Chisle
The coding-agent plugin that bills 52% of a bare model across 20 live tasks. Terse persona + tool-output compressor + context diet.
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AI-Driven Life Cycle (AI-DLC) adaptive workflow steering rules for AI coding agents
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AI-DLC (AI-Driven Development Life Cycle) turns AI coding assistants into
structured, verifiable software-delivery workflows. One harness-neutral core
runs natively in Claude Code, Kiro CLI, Kiro IDE, Codex CLI, Cursor, opencode,
and GitHub Copilot.
The Quick Start below installs the latest stable AI-DLC release.
The installer adds the native aidlc command and every harness runtime. Bun
and Node.js are not required. If your shell cannot find aidlc, follow the PATH
instruction printed by the installer or start a new shell.Read the full README ↗AI-DLC (AI-Driven Development Life Cycle) turns AI coding assistants into structured, verifiable software-delivery workflows. One harness-neutral core runs natively in Claude Code, Kiro CLI, Kiro IDE, Codex CLI, Cursor, opencode, and GitHub Copilot.
The Quick Start below installs the latest stable AI-DLC release.
macOS, Linux, or WSL:
curl -fsSL https://github.com/awslabs/aidlc-workflows/releases/latest/download/install.sh | sh
Windows PowerShell:
irm https://github.com/awslabs/aidlc-workflows/releases/latest/download/install.ps1 | iex
The installer sets up everything AI-DLC needs: the native aidlc command and
every harness runtime. You do not need to install Bun or Node.js; a native
install runs its hooks and commands through aidlc and does not call bun.
On Windows, it installs for the current account
and automatically registers the bin directory in User PATH. Run it from a normal
PowerShell window; one opened with "Run as administrator" gets a warning and a
prompt, since installing as administrator is less safe. Open a new terminal
if another session cannot find aidlc. To skip both persistent and
current-process PATH changes, use
-NoModifyPath.
Windows uninstall removes only the User PATH entry recorded as installer-owned.
On macOS, Linux, or WSL, follow the installer's PATH instruction if needed.
Prefer to manage the project files yourself, or cannot install a native
executable? The manual-copy path is the one place Bun is needed: install
Bun, download aidlc-copy-runtime-X.Y.Z.tar.gz from the
release, and copy
the complete runtime/<harness>/ directory into your project. This path does
not require the native aidlc command.
From the project root, select the harness you use:
cd /path/to/your-project
aidlc config --harness claude
aidlc doctor
Replace claude with kiro, kiro-v2, codex, cursor, opencode, or
copilot. Running aidlc config without --harness starts the interactive
setup when a terminal is available. If you use Kiro IDE's own terminal in a
project folder you have not trusted yet, Kiro first asks whether you trust it.
Choose Trust Folder & Continue only for your own project or one you have
checked, because trusting lets the folder's .kiro hooks run commands on your
machine; otherwise choose Cancel and review the folder first (see
First run).
Open your harness in the configured project and describe the work:
/aidlc Build a REST API for inventory management
Codex CLI uses $aidlc instead of /aidlc. In Kiro IDE, first choose aidlc
in the chat panel's agent picker. AI-DLC selects a workflow from the request,
asks for missing decisions, and stops at approval gates before moving forward.
For provider setup, trust prompts, and harness-specific prerequisites, use the guide in the table below. The complete walkthrough is in Getting Started.
| Harness | Configure | Open | Invoke | Guide |
|---|---|---|---|---|
| Claude Code | aidlc config --harness claude | claude | /aidlc | Getting Started |
| Kiro: Kiro IDE >= 1.1.70 / Kiro CLI >= 2.24.1 (v3) | aidlc config --harness kiro | Open the project in Kiro IDE and choose aidlc in the chat panel's agent picker, or run kiro-cli --v3 (when Kiro asks whether you trust the folder and you know what is in it, choose Trust, continue) | /aidlc | Kiro |
| Kiro CLI (V2) >= 2.6 | aidlc config --harness kiro-v2 | kiro-cli --v2 (Kiro CLI 2.21.4 or later; for an older one, see Kiro CLI (V2) prerequisites) | /aidlc | Kiro CLI (V2) |
| Codex CLI >= 0.145.0 | aidlc config --harness codex | codex | $aidlc | Codex CLI |
| Cursor | aidlc config --harness cursor | Open Cursor or run agent | /aidlc | Cursor |
| opencode >= 1.18.29 / OpenCode 2 | aidlc config --harness opencode | opencode | /aidlc | opencode |
| GitHub Copilot CLI >= 1.0.74 / VS Code >= 1.130 | aidlc config --harness copilot |
AI-DLC 2.11.3 and earlier, and the 2.11.4 previews of 2026-11-04 and 2026-11-05, read the two Kiro names the other way: Kiro is --harness kiro-ide and Kiro CLI (V2) is --harness kiro, and they do not know kiro-v2. --harness kiro-ide names Kiro on those releases and on this one.
Model-provider setup belongs to the harness. Shipped project configuration
keeps the provider and model already selected by the user. aidlc config providers can apply Amazon Bedrock settings on supported project surfaces or
record manual setup for other harnesses. Kiro CLI and Kiro IDE need no provider
answer because model access comes with Kiro. For Kiro's v3 engine on Kiro CLI
2.24.1 or later, use kiro and start kiro-cli --v3 (when it asks to trust the folder
and you know what is in it, choose Trust, continue); kiro-v2 is Kiro CLI (V2)
(Kiro CLI (V2) says how an existing Kiro CLI
(V2) project switches). The methodology itself is
provider-independent.
This is the beginning of the README. Read the rest at the original. Read the full README ↗
| Copilot CLI or VS Code |
/aidlc |
| GitHub Copilot |