SWE-AF
Autonomous software engineering fleet of AI agents for production-grade PRs on AgentField: plan, code, test, and ship.
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- issue-01-project-scaffold.md
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- architecture.md
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- rationale.md
- 01_cost_allocation.png
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- app.rs
- ascii.rs
- cli.rs
- error.rs
- layout.rs
- lexer.rs
- lib.rs
- main.rs
- parser.rs
- svg.rs
- types.rs
- validator.rs
- 01_basic.dsl
- 02_microservices.dsl
- 03_data_pipeline.dsl
- 04_comments_only.dsl
- 05_invalid_syntax.dsl
- 06_undefined_ref.dsl
- 07_all_node_types.dsl
- build_and_test.sh
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- integration.rs
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- test_app_pipeline_integration.rs
- test_full_pipeline_integration.rs
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- test_layout_conflict_resolution.rs
- test_merged_features_interaction.rs
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- issue-extension-tests.md
- issue-integration-tests.md
- issue-lexer.md
- issue-parser.md
- issue-performance-tests.md
- issue-value-module.md
- issue-vm.md
- architecture.md
- prd.md
- review.md
- rationale.md
- checkpoint.json
- architect.jsonl
- architect.jsonl_backup
- coder_allocation-profiling-test_iter_1.jsonl
- coder_compiler-benchmarks_iter_1.jsonl
- coder_compiler-benchmarks_iter_2.jsonl
- coder_cpython-comparison-script_iter_1.jsonl
- coder_cpython-pure-execution-benchmark_iter_1.jsonl
- coder_integration-verification_iter_1.jsonl
- coder_integration-verification_iter_2.jsonl
- coder_lexer-benchmarks_iter_1.jsonl
- coder_lexer-benchmarks_iter_2.jsonl
- coder_parser-benchmarks_iter_1.jsonl
- coder_parser-benchmarks_iter_2.jsonl
- coder_parser-benchmarks_iter_3.jsonl
- coder_register-state-optimization_iter_1.jsonl
- coder_register-state-optimization_iter_2.jsonl
- coder_smallstring-stdout-optimization_iter_1.jsonl
- coder_value-copy-trait_iter_1.jsonl
- coder_variable-name-interning_iter_1.jsonl
- coder_vm-benchmarks_iter_1.jsonl
- coder_vm-register-bitmap_iter_1.jsonl
- git_init.jsonl
- issue_writer_allocation-profiling-test.jsonl
- issue_writer_compiler-benchmarks.jsonl
- issue_writer_cpython-comparison-script.jsonl
- issue_writer_cpython-pure-execution-benchmark.jsonl
- issue_writer_integration-verification.jsonl
- issue_writer_lexer-benchmarks.jsonl
- issue_writer_parser-benchmarks.jsonl
- issue_writer_performance-validation.jsonl
- issue_writer_register-state-optimization.jsonl
- issue_writer_smallstring-stdout-optimization.jsonl
- issue_writer_value-copy-trait.jsonl
- issue_writer_variable-name-interning.jsonl
- issue_writer_vm-benchmarks.jsonl
- issue_writer_vm-register-bitmap.jsonl
- product_manager.jsonl
- qa_allocation-profiling-test_iter_ca4adbb7.jsonl
- qa_compiler-benchmarks_iter_18366ff0.jsonl
- qa_compiler-benchmarks_iter_cfb254b6.jsonl
- qa_cpython-comparison-script_iter_604d3b13.jsonl
- qa_cpython-pure-execution-benchmark_iter_02c63b1f.jsonl
- qa_integration-verification_iter_ef1ca239.jsonl
- qa_lexer-benchmarks_iter_4c48abca.jsonl
- qa_lexer-benchmarks_iter_6905149c.jsonl
- qa_parser-benchmarks_iter_0ad5bab9.jsonl
- qa_parser-benchmarks_iter_1a604562.jsonl
- qa_parser-benchmarks_iter_6558b058.jsonl
- qa_register-state-optimization_iter_d99923e3.jsonl
- qa_register-state-optimization_iter_e11abb17.jsonl
- qa_smallstring-stdout-optimization_iter_1da2f6bf.jsonl
