#code-quality
#code-quality
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#software-development #developer-productivity #technical-debt #ai-code-generation #ai-in-development #python
#ai-code-generation
Software development
fromMedium
2 months agoPrecise AI Control: How XML Structured Prompting Revolutionizes Code Generation
XML Structured Prompting is a framework using XML templates with defined stages, constraints, and numbered requirements to generate predictable, production-ready code from AI systems.
Software development
fromMedium
2 months agoPrecise AI Control: How XML Structured Prompting Revolutionizes Code Generation
XML Structured Prompting is a framework using XML templates with defined stages, constraints, and numbered requirements to generate predictable, production-ready code from AI systems.
Artificial intelligence
fromTheregister
2 months agoAI still doesn't work very well in business, reckoning soon
Enterprise organizations lack clear AI strategies and reference architectures, requiring experimentation and feedback loops to understand AI's actual capabilities and limitations before full deployment.
Software development
fromInfoQ
2 months agoGoogle Launches Automated Review Feature in Gemini CLI Conductor
Google's Conductor CLI extension now includes automated code review capabilities that validate AI-generated code for quality, compliance, security, and adherence to project guidelines before merging.
fromInfoWorld
3 months agoIs AI killing open source?
That mismatch worked, if uncomfortably, when contributing had friction. After all, you had to care enough to reproduce a bug, understand the codebase, and risk looking dumb. But AI agents are obliterating that friction (and have no problem with looking dumb). Even Mitchell Hashimoto, the founder of HashiCorp, is now considering closing external PRs to his open source projects, not because he's losing faith in open source, but because he's drowning in "slop PRs" generated by large language models and their AI agent henchmen.
Software development
fromInfoWorld
3 months agoStop treating force multiplication as a side gig. Make it intentional
Lead without authority. You may not have direct reports, yet you shape architecture, quality and the roadmap. Your leverage comes from artifacts, reviews and clear standards, not from title.I started by publishing a lightweight architecture template and a rollout checklist that the team could copy. That reduced ambiguity during design and cut review cycles by nearly 30 percent
DevOps
fromNedbatchelder
6 months agoSide project advice
I pointed out that for software engineers, the code is the product. For research, the results are the product, so there's a reason the code can be and often is messier. It's important to keep the goal in mind. I mentioned it might not be worth it to add type annotations, detailed docstrings, or whatever else would make the code "nice".
Software development
fromHackernoon
1 year agoYour First Line of Defense for Clean Code is Pre-Commit: How to Set It Up | HackerNoon
Git hooks can prevent issues by running scripts before commits or pushes.
Pre-commit simplifies managing and sharing multi-language git hooks for teams.
Installing pre-commit requires setting up a configuration file in the repository.
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