Topic
Delegating bulk implementation to coding agents while a human retains architecture and acceptance criteria.
UpGuard found more than 16,000 Supabase databases exposing readable tables of personal data, passwords and authentication tokens. It blames row-level security and key settings that each project's owner controls, so every app needs its own fix.
Reality
One Salmon product's 2,000 regression cases were planned at 57 hours across eight QA engineers and took five days. The proposed fix ranks changes by blast radius, using a formula that divides by a safety net its own worst case scores at zero.
Reality
The build log for a Python package finder shows a day-one no-key rule pushing the download data onto a public JSON file and 15,000 PyPI API calls per refresh, held to a few minutes by a semaphore of 25.
Reality
A developer hit no diagnostics in Zed and WebGL-era false errors in VS Code, then wrote a Rust language server that hands each shader to glslang. The diagnostics inherit whatever glslang build it fetches.
Reality
A writer of reporting-tool cookbooks put hundreds of developer questions to current chat models and then tested the answers in a lab. The failures he describes cluster into five patterns. Validators clear most of them.
Reality
GitHub's podcast companion post argues that a production authentication refactor and a CSS experiment need different review, and it puts the same conditional test to "RAG is dead" and "Skills killed MCP".
Reality
A developer building small client sites says the typing fell from five days to one while delivery still takes six weeks. He rewrote the kickoff email so each line names a file format and a minimum size.
Reality
Codenames AI's developer used an LLM to generate Simplified Chinese card words, then found his substring-collision rule was firing on the way Chinese compounds are built and pushing the pack toward abbreviations.
Reality
Prose in AGENTS.md did not stop it, so the project now enumerates agent skills from disk and runs a script that exits non-zero on any copy outside the canonical root, including an empty leftover directory.
Reality
Google's DORA report puts daily AI use among developers at 90% and says the tools amplify whatever workflow they find, which makes problem selection rather than build capacity the input a leader manages this quarter.
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Block has published the first hard distribution of AI adoption inside a large engineering org: one agent for most, three to five for the next cohort, and a small team building the orchestrator.
Reality
A football similarity space scored 0.695 for possession contamination, and the obvious one-line normaliser only got it to 0.572. Subtracting a fitted line instead got 0.450.
Reality
A dev.to essay argues the five minutes you save answering a junior from a chat window comes back as a capability gap about a year later. Two 2026 studies describe the same drift.
Reality
A solo operator with no engineering background shipped a paying eSIM store, then published six failures. Not one of them was a coding problem.
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A coffee roaster in Taiwan building an ERP with Claude Code turned three audit rules into a push-blocking CI script. The bug that motivated it was a spec his code had quietly stopped obeying.
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A developer let Claude Code write most of a collaborative sheet music editor and kept the definition of "correct" for himself. The transferable artifact is the round-trip corpus.
Reality