- qa_value-copy-trait_iter_6203b6a3.jsonl
- qa_variable-name-interning_iter_ef6b5084.jsonl
- qa_vm-benchmarks_iter_33faeae2.jsonl
- qa_vm-register-bitmap_iter_27d387a1.jsonl
- replanner_0.jsonl
- reviewer_allocation-profiling-test_iter_ca4adbb7.jsonl
- reviewer_compiler-benchmarks_iter_18366ff0.jsonl
- reviewer_compiler-benchmarks_iter_cfb254b6.jsonl
- reviewer_cpython-comparison-script_iter_604d3b13.jsonl
- reviewer_cpython-pure-execution-benchmark_iter_02c63b1f.jsonl
- reviewer_integration-verification_iter_ef1ca239.jsonl
- reviewer_lexer-benchmarks_iter_4c48abca.jsonl
- reviewer_lexer-benchmarks_iter_6905149c.jsonl
- reviewer_parser-benchmarks_iter_0ad5bab9.jsonl
- reviewer_parser-benchmarks_iter_1a604562.jsonl
- reviewer_parser-benchmarks_iter_6558b058.jsonl
- reviewer_register-state-optimization_iter_d99923e3.jsonl
- reviewer_register-state-optimization_iter_e11abb17.jsonl
- reviewer_smallstring-stdout-optimization_iter_1da2f6bf.jsonl
- reviewer_value-copy-trait_iter_6203b6a3.jsonl
- reviewer_variable-name-interning_iter_ef6b5084.jsonl
- reviewer_vm-benchmarks_iter_33faeae2.jsonl
- reviewer_vm-register-bitmap_iter_27d387a1.jsonl
- sprint_planner.jsonl
- synthesizer_allocation-profiling-test_iter_ca4adbb7.jsonl
- synthesizer_compiler-benchmarks_iter_18366ff0.jsonl
- synthesizer_compiler-benchmarks_iter_cfb254b6.jsonl
- synthesizer_cpython-comparison-script_iter_604d3b13.jsonl
- synthesizer_cpython-pure-execution-benchmark_iter_02c63b1f.jsonl
- synthesizer_integration-verification_iter_ef1ca239.jsonl
- synthesizer_lexer-benchmarks_iter_4c48abca.jsonl
- synthesizer_lexer-benchmarks_iter_6905149c.jsonl
- synthesizer_parser-benchmarks_iter_0ad5bab9.jsonl
- synthesizer_parser-benchmarks_iter_1a604562.jsonl
- synthesizer_parser-benchmarks_iter_6558b058.jsonl
- synthesizer_register-state-optimization_iter_d99923e3.jsonl
- synthesizer_register-state-optimization_iter_e11abb17.jsonl
- synthesizer_smallstring-stdout-optimization_iter_1da2f6bf.jsonl
- synthesizer_value-copy-trait_iter_6203b6a3.jsonl
- synthesizer_variable-name-interning_iter_ef6b5084.jsonl
- synthesizer_vm-benchmarks_iter_33faeae2.jsonl
- synthesizer_vm-register-bitmap_iter_27d387a1.jsonl
- tech_lead.jsonl
- workspace_cleanup_level_0.jsonl
- workspace_cleanup_level_1.jsonl
- workspace_cleanup_level_2.jsonl
- workspace_cleanup_level_3.jsonl
- workspace_setup_level_0.jsonl
- workspace_setup_level_1.jsonl
- workspace_setup_level_2.jsonl
- workspace_setup_level_3.jsonl
- workspace_setup_level_4.jsonl
- issue-00-allocation-profiling-test.md
- issue-00-compiler-benchmarks.md
- issue-00-cpython-comparison-script.md
- issue-00-cpython-pure-execution-benchmark.md
- issue-00-integration-verification.md
- issue-00-lexer-benchmarks.md
- issue-00-parser-benchmarks.md
- issue-00-performance-validation.md
- issue-00-register-state-optimization.md
- issue-00-smallstring-stdout-optimization.md
- issue-00-value-copy-trait.md
- issue-00-variable-name-interning.md
- issue-00-vm-benchmarks.md
- issue-00-vm-register-bitmap.md
- issue-15-lexer-benchmarks.md
- issue-16-parser-benchmarks.md
- issue-17-compiler-benchmarks.md
- architecture.md
- prd.md
- review.md
- rationale.md
- config.toml
- binary_subprocess.rs
- cache_performance.rs
- compiler_benchmarks.rs
- cpython_baseline.rs
- cpython_pure_execution.rs
- daemon_mode.rs
- execution_benchmarks.rs
- function_call_overhead.rs
- lexer_benchmarks.rs
- parser_benchmarks.rs
- profiling_overhead.rs
- startup_benchmarks.rs
- vm_benchmarks.rs
