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Agentic Coding Notes: How to Harness LLM “Debugging” Without Being Fooled
software engineering Jul 04, 2026 7 min read

Agentic Coding Notes: How to Harness LLM “Debugging” Without Being Fooled

Agentic coding agents can propose fixes with convincing “proof,” but they may fabricate repros in artificial environments. Learn how to structure debugging loops around rerunnable, ground-truth verification so you avoid false confidence.

by ahsan
#ai coding agents #debugging #end-to-end testing #llm variance #testing
Vite+ Beta: One Command Line for Runtime, Tests, and Builds
announcements Jul 02, 2026 7 min read

Vite+ Beta: One Command Line for Runtime, Tests, and Builds

Vite+ Beta introduces `vp`, a unified CLI that orchestrates runtime management, package workflows, and frontend tooling. Use `vp dev`, `vp check`, `vp test`, `vp build`, and `vp pack` with consistent caching and migrations.

by ahsan
#build #cli #testing #toolchain #vite

Categories

  • machine learning
  • software engineering
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  • embedded systems
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Tags

#llm #privacy #open-source #ai #ai agents #linux #security #web development #cybersecurity #javascript #llm inference #mixture of experts
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