Refocus workflow on TDD and reorganize stories
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# Project Context
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## High-Level Goal
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To build a standalone **Agentic AI Code Assistant** application as a single Rust binary that serves a Vite/React web UI and exposes a WebSocket API. The assistant will facilitate a "Story-Driven Spec Workflow" (SDSW) for software development. Unlike a passive chat interface, this assistant acts as an **Agent**, capable of using tools to read the filesystem, execute shell commands, manage git repositories, and modify code directly to implement features.
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To build a standalone **Agentic AI Code Assistant** application as a single Rust binary that serves a Vite/React web UI and exposes a WebSocket API. The assistant will facilitate a test-driven development (TDD) workflow first, with both unit and integration tests providing the primary guardrails for code changes. Once the single-threaded TDD workflow is stable and usable (including compatibility with lower-cost agents), the project will evolve to a multi-agent orchestration model using Git worktrees and supervisory roles to maximize throughput. Unlike a passive chat interface, this assistant acts as an **Agent**, capable of using tools to read the filesystem, execute shell commands, manage git repositories, and modify code directly to implement features.
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## Core Features
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1. **Chat Interface:** A conversational UI for the user to interact with the AI assistant.
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* **Filesystem:** Read/Write access (scoped to the target project).
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* **Search:** High-performance file searching (ripgrep-style) and content retrieval.
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* **Shell Integration:** Ability to execute approved commands (e.g., `cargo`, `npm`, `git`) to run tests, linters, and version control.
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3. **Workflow Management:** Specialized tools to manage the SDSW lifecycle:
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* Ingesting stories.
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* Updating specs.
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* Implementing code.
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* Verifying results (running tests).
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3. **Workflow Management:** Specialized tools to manage a TDD-first lifecycle:
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* Defining test requirements (unit + integration) before code changes.
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* Implementing code via red-green-refactor.
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* Enforcing test and quality gates before acceptance.
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* Scaling later to multi-agent orchestration with Git worktrees and supervisory checks, after the single-threaded process is stable.
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4. **LLM Integration:** Connection to an LLM backend to drive the intelligence and tool selection.
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* **Remote:** Support for major APIs (Anthropic Claude, Google Gemini, OpenAI, etc).
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* **Local:** Support for local inference via Ollama.
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