API Design HTTP QUERY method REST API Software Architecture

After 16 Years, HTTP Gets a New QUERY Method

The HTTP QUERY method is designed for a familiar problem. Your search endpoint starts with a harmless-looking URL: GET /products?brand=Lenovo&max_price=1500. Then the filters grow. A client sends a long list of IDs, nested conditions, or a structured expression, and the URL stops being a comfortable place to put the query. You switch to POST, but […]

API Design Architecture Data Developer Tools Distributed Systems Software Architecture

JSONL Explained: The One-Line Format That Makes Data Pipelines Easier

JSONL is the practical version of JSON for workloads made of many independent records. A conventional JSON array is excellent for a bounded document. It becomes awkward when an export grows into millions of items, a log never ends, or an ingestion job must identify and isolate a bad record without loading the whole file. […]

AI Architecture AI automation AI performance Artificial Intelligence Classification LLM Software Architecture

How Jev Works: The Parallel Decision Model That Skips Token-by-Token JSON

How Jev works starts with a simple observation: most software does not need an AI system to write an essay. It needs a dependable answer to a bounded question. Should this support ticket be escalated? Which queue owns it? Is the document complete? Should an agent stop and ask a person for help? That is […]

AI Coding Agents AI Game Development Artificial Intelligence Astra GPT-6 Astra OpenAI Software Architecture Software Engineering

Games Made With Astra: 7 AI Game Experiments and Lessons for Developers

Games made with Astra are moving beyond the one-line “make me a game” prompt. The useful question is whether an AI agent can participate in a real development loop: interpret a brief, edit a project, run it, observe a fault and make a bounded repair. The early evidence is interesting, but it needs careful reading. […]

Debugging Incident Response Observability Site Reliability Engineering Software Architecture Software Testing

Systematic Debugging: Reproduce, Isolate, Test and Verify

Systematic debugging turns a production symptom into a testable question. The fastest-looking response is often to guess, change several things, and hope the symptom disappears. That approach can hide the cause, introduce a second failure, and leave the team unable to tell whether the fix worked. A better debugging method is a short, evidence-led loop: […]

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