- implementation-notes.md
- integration-verification.md
- performance.md
- README.md
- test-verification.md
- validation.md
- check_binary_subprocess_cv.sh
- compare_cpython.sh
- compare_pure_execution.sh
- daemon_stress_test.sh
- final_validation.sh
- measure_binary_startup.sh
- validate_benchmark_stability.sh
- validate_binary_speedup.sh
- validate_cache_performance.sh
- validate_daemon_speedup.sh
- validate_prd_acceptance_criteria.sh
- validate_speedup.sh
- validate_test_status.sh
- ast.rs
- bytecode.rs
- cache.rs
- compiler.rs
- daemon.rs
- daemon_client.rs
- daemon_protocol.rs
- error.rs
- lexer.rs
- lib.rs
- main.rs
- parser.rs
- profiling.rs
- value.rs
- vm.rs
- allocation_count_test.rs
- benchmark_validation.rs
- conflict_resolution_test.rs
- integration_test.rs
- manual_test_results.md
- test_acceptance_criteria_coverage.sh
- test_benchmark_stability_ac44.rs
- test_benchmark_stability_validation.rs
- test_binary_optimization.rs
- test_binary_subprocess_benchmark.rs
- test_bitmap_register_validity.rs
- test_bug_fixes_verification.rs
- test_cache_integration.rs
- test_cli_daemon_integration.rs
- test_compare_pure_execution.sh
- test_compare_pure_execution_simple.sh
- test_compiler_benchmarks.rs
- test_conflict_resolution_cargo_lock.rs
- test_conflict_resolution_daemon_client.rs
- test_conflict_resolution_profiling.rs
- test_conflict_resolution_vm_body_len.rs
- test_conflict_resolution_vm_body_len_fixed.rs
- test_cpython_comparison.rs
- test_cpython_pure_execution_benchmark.rs
- test_cross_conflict_integration.rs
- test_cross_feature_integration.rs
- test_daemon_cache_integration.rs
- test_daemon_cli_cache_interaction.rs
- test_daemon_cli_integration_simple.rs
- test_daemon_client_integration.rs
- test_daemon_client_server_integration.rs
- test_daemon_concurrency.rs
- test_daemon_edge_cases.sh
- test_daemon_error_propagation_integration.rs
- test_daemon_fallback.rs
- test_daemon_fallback.sh
- test_daemon_lifecycle.sh
- test_daemon_mode_benchmark.rs
- test_daemon_mode_edge_cases.rs
- test_daemon_profiling_separation.rs
- test_daemon_race_condition.sh
- test_daemon_resource_management.rs
- test_daemon_server.rs
- test_documentation_consolidation.sh
- test_documentation_edge_cases.sh
- test_documentation_links.sh
- test_error_propagation.sh
- test_final_validation_edge_cases.sh
- test_final_validation_structure.sh
- test_functions.rs
- test_integration_conflict_resolution.rs
- test_integration_documentation_structure.rs
- test_integration_merged_modules.rs
- test_integration_qa_benchmark_stability.rs
- test_integration_qa_bugfix_verification.rs
- test_integration_qa_cache_profiling.rs
- test_integration_qa_compiler_vm.rs
- test_integration_qa_daemon_cache.rs
- test_integration_qa_daemon_client_server_flow.rs
- test_integration_qa_daemon_protocol_decode.rs
- test_integration_qa_production_cleanup.rs
- test_integration_qa_simplified_flow.rs
- test_integration_shared_files.rs
- test_integration_validation_script.rs
- test_integration_verification.rs
- test_lexer_benchmarks.rs
- test_no_regressions_ac42.rs
- test_parser_benchmarks.rs
- test_performance_documentation.rs
- test_prd_acceptance_criteria_validation.sh
- test_profiling.rs
- test_profiling_cache_daemon_integration.rs
- test_speedup_validation_scripts.rs
- test_vm_benchmarks.rs
- .gitignore
- Cargo.lock
- Cargo.toml
- LICENSE
- README.md
- swe-pro-darwin-amd64
- swe-pro-darwin-arm64
- swe-pro-linux-amd64
- swe-pro-linux-arm64
- main.go
- main.go
- design-go-port.md
- port-work-breakdown.md
- research-go-sdk-gaps.md
