Keyhole Software is hiring a Full Stack Java Consultant to design, develop, and support modern enterprise applications using Java, Spring Boot, and modern frontend technologies. This consulting role is ideal for experienced software developers who enjoy working across the full application stack, solving complex technical problems, and partnering directly with clients to deliver high-quality software solutions. Title: Full Stack Java …
Context Engineering: What Your AI Assistant Sees Matters More Than What You Ask
Most of the advice I’ve seen about getting good code out of AI assistants like Claude Code is about writing better prompts. In my experience, that stopped being the main lever a while ago. What matters more is what the model can actually see when it reads your prompt: which files, which conventions, and how much noise is in the way.
People have started calling this context engineering. In this post, I’ll walk through what that means and three habits I’ve picked up, using Claude Code’s CLAUDE.md and subagent files as concrete examples.
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Agentic AI has moved well past the pilot stage for code generation, but adoption remains uneven across the rest of the software development lifecycle. Coding assistants are now mainstream; testing, code review, CI/CD, and incident response are each at very different points on the adoption curve, with very different levels of measured payoff. This report compiles current 2026 data on …
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