Web Development articles
How to Reduce LLM Latency: Streaming and Model Choice
Find the real bottlenecks in AI features, compare models against quality targets and improve perceived speed with useful streaming, caching and bounded requests.
Cursor AI Tips: Give the AI the Right Codebase Context
Give Cursor focused repository context, trustworthy API examples, and clear edit boundaries so generated changes fit your architecture instead of inventing a parallel one.
Webhook Security: Signatures, Replay Checks, Idempotency
Plan deployment triggers with concrete configuration, failure tests, narrowly scoped permissions, measurable rollout gates, and a recovery procedure your team can rehearse.
Responsive Design Testing Tools and Emulators
Build a risk-based responsive test matrix, combine emulators with real devices, and catch layout, input, and viewport failures before release day.
AI Agent Workflows on the Backend Without Losing Control
Build backend agents with explicit permissions, durable state, bounded retries and approval gates, so model decisions cannot bypass your application’s operational controls.
Generate Unit Tests With AI (Without Tests That Lie)
Generate tests from explicit behavioural contracts, challenge weak assertions with deliberate faults, and build a regression suite that detects bugs rather than repeating implementation assumptions.
LLM Structured Output: Get Valid JSON With Schemas
Turn model responses into dependable application data using constrained schemas, runtime validation, business-rule checks, and bounded recovery for incomplete outputs.
AI Debugging: Feeding Stack Traces, Logs and Repro Steps
Build a sanitised debugging packet from traces, logs and reproduction steps, then use AI to rank hypotheses, design decisive checks and verify a narrowly scoped repair.
Build a Landing Page With AI in an Afternoon
Use a focused four-hour plan to brief an AI builder, refine a landing page, connect its conversion path, and test the essentials before deciding whether to publish.