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# 0016. Adopt AI-Assisted Development Workflow
Date: 2026-06-10
## Status
Accepted
## Context
Software development has historically relied on three successive layers
of knowledge:
1. **Official documentation** — authoritative but static; describes the
intended API but not how real projects apply it
2. **Community collaboration** — Stack Overflow, GitHub Discussions, blog
posts; describes how practitioners actually solve problems, but requires
the developer to synthesize and apply that knowledge themselves
3. **AI synthesis** — models trained on both layers above, capable of
applying idiomatic, stack-specific knowledge directly to a given
codebase
Agentic AI tools represent a qualitative shift: instead of consulting
knowledge and applying it manually, the developer delegates implementation
to an agent that has absorbed the collective idioms of a stack — "the
Microsoft way", "the ASP.NET Core way" — and can apply them consistently.
For a cross-language REST API comparison project, this matters
particularly: each implementation should reflect how an experienced
practitioner in that stack would structure the same problem, not a
generic approach that happens to compile.
Prior to Claude Code, AI assistance was used ad-hoc — pasting code into
web interfaces (ChatGPT, DeepSeek) or via IDE-integrated assistants
(GitHub Copilot). Both approaches lack persistent codebase context and
the ability to act autonomously across a project.
## Decision
We adopt Claude Code as the primary development workflow tool for this
project.
A `CLAUDE.md` file at the repository root serves as the workflow
specification: it documents architecture, coding conventions, invariants,
and explicit boundaries for autonomous operation — what the agent may do
freely, what requires human approval, and what must never be changed.
CodeRabbit provides an additional automated code review layer
independent of the primary workflow.
## Consequences
### Positive
- Stack-specific idioms are enforced by the agent's collective knowledge
rather than individual developer discipline
- `CLAUDE.md` is living architectural documentation: it must stay
accurate for the workflow to function, creating a natural incentive to
keep it current
- Explicit autonomy boundaries make human oversight intentional rather
than incidental
### Negative
- Token economics: long-running work may exceed context limits, requiring
active session management and continuation prompts to resume work
across sessions
- The global `~/.claude/CLAUDE.md` and per-repo `CLAUDE.md` must stay
aligned; drift between them produces inconsistent agent behavior
### Neutral
- Development workflow moves to the terminal/CLI rather than an IDE;
this has no impact on the codebase itself
- `CLAUDE.md` is specific to Claude Code; a different tool would require
a different workflow specification format