Managed Deep Agents creates and replaces every thread's sandbox; the backend only connects to one by its id, and must never create one. An unreachable existing sandbox must raise rather than be abandoned, because a fresh one would lose the thread's work. Only the read-only reviewer and review scout may opt into abandoning one, which hands the thread to MDA for its next run. The deployment's sandboxes are LangSmith's (providers/langsmith.py).
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Everything here is copied into a thread's sandbox and run with its python3. Put any non-trivial in-sandbox logic here as a real script, never as shell or Python built up in f-strings. - Standard library only, and Python 3.8 syntax. make lint (ruff per-file-target-version) and make typecheck (ty --python-version 3.8) check this directory at that version. - The backend side lives in openswe/sandboxes/scripts.py. Keep it out of this directory, which is held to 3.8. - Run a script with SandboxScript("<name>.py",…
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Exporting a tool from __init__.py does not enable it. A tool takes effect only once it is explicitly added to a graph in openswe/server.py or openswe/reviewer.py. Do not accumulate tools without that wiring and an authorization review of what the tool can reach.
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Read DESIGN.md before changing Open SWE’s web/app UI. Prefer the installed Macaw components and semantic tokens over custom controls and styles. Before implementing or replacing a control, use Macaw CLI discovery from the repository root: Use the returned imports and read the installed component and styling guidance linked in DESIGN.md. Discovery reads the installed catalog; do not assume APIs from another Macaw version. Preserve the specialized integrations documented in DESIGN.md. The dashboard aims for quiet, deliberate minimalism: structure comes from…
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This is the Go-based Terraform AWS Provider (github.com/hashicorp/terraform-provider-aws). It maps AWS API resources to Terraform resources, data sources, ephemeral resources and actions (collectively often referred to as just resources). The…
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Guidance for AI coding agents (Cursor, GitHub Copilot, Claude Code, Amazon Q Developer, Kiro, Codex, Gemini CLI, etc.) working in this repository. Follows the AGENTS.md convention (https://agents.md). This repository contains example notebooks for the Amazon SageMaker Python SDK v3. pip install sagemaker installs v3. SDK v3 is a modular redesign and is not backward compatible with v2. It is split into: Generate SageMaker Python SDK v3 code by default. Produce v2 code only when the user explicitly asks for "v2"…
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In the spirit of these principles, this first version focuses on supporting the state-of-the-art, single-GPU Rainbow agent ([Hessel et al., 2018][rainbow]) applied to Atari 2600 game-playing ([Bellemare et al., 2013][ale]). Specifically, our Rainbow agent implements the three components identified as most important by [Hessel et al.][rainbow]: For completeness, we also provide an implementation of DQN ([Mnih et al., 2015][dqn]).
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dqn_moe_agent module: DQN agent that uses MoE networks and logs expert weight histograms. full_rainbow_moe_agent module: Compact implementation of the full Rainbow agent in JAX with MoE modules. losses module: Various losses for training MoEs. rainbow_100k_moe_agent module: Atari 100k rainbow agent with MoE modules. types module: Data types used for MoE losses.
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Repo-specific directives for coding agents working in this project. These guidelines are intended to reduce common LLM coding mistakes. Apply them alongside the repo-specific rules below. They bias toward caution over speed, and for truly trivial tasks you may use judgment. Use repository-aware file inspection and edit tools for file operations. Reserve shell commands for things that genuinely require shell execution: sl (Sapling) commands, gh, dependency installation, or nox / pytest / python for tests, linting, and other repo tooling.
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This directory is the Java SDK's Maven reactor. Paths and commands below are relative to this directory, whether it is nested at src/sdk/java or exported as java. Keep API usage examples in README.md, the SDK documentation, and public Javadoc rather than duplicating them in these contributor instructions. - sdk/src/main/java/ contains the handwritten client, session, and RPC APIs. sdk/src/test/java/ contains unit and integration tests. - sdk/src/generated/java/ contains generated protocol and event types. - copilot-native/ packages platform-specific runtime artifacts separately from the…
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This directory contains the independent github-copilot-sdk crate. In standalone SDK workflows, paths and Cargo commands below are relative to this directory, and this crate's own lockfile and toolchain apply. When nested at src/sdk/rust, the runtime CLI consumes the same checked-out sources through the Bazel integration described under Development. The runtime's N-API architecture does not otherwise govern this crate. - Use the existing Error and ErrorKind in src/errors.rs. Extend that public error contract instead of adding parallel per-module error types or…
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The user's Linux computer. Only ~ persists across image upgrades. The user may edit this file; keep their changes. Progress, card, and Drive tools live on the voice_agent MCP server.
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