Field notes on vibe coding: how the tools actually behave, where they help, where they bite, and what to check before you ship.https://vcode.q-code.ai/en-GBhttps://vcode.q-code.ai/blog/review-ai-generated-pull-requests-as-a-team/https://vcode.q-code.ai/blog/review-ai-generated-pull-requests-as-a-team/AI coding for business moves the bottleneck to review. How to structure a team review of AI-generated pull requests, and what to read first.Sun, 01 Nov 2026 00:00:00 GMTbusinesshttps://vcode.q-code.ai/blog/ai-code-security-versions-a-model-invents/https://vcode.q-code.ai/blog/ai-code-security-versions-a-model-invents/AI code security fails when a model invents a version number. Why it happens, the measured rates, and how to check versions before you install.Fri, 30 Oct 2026 00:00:00 GMTriskshttps://vcode.q-code.ai/blog/ai-coding-tools-handle-context-window-limits/https://vcode.q-code.ai/blog/ai-coding-tools-handle-context-window-limits/AI coding tools cannot read your whole repo. How selection, compaction and indexing work in Cursor, Claude Code and Copilot, and what it costs you.Mon, 12 Oct 2026 00:00:00 GMTnewshttps://vcode.q-code.ai/blog/evaluate-ai-coding-tools-for-your-team/https://vcode.q-code.ai/blog/evaluate-ai-coding-tools-for-your-team/How to evaluate AI coding tools for your team: what to test, how to score the output, what to measure afterwards, and how long a trial should run.Wed, 30 Sep 2026 00:00:00 GMTnewshttps://vcode.q-code.ai/blog/ai-slop-keep-it-out-of-your-codebase/https://vcode.q-code.ai/blog/ai-slop-keep-it-out-of-your-codebase/AI slop is low-quality AI output that looks fine and is not. What it is, how it shows up in code, and the checks that keep it out of your repo.Mon, 28 Sep 2026 00:00:00 GMTriskshttps://vcode.q-code.ai/blog/who-really-owns-code-ai-writes-for-you/https://vcode.q-code.ai/blog/who-really-owns-code-ai-writes-for-you/Vendors assign you the output, but AI-written code may not be copyrightable. What the terms say, what the US Copyright Office says, and what follows.Sat, 26 Sep 2026 00:00:00 GMTbusinesshttps://vcode.q-code.ai/blog/security-risks-vibe-coded-apps-how-to-fix-them/https://vcode.q-code.ai/blog/security-risks-vibe-coded-apps-how-to-fix-them/Vibe-coded apps fail on access control, exposed secrets and missing baseline defences. The measured evidence, and the controls that reduce the risk.Thu, 24 Sep 2026 00:00:00 GMTriskshttps://vcode.q-code.ai/blog/stop-vibe-coding-take-the-wheel-yourself/https://vcode.q-code.ai/blog/stop-vibe-coding-take-the-wheel-yourself/Stop vibe coding when the code holds real users or real data. The five signals, the security evidence behind them, and how to take over.Tue, 22 Sep 2026 00:00:00 GMTbest-practiceshttps://vcode.q-code.ai/blog/testing-ai-generated-code-without-writing-every-test/https://vcode.q-code.ai/blog/testing-ai-generated-code-without-writing-every-test/Testing AI-generated code needs checks from outside the model. Spec-first prompts, property-based tests and mutation testing, with the data behind each.Sun, 20 Sep 2026 00:00:00 GMTbest-practiceshttps://vcode.q-code.ai/blog/guardrails-stop-ai-agent-breaking-your-app/https://vcode.q-code.ai/blog/guardrails-stop-ai-agent-breaking-your-app/AI agent guardrails only work in the runtime, not the prompt. Permissions, approvals, environment separation and the limits that actually hold.Fri, 18 Sep 2026 00:00:00 GMTbest-practiceshttps://vcode.q-code.ai/blog/small-iterations-beat-big-rewrites-vibe-coding/https://vcode.q-code.ai/blog/small-iterations-beat-big-rewrites-vibe-coding/Small iterations beat big rewrites in vibe coding. What agentic pull request data and context rot show, and when a rewrite is still right.Wed, 16 Sep 2026 00:00:00 GMTbest-practiceshttps://vcode.q-code.ai/blog/ai-coding-tools-invent-apis-that-do-not-exist/https://vcode.q-code.ai/blog/ai-coding-tools-invent-apis-that-do-not-exist/AI coding tools invent APIs because they predict tokens rather than look them up. The evidence on how often, and the checks that catch it.Mon, 14 Sep 2026 00:00:00 GMTriskshttps://vcode.q-code.ai/blog/agentic-coding-tool-not-autocomplete/https://vcode.q-code.ai/blog/agentic-coding-tool-not-autocomplete/Use an agentic coding tool for multi-file work you can verify by running it, and an inline assistant when you already know the code you want.Thu, 10 Sep 2026 00:00:00 GMTtoolshttps://vcode.q-code.ai/blog/vibe-coding-same-as-no-code/https://vcode.q-code.ai/blog/vibe-coding-same-as-no-code/No. No-code gives you visual logic you can edit; vibe coding gives you generated source code. What the split means for maintenance and choice.Tue, 08 Sep 2026 00:00:00 GMTguideshttps://vcode.q-code.ai/blog/ai-code-policy-security-and-ip/https://vcode.q-code.ai/blog/ai-code-policy-security-and-ip/AI code security and ownership in one policy: approved tools, human-authorship records, review thresholds and the checks that belong in CI.Sun, 06 Sep 2026 00:00:00 GMTbusinesshttps://vcode.q-code.ai/blog/reading-diff-review-vibe-coding-lacks/https://vcode.q-code.ai/blog/reading-diff-review-vibe-coding-lacks/Vibe coding drops the diff read by definition. What the generation-review asymmetry shows, and how to put oversight back without reading every line.Sun, 06 Sep 2026 00:00:00 GMTbest-practiceshttps://vcode.q-code.ai/blog/reading-the-diff-habit-vibe-coding-needs/https://vcode.q-code.ai/blog/reading-the-diff-habit-vibe-coding-needs/Vibe coding skips the diff. Why reading every change matters, what code quality data shows, and how to review AI output quickly without waste.Sun, 06 Sep 2026 00:00:00 GMTbest-practiceshttps://vcode.q-code.ai/blog/vibe-coding-is-not-no-code-gap-matters/https://vcode.q-code.ai/blog/vibe-coding-is-not-no-code-gap-matters/Vibe coding and no-code both avoid hand-written code, but only one leaves you with source files. Where the two split, and how to choose.Sun, 06 Sep 2026 00:00:00 GMTguideshttps://vcode.q-code.ai/blog/write-clear-prompt-ai-coding-tool/https://vcode.q-code.ai/blog/write-clear-prompt-ai-coding-tool/A clear prompt states the goal, the context, the constraints and one example. How to write prompts for AI coding tools that produce mergeable code.Sun, 06 Sep 2026 00:00:00 GMTbest-practices