seen: The Context Gap in Code Generation
AI coding tools generate code from docs and examples—but they've never seen your production traffic. Here's what breaks AI-generated code.
Posts about developer tools
Browse 9 posts in this category
The PII Testing Dilemma
Software is hard to test when production data contains PII and AI systems are causing an explosion in bugs. Explore the hidden nature of PII in modern systems and why traditional test data approaches fall short.
ROI of Digital Twin Testing: Cut Testing Costs by 50%
Non-production environments cost 20-40% of cloud bills. Digital twin testing delivers 9x ROI through infrastructure, incident, and efficiency savings.
The CES Hangover: 3 Expensive Hardware Fails That Were Actually Software Problems
Stop letting third-party API spikes crash your app. Learn why mocking latency for OpenAI, Anthropic, and Google is critical to preventing UI freezes and ensuring a resilient user experience.
AI Prediction for 2026
Explore 5 bold AI predictions for 2026. From the burst of the AI bubble to the rise of 'vibe coding' and agentic workflows, discover why the future of tech belongs to those who prioritize reliability over hype.
How to Test Your React Frontend When the Backend Is Offline
Learn how to test your React frontend without running backend services. Record real API traffic and mock responses for faster development, reliable testing, and offline coding. Step-by-step guide with proxymock.
KubeCon Retrospective: Platform Engineering Needs to Do More Testing
Learn how digital twins and traffic replay, highlighted at kubecon, offer platform engineering teams a 'superpower' to test against real-world scenarios, mock dependencies, and ship updates confidently without writing application code.
Test Code Changes with Claude Code Using Real Traffic
Claude Code can write features and fix bugs, but proxymock traffic snapshots give me the integration tests, replays, and observation diffs required to ship confident backend changes.
Mocking PostgreSQL the Easy Way: Simplifying Testing with Speedscale Proxymock
Simplify PostgreSQL testing instantly. Replace slow, fragile database setups with Speedscale Proxymock. Record real database traffic once and replay it deterministically, eliminating the need to start, migrate, and seed a local PostgreSQL instance for every test. Speed up CI/CD, eliminate data drift, and save engineering hours.