- research-python-inventory.md
- pro-engine.md
- bind.go
- bind_test.go
- watch.go
- watch_test.go
- artifacts.go
- helpers.go
- loop.go
- loop_test.go
- memory.go
- buildconfig.go
- config_test.go
- executionconfig.go
- fastconfig.go
- issueconfig.go
- issueconfig_test.go
- legacy.go
- modeltiers_test.go
- resolve.go
- checkpoint.go
- checkpoint_normalize_test.go
- executor.go
- executor_test.go
- gates.go
- gitfast.go
- gitfast_test.go
- helpers.go
- replanner_compat.go
- worktree.go
- dagutil.go
- dagutil_test.go
- normalize_llm_shapes_test.go
- envelope.go
- envelope_test.go
- build.go
- build_test.go
- executor.go
- executor_test.go
- helpers_test.go
- planner.go
- planner_test.go
- verifier.go
- verifier_test.go
- wrappers.go
- wrappers_test.go
- fatal.go
- fatal_test.go
- faithful_test.go
- harnessx_test.go
- run.go
- schema.go
- ask_user.go
- credentials_store.go
- credentials_store_test.go
- hax_client.go
- hitl_test.go
- scout.go
- services.go
- wrapper.go
- build.go
- build_test.go
- exec.go
- gitops.go
- spec.go
- spec_test.go
- aiconfig_test.go
- discovery_surface_test.go
- node.go
- node_test.go
- pro_surface_test.go
- register.go
- approval_gate.go
- approval_gate_test.go
- build.go
- build_test.go
- cigate_loop.go
- cigate_loop_test.go
- clone_repos.go
- clone_repos_test.go
- common.go
- common_test.go
- execute.go
- execute_test.go
- plan.go
- plan_test.go
- repohygiene.go
- repohygiene_test.go
- resolve.go
- resolve_test.go
- resume.go
- resume_test.go
- adapter.go
- adapter_test.go
- pro.go
- pro_test.go
- sysproc_linux.go
- sysproc_other.go
- ci_fixer_rendered.txt
- ci_fixer_rendered_empty.txt
- ci_fixer_system.txt
- fast_planner_rendered.txt
- fast_planner_rendered_noctx.txt
- fast_planner_system.txt
- fix_generator_rendered.txt
- fix_generator_system.txt
- issue_advisor_rendered.txt
- issue_advisor_system.txt
- pr_resolver_rendered.txt
- pr_resolver_rendered_merged.txt
- pr_resolver_system.txt
- replanner_rendered.txt
- replanner_system.txt
- retry_advisor_rendered.txt
- retry_advisor_system.txt
- advisor_test.go
- ci_fixer.go
- fast.go
- fix_generator.go
- helpers.go
- issue_advisor.go
- pr_resolver.go
- replanner.go
- retry_advisor.go
- sys_code_reviewer.txt
- sys_coder.txt
- sys_issue_writer.txt
- sys_qa.txt
- sys_qa_synthesizer.txt
- sys_verifier.txt
- task_coder_a.txt
- task_coder_b.txt
- task_issuewriter_a.txt
- task_issuewriter_b.txt
- task_qa_a.txt
- task_qa_b.txt
- task_review_a.txt
- task_review_b.txt
- task_review_c.txt
- task_synth_a.txt
- task_synth_b.txt
- task_verifier_a.txt
- task_verifier_b.txt
- code_reviewer.go
- coder.go
- coding_golden_test.go
- issue_writer.go
- qa.go
- qa_synthesizer.go
- verifier.go
- git_init.go
- github_pr.go
- gitops_test.go
- integration_tester.go
- merger.go
- repo_finalize.go
- workspace.go
- architect.go
- environment_scout.go
- planning_golden_test.go
- product_manager.go
- sprint_planner.go
- tech_lead.go
- utils.go
- advisor.go
- advisor_test.go
- deps.go
- verify.go
- verify_test.go
- ci.go
- ci_test.go
- helpers.go
- coding.go
- coding_test.go
- helpers.go
- synthmodel_test.go
- finalize.go
- gitops.go
- gitops_test.go
- merge.go
- workspace.go
- planning.go
- planning_test.go
- providers.go
- providers_test.go
- askuser.go
- defaults.go
- enums.go
- execution.go
- fast.go
- normalize.go
- normalize_test.go
- planning.go
- pydantic_faithful.go
- pydantic_faithful_test.go
- schemas_defaults_test.go
- schemas_roundtrip_test.go
- scout.go
- services.go
- strlist_test.go
