SShortSingh.
TopTechnologyAI & MLStartupsProgrammingScienceBusinessFinanceCrypto & Web3World
Back to feed
Programming

Developer ditches AI specs for live code references, cuts correction rounds sharply

0
·1 views

A developer managing a fleet of 600 web tools found that feeding abstract specification documents to Claude Code consistently produced only 80% quality output, requiring multiple correction rounds. To fix this, they restructured their AI agent workflow so the agent copies a live, production-deployed reference instead of reading static specs, which tend to diverge from reality over time. They also split 'build new tool' and 'repair existing tool' tasks into completely separate skills, arguing that merging them bloats procedures and wastes the agent's finite context window. The repair workflow was designed as a routing system that directs the agent to only the relevant category of reference material, preventing hallucinated fixes. A final safeguard was added: critical rules that must never be violated are enforced by automated write-time hooks rather than relying solely on the agent reading advisory documents.

Read the full story at DEV Community

This is an AI-generated summary. ShortSingh links to the original source for the complete article.

Discussion (0)

Log in to join the discussion and vote.

Log in

Related stories

0
ProgrammingDEV Community ·

claude-docker lets you run Claude Code with full permissions inside a safe container

A developer has released claude-docker, a one-liner install script that runs Anthropic's Claude Code inside a minimal Docker container using a node:22-slim base image. The setup enables Claude Code's full-permissions mode with the --dangerously-skip-permissions flag while limiting its filesystem access to the user's project directory and a dedicated config path. The script adds two shell aliases — claude-docker and claude-docker-sh — to the user's shell configuration file, requiring no separate binaries or PATH modifications. A non-root user is created inside the container to further reduce risk, and separate install scripts are available for both bash and zsh. The project is published as a public GitHub Gist, and Docker must be installed and running before the script can be used.

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

How the JavaScript Gamepad API Actually Works: Polling, Buttons, and Dead Zones

The browser-based Gamepad API allows developers to read input from connected game controllers, but its behavior is often misunderstood at first use. Unlike most browser APIs, it is poll-based rather than event-driven, meaning developers must actively query controller state each frame using a loop such as requestAnimationFrame. Browsers deliberately hide gamepads until the user presses a button as a fingerprinting defense, and Chromium requires a secure context for the API to function. Controller buttons are returned as objects with pressed and analog value properties, not simple booleans, while axes return floats that are rarely exactly zero, making dead zones necessary to filter out unintended input. Beyond game development, the API also serves as a quick diagnostic tool for inspecting USB or Bluetooth hardware without any drivers or platform-specific software.

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

Developer Builds Custom Virtual Machine and Assembly Language From Scratch in Rust

A developer has created XVM, a custom virtual machine built entirely in Rust, featuring a self-designed CPU architecture with 8 registers and 33 instructions. Unlike emulators, XVM is not based on any real processor such as x86 or ARM, drawing inspiration instead from educational VMs like CHIP-8. The project includes a built-in step-by-step debugger with breakpoints, typed error handling, and video memory that allows pixel drawing directly from assembly code. The developer also built an IntelliJ and RustRover plugin to provide syntax highlighting for .xasm files, aiming to give the editing experience a professional feel. Both the XVM repository and the XASM plugin are publicly available on GitHub, and the developer is seeking community feedback on instruction set design and error handling.

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

Developer builds two-tier logging system to keep a technical blog consistently fed

A software studio founder noticed that despite active development work across multiple projects, nothing was connecting that work to their public blog. The core problem was that writing polished posts after long build sessions felt like a tax, causing skipped days and lost details by the time writing resumed. To fix this, they designed a two-tier system: a quick bullet-point capture log at the end of each session, and a weekly distill step where one post is written from the saved notes. Using Obsidian's Bases feature, they kept per-project logs while maintaining a single auto-generated view across all of them, avoiding a central-versus-local file tradeoff. The capture step was embedded into an existing end-of-session ritual, making consistency a matter of habit rather than willpower.

0 comments Read more at DEV Community
Developer ditches AI specs for live code references, cuts correction rounds sharply · ShortSingh