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The project demonstrates a concrete read-and-write-back loop between a handwriting-based personal journal and an AI agent via MCP, without altering the user's original ink.
Adopt Claude Code's hooks and custom skills to automate quality gates — automated `PostToolUse` hooks and versioned skill scripts can catch bugs and enforce process without relying on developers to remember to run checks manually.
Developers using Bolt.new can apply these prompting habits — especially plan mode and incremental prompting — to reduce wasted tokens and get outputs that more closely match their intended design on the first pass.
Developers using Claude Code can dramatically reduce debugging time and prevent broken commits by configuring extensibility hooks and mandatory agents that enforce TDD, code review, and validation automatically—and can parallelize team development using git worktrees without merge conflicts.
Adopt spec-driven development — writing a detailed Markdown requirements doc before invoking an AI agent — to reduce bugs and wasted iterations when building features with agentic coding tools.