The frontier of AI coding is shifting from prompting agents to designing autonomous loops that prompt them.
“I don't prompt Claude anymore. I write loops, the loops do the work.”
developer-workflow
10 tracked signals on developer-workflow.
Writing code is no longer the bottleneck; eliciting the right requirements from stakeholders is the last skill AI won't replace.
“You can prompt your code, you can prompt your AI, you can prompt your whole specification, but you can't prompt your room.”
Spec-driven development—writing specs and design docs before code—produces faster, higher-quality output from LLM coding assistants.
“Because if you give them just a little bit of leeway, they will go off the rails.”
Microsoft engineers built reusable security, accessibility, and PR-review agents that validate AI-generated code before it ships.
“There may be moments where you feel like you're vibe coding it, but when you're doing it for a real product, you often have that lens of making sure that the code is secure and good performing.”
OpenAI shares how Jason Liu uses Codex to preserve context across long-running, multi-prompt projects.
“Learn how Jason Liu uses Codex to preserve context, manage complex projects, and help work continue beyond a single prompt.”
Your job is no longer to build software faster, but to help your coding agent build software faster by closing the loop.
“it's all about closing the loop”
Conductor's CEO orchestrates multiple parallel Claude coding agents by voice and no longer writes code himself.
“Very occasionally I will like edit Tailwind classes”
Decision records like ADRs help both humans and LLMs overcome limited context and lost institutional knowledge.
“People forget. LLMs context compact. Humans leave. LLMs have no memory.”
AI is reshaping the data engineer role across Fabric, VS Code, and CLI workflows.
“AI is changing the way that engineers work, not just by generating code, but by helping us rethink the full developer workflow across Fabric, VS Code and CLI.”
A startup founder shares a four-phase framework for shipping products end-to-end using AI tools like Copilot and VS Code.
“build for a problem you have for yourself”