- websearch.go
- websearch_test.go
- workspace.go
- workspace_test.go
- .gitignore
- run.sh
- build_llm_test.go
- compose.functional.yml
- compose.override.functional.yml
- health_test.go
- main_test.go
- README.md
- reasoner_api_test.go
- reasoner_failed_test.go
- registration_test.go
- git.go
- main.go
- parse.go
- roles.go
- scenario.go
- state.go
- .gitignore
- agentfield-package.yaml
- doc.go
- Dockerfile
- go.mod
- go.sum
- Makefile
- README.md
- swe-planner
- __init__.py
- _replanner_compat.py
- ci_gate.py
- coding_loop.py
- dag_executor.py
- dag_utils.py
- envelope.py
- fatal_error.py
- git_fast_path.py
- schemas.py
- __init__.py
- __main__.py
- app.py
- executor.py
- planner.py
- prompts.py
- schemas.py
- verifier.py
- __init__.py
- ask_user.py
- credentials_store.py
- scout_schema.py
- services.py
- wrapper.py
- __init__.py
- build.py
- git_ops.py
- schemas.py
- __init__.py
- _utils.py
- architect.py
- ci_fixer.py
- code_reviewer.py
- coder.py
- environment_scout.py
- fix_generator.py
- git_init.py
- github_pr.py
- integration_tester.py
- issue_advisor.py
- issue_writer.py
- merger.py
- pr_resolver.py
- product_manager.py
- qa.py
- qa_synthesizer.py
- replanner.py
- repo_finalize.py
- retry_advisor.py
- sprint_planner.py
- tech_lead.py
- verifier.py
- workspace.py
- __init__.py
- execution_agents.py
- pipeline.py
- schemas.py
- __init__.py
- codex_harness_patch.py
- providers.py
- __init__.py
- web_search.py
- __init__.py
- __main__.py
- app.py
- surface.py
- __init__.py
- conftest.py
- test_app.py
- test_app_planner_executor_verifier_wiring.py
- test_docker_config.py
- test_executor.py
- test_fast_app_executor_verifier_crossfeature.py
- test_fast_init_executor_planner_verifier_routing.py
- test_fast_router_schema_pipeline_integration.py
- test_init_router.py
- test_integration.py
- test_node_id_env_app_coexistence.py
- test_node_id_isolation_coexistence.py
- test_planner.py
- test_planner_executor_verifier_integration.py
- test_prompts.py
- test_schemas.py
- test_verifier.py
- __init__.py
- conftest.py
- test_git_ops.py
- test_implement_issue.py
- test_schemas.py
- conftest.py
- test_ask_user.py
- test_benchmark_scorer.py
- test_build_isolation.py
- test_call_with_timeout.py
- test_ci_gate.py
- test_clone_repos.py
- test_clone_repos_to_dag_executor_pipeline.py
- test_codex_harness_patch.py
- test_coding_loop.py
- test_coding_loop_regressions.py
- test_coding_loop_repo_name.py
- test_conftest_malformed_planner_execute_nodeids_integration.py
- test_dag_executor_multi_repo.py
- test_deployment_docs.py
- test_dockerfile.py
- test_empty_build_guard.py
- test_environment_scout.py
- test_execute_workspace_manifest_dag_pipeline.py
- test_execute_workspace_manifest_passthrough.py
- test_fatal_error.py
- test_git_fast_path.py
- test_hax_create_request_timeout.py
- test_llm_shape_normalization.py
- test_main_entrypoint.py
- test_malformed_responses.py
- test_minimax_provider_config.py
- test_mock_fixture_cross_feature_integration.py
- test_model_config.py
- test_model_tiers.py
- test_multi_repo_execution_gaps.py
- test_multi_repo_integration.py
- test_multi_repo_prompts.py
- test_multi_repo_schemas.py
- test_multi_repo_smoke.py
- test_node_id_isolation.py
- test_planned_issue_target_repo.py
- test_planner_execute.py
- test_planner_pipeline.py
- test_reasoner_surface.py
- test_resolve.py
- test_runtime_aware_model_default.py
- test_runtime_provider_routing.py
- test_web_search_guardrail.py
- test_workspace_context_block.py
- .dockerignore
- .env.example
- .gitignore
- agentfield-package.yaml
- CHANGELOG.md
- CODE_OF_CONDUCT.md
- CODEOWNERS
- docker-compose.go.yml
- docker-compose.local.yml
- docker-compose.yml
- Dockerfile
- LICENSE
- Makefile
- opencode.json
- pyproject.toml
- railway.toml
- README.md
- requirements-docker.txt
- requirements.txt
- SECURITY.md
# Use via CDN
jsDelivrjsDelivr serves any public GitHub repository as a CDN with zero setup. Pick a version and a file to get a ready-to-paste link and snippet.
Command Glossary
Commands referenced in this DOCs, explained below.
claude
View Details ▼
claude
An agent-based coding tool that understands your code base and helps you code faster through natural language commands.
claude prompt
Execute with prompt:
claude update
Update `claude`:
claude mcp list
Get the list of specified MCP servers:
codex
View Details ▼
codex
Natural language code assistant for the terminal, powered by OpenAI.
Reads and edits files in your current directory to fulfill requests.
codex
Start an interactive Codex session in the current directory:
codex "{{prompt}}"
Run a single Codex command using a prompt:
codex --sandbox workspace-write "{{prompt}}"
Run a prompt allowing Codex to edit files in the workspace:
docker compose up
View Details ▼
docker compose up
Start and run Docker services defined in a Compose file.
docker compose up
Start all services defined in the docker-compose file:
docker compose up {{[-d|--detach]}}
Start services in the background (detached mode):
docker compose up --build
Start services and rebuild images before starting:
docker compose
View Details ▼
docker compose
Run and manage multi container Docker applications.
docker compose ps
List all running containers:
docker compose up {{[-d|--detach]}}
Create and start all containers in the background using a `docker-compose.yml` file from the current directory:
docker compose up --build
Start all containers, rebuild if necessary:
gh pr checks
View Details ▼
gh pr checks
View CI checks for a GitHub pull request.
gh pr checks
Show checks for the pull request of the current branch:
gh pr checks {{pr_number}}
Show checks for a specific pull request:
gh pr checks {{pr_number}} --watch
Watch checks and update in real time until completion:
git status
View Details ▼
git status
Show the changes to files in a Git repository.
List changed, added, and deleted files compared to the currently checked-out commit.
git status
Show untracked and changed files which are not yet added for commit:
git status {{[-s|--short]}}
Give output in short format:
git status {{[-sb|--short --branch]}}
Show output in short format along with branch info:
git
View Details ▼
git
Distributed version control system.
Some subcommands such as `commit`, `add`, `branch`, `switch`, `push`, etc. have their own usage documentation.
git init
Create an empty Git repository:
git clone {{https://example.com/repo.git}}
Clone a remote Git repository from the internet:
git status
View the status of the local repository:
python
View Details ▼
python
Python language interpreter.
python
Start a REPL (interactive shell):
python {{path/to/file.py}}
Execute a specific Python file:
python -i {{path/to/file.py}}
Execute a specific Python file and start a REPL:
bwrap
View Details ▼
bwrap
Run programs in a lightweight sandbox.
bwrap --ro-bind / / {{/bin/bash}}
Run a program in a read-only environment:
bwrap --dev-bind /dev /dev --proc /proc --ro-bind / / --tmpfs /tmp {{/bin/bash}}
Give the environment access to devices, process information and create a `tmpfs` for it:
