The absolute trainer to light up AI agents.
This report summarizes scanner evidence for microsoft/agent-lightning, a Python project with 18,646 GitHub stars. SynthScan examined 17,701 lines of code across 139 source files, recording 251 pattern matches distributed across 13 syntactic categories. The legacy adjusted pattern signal is 19.7 (Elevated pattern signal); it is not an authorship estimate.
Use the findings to ask whether maintainers can explain intent, verify dependencies, simplify unnecessary scaffolding, and focus review effort. Risk Payload v1 adds ownership, supply-chain, over-engineering, and review-effort vectors when available. These are prompts for human verification, not probabilities, security findings, or measured maintenance costs.
Use each vector to guide manual verification of the underlying findings.
Can maintainers explain intent, assumptions, and trade-offs? 146 finding(s).
Are imports declared and package/API names verified? 51 finding(s).
Are wrappers, guards, and repeated structures necessary? 176 finding(s).
Which changes need focused human review? 251 finding(s).
This chart tracks the legacy adjusted pattern score across scan runs. Changes can reflect source changes, scan coverage, or detector/scoring versions; they do not measure AI adoption or prove that a team refactored code. Compare runs only when their scoring versions are compatible. The dashed line tracks the raw pattern-hit count.
Groups findings by configured severity weight. Severity is not a confidence estimate, security rating, or proof that a package is missing. Verify imports against the project's manifests and inspect each finding in its local design context.
This horizontal bar chart shows where configured pattern scores accumulate across directories. Treat the bars as locations to inspect, not as evidence of authorship or code quality. Use the file-level findings to decide whether a directory needs a focused ownership, dependency, complexity, or review check.
The scanner identified 251 distinct pattern matches across 13 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.
Reading the findings table: The Severity column indicates the configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW⚡ | tests/test_client.py | 29 | def test_sync_key_replaces_authorization_case_insensitively(headers: httpx.Headers | dict[str, str]) -> None: | CODE |
| LOW⚡ | tests/test_client.py | 39 | async def test_async_key_replaces_authorization_case_insensitively(headers: httpx.Headers | dict[str, str]) -> None: | CODE |
| LOW⚡ | tests/test_client.py | 49 | def test_sync_without_key_preserves_authorization(key: str | None) -> None: | CODE |
| LOW⚡ | tests/test_client.py | 56 | async def test_async_without_key_preserves_authorization(key: str | None) -> None: | CODE |
| LOW | tests/server/test_endpoints.py | 83 | def test_patch_rollout_rejects_unknown_top_level_fields( | CODE |
| LOW | tests/server/test_endpoints.py | 99 | def test_list_rollouts_filters_by_state_in(client: TestClient, auth_headers: dict[str, str]): | CODE |
| LOW | tests/server/test_endpoints.py | 169 | def test_enqueue_with_client_rollout_id_is_idempotent(client: TestClient, auth_headers: dict[str, str]): | CODE |
| LOW | tests/server/test_endpoints.py | 202 | def test_re_enqueue_does_not_clobber_a_running_rollout(client: TestClient, auth_headers: dict[str, str]): | CODE |
| LOW | tests/server/test_endpoints.py | 225 | def test_triplet_events_keep_last_model_request_for_duplicate_prompt(client: TestClient, auth_headers: dict[str, str]): | CODE |
| LOW | tests/server/test_endpoints.py | 274 | def test_triplet_events_do_not_dedupe_without_valid_prompt_tokens( | CODE |
| LOW | tests/server/test_endpoints.py | 329 | def test_proxy_completion_endpoint(client: TestClient, auth_headers: dict[str, str], monkeypatch): | CODE |
| LOW | tests/server/test_endpoints.py | 370 | def test_proxy_rejects_non_object_json_body( | CODE |
| LOW | tests/server/test_endpoints.py | 387 | def test_proxy_error_triplet_preserves_status(client: TestClient, auth_headers: dict[str, str], monkeypatch): | CODE |
| LOW | tests/server/test_endpoints.py | 422 | def test_proxy_admin_endpoints(client: TestClient, auth_headers: dict[str, str]): | CODE |
| LOW | tests/server/test_endpoints.py | 460 | def test_terminal_rollouts_cursor_pagination(client: TestClient, auth_headers: dict[str, str]): | CODE |
| LOW | tests/server/test_proxy_disconnect.py | 55 | async def test_disconnect_drains_only_abandoned_request( | CODE |
| LOW | tests/server/test_proxy_disconnect.py | 142 | async def test_cancelled_handler_joins_forwarding_and_disconnect_watcher( | CODE |
| LOW | tests/controller/test_local_reconciler_platform.py | 16 | async def test_run_fails_before_reconciling_or_spawning_on_native_windows( | CODE |
| LOW | tests/controller/test_local_reconciler_platform.py | 43 | async def test_run_reconciles_and_shuts_down_on_supported_platform(monkeypatch: pytest.MonkeyPatch) -> None: | CODE |
| LOW | tests/controller/test_k8s_reconciler.py | 11 | def test_build_job_spec_uses_agentlightning_labels() -> None: | CODE |
| LOW | tests/controller/test_local_reconciler_env.py | 24 | async def test_spawn_uses_agent_url_for_worker_endpoints( | CODE |
| LOW | tests/controller/test_local_reconciler.py | 72 | async def test_shutdown_does_not_spawn_queued_rollouts(monkeypatch: pytest.MonkeyPatch) -> None: | CODE |
| LOW | tests/controller/test_local_reconciler.py | 84 | async def test_normal_reconcile_still_spawns_queued_rollouts(monkeypatch: pytest.MonkeyPatch) -> None: | CODE |
| LOW | tests/controller/test_local_reconciler.py | 95 | async def test_reconcile_does_not_spawn_after_stop_requested_during_poll(monkeypatch: pytest.MonkeyPatch) -> None: | CODE |
| LOW | tests/controller/test_local_reconciler.py | 121 | async def test_shutdown_still_fails_running_rollout_without_local_process() -> None: | CODE |
| LOW | tests/controller/test_local_reconciler.py | 135 | async def test_timeout_reconciliation_retries_and_retains_process_record( | CODE |
| LOW | tests/controller/test_local_reconciler.py | 187 | async def test_unmarked_terminal_process_retries_and_retains_record( | CODE |
| LOW | tests/controller/test_local_reconciler.py | 215 | async def test_run_stops_then_shutdown_kills_after_final_reconcile( | CODE |
| LOW | tests/controller/test_local_reconciler.py | 252 | async def test_timeout_during_run_retries_original_reason_during_shutdown_without_rekill( | CODE |
| LOW | tests/verl/test_rollout_level_advantage.py | 58 | def _compute_rollout_level_advantage( | CODE |
| LOW | tests/verl/test_rollout_level_advantage.py | 74 | def test_rollout_level_advantage_collapses_rollouts_and_broadcasts_triplets() -> None: | CODE |
| LOW⚡ | tests/verl/test_rollout_level_advantage.py | 117 | def test_rollout_level_advantage_requires_rollout_ids() -> None: | CODE |
| LOW⚡ | tests/verl/test_rollout_level_advantage.py | 125 | def test_rollout_level_advantage_rejects_inconsistent_rollout_rewards() -> None: | CODE |
| LOW⚡ | tests/verl/test_rollout_level_advantage.py | 132 | def test_rollout_level_advantage_rejects_non_scalar_token_advantages() -> None: | CODE |
| LOW | tests/verl/test_agl_rollout_manager.py | 55 | def test_build_completed_rollout_skips_error_and_empty_model_requests() -> None: | CODE |
| LOW | tests/verl/test_agl_rollout_manager.py | 148 | def _triplet_model_request_event(prompt_token_ids: object, response_token_ids: list[int]) -> Event: | CODE |
| LOW | tests/verl/test_agl_rollout_manager.py | 163 | def test_extract_image_urls_from_messages() -> None: | CODE |
| LOW | tests/verl/test_agl_rollout_manager.py | 187 | def test_build_completed_rollout_aligns_image_urls_with_triplets() -> None: | CODE |
| LOW | tests/verl/test_agl_rollout_manager.py | 225 | def test_build_completed_rollout_aligns_images_without_valid_prompt_token_ids(prompt_token_ids: object) -> None: | CODE |
| LOW | tests/verl/test_agl_rollout_manager.py | 252 | def test_aligned_image_urls_count_mismatch_returns_none(capsys: pytest.CaptureFixture[str]) -> None: | CODE |
| LOW | tests/verl/test_agl_rollout_manager.py | 259 | def test_aligned_image_urls_text_only_rollout_returns_none_without_warning( | CODE |
| LOW | tests/verl/test_per_rollout_loss.py | 36 | def test_normalize_advantages_by_rollout() -> None: | CODE |
| LOW | tests/verl/test_per_rollout_loss.py | 60 | def test_policy_loss_matches_masked_sum() -> None: | CODE |
| LOW | tests/verl/test_per_rollout_loss.py | 77 | def test_normalize_advantages_validates_inputs() -> None: | CODE |
| LOW | tests/verl/test_rollout_adapter.py | 42 | def test_routed_experts_batch_preserves_padding_and_truncation(dtype: type[np.generic]) -> None: | CODE |
| LOW | tests/verl/test_rollout_adapter.py | 62 | def test_routed_experts_batch_releases_decoded_rows(monkeypatch: pytest.MonkeyPatch) -> None: | CODE |
| LOW | tests/verl/test_rollout_adapter.py | 82 | def test_routed_experts_batch_rejects_short_route_sequence() -> None: | CODE |
| LOW | tests/verl/test_rollout_adapter.py | 202 | def test_trajectory_aggregation_preserves_input_log_probs(prefix_mismatch: bool, missing_log_probs: bool) -> None: | CODE |
| LOW | tests/verl/test_rollout_adapter.py | 266 | def test_trajectory_prefix_mismatch_uploads_trace_merge_table_to_wandb( | CODE |
| LOW | tests/verl/test_rollout_adapter.py | 393 | def test_validation_uploads_all_compact_rollout_trajectories_to_wandb_zip( | CODE |
| LOW | tests/verl/test_rollout_adapter.py | 542 | def test_transition_image_rows_attach_multi_modal_inputs_and_mrope_position_ids( | CODE |
| LOW | tests/verl/test_rollout_adapter.py | 570 | def test_text_only_rows_keep_original_behavior_with_processor() -> None: | CODE |
| LOW | tests/verl/test_rollout_adapter.py | 587 | def test_trajectory_level_with_image_triplets_raises() -> None: | CODE |
| LOW | tests/verl/test_rollout_adapter.py | 603 | def test_truncated_image_prompt_falls_back_to_text_only( | CODE |
| LOW | tests/verl/test_rollout_adapter.py | 638 | def test_processor_without_vision_output_marks_image_row_for_drop( | CODE |
| LOW | tests/verl/test_rollout_adapter.py | 656 | def test_failed_image_rows_are_removed_by_trainer_filter(failure: str, monkeypatch: pytest.MonkeyPatch) -> None: | CODE |
| LOW | tests/verl/test_rollout_adapter.py | 695 | def test_is_mrope_processor_detection() -> None: | CODE |
| LOW | tests/verl/test_rollout_adapter.py | 705 | def test_load_pil_image_decodes_data_url() -> None: | CODE |
| LOW | tests/verl/test_rollout_adapter.py | 719 | def test_load_pil_image_fetches_remote_url_by_default(monkeypatch: pytest.MonkeyPatch) -> None: | CODE |
| LOW⚡ | tests/examples/test_swe_smith_images.py | 65 | def test_openai_image_name_matches_job_template_convention() -> None: | CODE |
| 62 more matches not shown… | ||||
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | tests/server/conftest.py | 5 | CODE | |
| LOW | tests/server/test_endpoints.py | 5 | CODE | |
| LOW | tests/verl/test_rollout_level_advantage.py | 3 | CODE | |
| LOW | tests/verl/test_agl_rollout_manager.py | 5 | CODE | |
| LOW | tests/verl/test_per_rollout_loss.py | 3 | CODE | |
| LOW | tests/verl/test_rollout_adapter.py | 3 | CODE | |
| LOW | tests/examples/test_swe_smith_images.py | 3 | CODE | |
| LOW | tests/examples/test_swe_smith_agent.py | 12 | CODE | |
| LOW | docs/macros/source_links.py | 3 | CODE | |
| LOW | examples/calc_x/calc_agent.py | 8 | CODE | |
| LOW | examples/swe_smith/pull_images.py | 12 | CODE | |
| LOW | examples/swe_smith/train_smith_agent_moe.py | 4 | CODE | |
| LOW | examples/swe_smith/train_smith_agent.py | 3 | CODE | |
| LOW | examples/swe_smith/train_smith_agent_megatron.py | 5 | CODE | |
| LOW | examples/swe_smith/agents/smith_agent.py | 5 | CODE | |
| LOW | examples/search_r1/retrieval_server.py | 3 | CODE | |
| LOW | examples/search_r1/train_search_r1_agent.py | 3 | CODE | |
| LOW | examples/search_r1/agents/qa_em.py | 17 | CODE | |
| LOW | examples/search_r1/agents/search_r1_agent.py | 3 | CODE | |
| LOW | examples/science_world/train_sw_agent.py | 22 | CODE | |
| LOW | examples/science_world/agents/sw_agent.py | 28 | CODE | |
| LOW | examples/gsm8k/gsm8k_agent.py | 8 | CODE | |
| LOW | examples/multimodal_qa/multimodal_qa_agent.py | 8 | CODE | |
| LOW | examples/llm-in-sandbox/train_llm_in_sandbox.py | 6 | CODE | |
| LOW | examples/llm-in-sandbox/agents/runner.py | 6 | CODE | |
| LOW | scripts/check_headers.py | 5 | CODE | |
| LOW | agentlightning/hooks.py | 5 | CODE | |
| LOW | agentlightning/client.py | 5 | CODE | |
| LOW | agentlightning/schemas.py | 5 | CODE | |
| LOW | agentlightning/server/store.py | 9 | CODE | |
| LOW | agentlightning/server/proxy.py | 5 | CODE | |
| LOW | agentlightning/server/app.py | 5 | CODE | |
| LOW | agentlightning/server/__main__.py | 5 | CODE | |
| LOW | agentlightning/server/routes/models.py | 5 | CODE | |
| LOW | agentlightning/server/routes/events.py | 5 | CODE | |
| LOW | agentlightning/server/routes/proxy.py | 5 | CODE | |
| LOW | agentlightning/server/routes/rollouts.py | 5 | CODE | |
| LOW | agentlightning/controller/k8s_reconciler.py | 12 | CODE | |
| LOW | agentlightning/controller/local_reconciler.py | 5 | CODE | |
| LOW | agentlightning/controller/__main__.py | 5 | CODE | |
| LOW | agentlightning/verl/agl_rollout_manager.py | 5 | CODE | |
| LOW | agentlightning/verl/rollout_adapter.py | 5 | CODE | |
| LOW | agentlightning/verl/per_rollout_loss.py | 5 | CODE | |
| LOW | agentlightning/verl/entrypoint.py | 13 | CODE | |
| LOW | agentlightning/verl/rollout_level_advantage.py | 5 | CODE | |
| LOW | agentlightning/verl/vllm_compat.py | 5 | CODE | |
| LOW | agentlightning/verl/trainer.py | 5 | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| HIGH | examples/calc_x/train_calc_agent.py | 0 | load gsm8k datasets, build config, and launch verl training via agent lightning. | STRING |
| HIGH | examples/search_r1/train_search_r1_agent.py | 0 | load gsm8k datasets, build config, and launch verl training via agent lightning. | STRING |
| HIGH | examples/llm-in-sandbox/train_llm_in_sandbox.py | 0 | load gsm8k datasets, build config, and launch verl training via agent lightning. | STRING |
| HIGH | examples/gsm8k/train_gsm8k_agent.py | 0 | load gsm8k datasets, build config, and launch verl training via agent lightning. | STRING |
| HIGH | examples/search_r1/train_search_r1_agent.py | 0 | build the full omegaconf config by merging base + overrides. | STRING |
| HIGH | examples/science_world/train_sw_agent.py | 0 | build the full omegaconf config by merging base + overrides. | STRING |
| HIGH | examples/gsm8k/train_gsm8k_agent.py | 0 | build the full omegaconf config by merging base + overrides. | STRING |
| HIGH | examples/multimodal_qa/train_multimodal_qa.py | 0 | build the full omegaconf config by merging base + overrides. | STRING |
| HIGH | examples/llm-in-sandbox/train_llm_in_sandbox.py | 0 | build the full omegaconf config by merging base + overrides. | STRING |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | examples/calc_x/eval_utils.py | 66 | except Exception: | CODE |
| LOW | examples/swe_smith/pull_images.py | 106 | except Exception: | CODE |
| LOW | examples/swe_smith/pull_images.py | 184 | except Exception as exc: | CODE |
| LOW | examples/swe_smith/agents/smith_agent.py | 354 | except Exception as exc: | CODE |
| LOW | examples/swe_smith/agents/smith_agent.py | 571 | except Exception as exc: | CODE |
| LOW | examples/swe_smith/agents/smith_agent.py | 838 | except Exception as exc: | CODE |
| MEDIUM | examples/swe_smith/agents/smith_agent.py | 561 | def capture_patch() -> str: | CODE |
| LOW | examples/science_world/agents/sw_agent.py | 224 | except Exception as e: | CODE |
| LOW | examples/llm-in-sandbox/agents/runner.py | 127 | except Exception as exc: | CODE |
| LOW | agentlightning/client.py | 58 | except Exception as exc: | CODE |
| LOW | agentlightning/client.py | 76 | except Exception as exc: | CODE |
| LOW | agentlightning/controller/k8s_reconciler.py | 152 | except Exception: | CODE |
| LOW | agentlightning/controller/k8s_reconciler.py | 266 | except Exception as exc: | CODE |
| LOW | agentlightning/controller/k8s_reconciler.py | 296 | except Exception: | CODE |
| LOW | agentlightning/controller/k8s_reconciler.py | 360 | except Exception as exc: | CODE |
| LOW | agentlightning/controller/local_reconciler.py | 48 | except Exception: | CODE |
| LOW | agentlightning/controller/local_reconciler.py | 129 | except Exception: | CODE |
| LOW | agentlightning/controller/local_reconciler.py | 250 | except Exception as e: | CODE |
| LOW | agentlightning/controller/local_reconciler.py | 268 | except Exception: | CODE |
| LOW | agentlightning/controller/local_reconciler.py | 296 | except Exception as e: | CODE |
| LOW | agentlightning/verl/agl_rollout_manager.py | 311 | except Exception as exc: | CODE |
| LOW | agentlightning/verl/agl_rollout_manager.py | 325 | except Exception as exc: | CODE |
| LOW | agentlightning/verl/agl_rollout_manager.py | 454 | except Exception: | CODE |
| LOW | agentlightning/verl/agl_rollout_manager.py | 465 | except Exception: | CODE |
| LOW | agentlightning/verl/rollout_adapter.py | 56 | except Exception: | CODE |
| LOW⚡ | agentlightning/verl/rollout_adapter.py | 127 | except Exception as exc: | CODE |
| LOW | agentlightning/verl/rollout_adapter.py | 162 | except Exception as exc: | CODE |
| LOW | agentlightning/verl/rollout_adapter.py | 715 | except Exception as exc: | CODE |
| LOW | agentlightning/verl/rollout_adapter.py | 740 | except Exception as exc: | CODE |
| LOW | agentlightning/verl/rollout_adapter.py | 756 | except Exception: | CODE |
| LOW | agentlightning/verl/entrypoint.py | 134 | except Exception as exc: | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| HIGH | tests/examples/test_swe_smith_agent.py | 207 | "cd /testbed && git checkout 614b134 -- pkg/x.py", | CODE |
| HIGH | examples/swe_smith/agents/smith_agent.py | 97 | commands connected with && or ||). | CODE |
| HIGH | examples/swe_smith/agents/smith_agent.py | 155 | - That block MUST contain EXACTLY ONE command (or several joined with && or ||). | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| HIGH | examples/calc_x/eval_utils.py | 66 | except Exception: | CODE |
| HIGH | agentlightning/controller/k8s_reconciler.py | 158 | except TimeoutError: | CODE |
| HIGH | agentlightning/controller/local_reconciler.py | 134 | except TimeoutError: | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | examples/swe_smith/pull_images.py | 149 | CODE | |
| LOW | examples/swe_smith/agents/smith_agent.py | 719 | CODE | |
| LOW | examples/search_r1/retrieval_server.py | 124 | CODE | |
| LOW | agentlightning/server/routes/events.py | 125 | CODE | |
| LOW | agentlightning/controller/k8s_reconciler.py | 161 | CODE | |
| LOW | agentlightning/controller/k8s_reconciler.py | 300 | CODE | |
| LOW | agentlightning/controller/local_reconciler.py | 137 | CODE | |
| LOW | agentlightning/verl/agl_rollout_manager.py | 146 | CODE | |
| LOW | agentlightning/verl/agl_rollout_manager.py | 174 | CODE | |
| LOW | agentlightning/verl/agl_rollout_manager.py | 540 | CODE | |
| LOW | agentlightning/verl/agl_rollout_manager.py | 596 | CODE | |
| LOW | agentlightning/verl/rollout_adapter.py | 403 | CODE | |
| LOW | agentlightning/verl/trainer.py | 290 | CODE | |
| LOW | agentlightning/verl/trainer.py | 661 | CODE | |
| LOW | agentlightning/verl/trainer.py | 302 | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| MEDIUM | tests/verl/test_rollout_adapter.py | 449 | # --------------------------------------------------------------------------- | COMMENT |
| MEDIUM | tests/verl/test_rollout_adapter.py | 451 | # --------------------------------------------------------------------------- | COMMENT |
| MEDIUM | agentlightning/verl/rollout_adapter.py | 219 | # --------------------------------------------------------------------------- | COMMENT |
| MEDIUM | agentlightning/verl/rollout_adapter.py | 226 | # --------------------------------------------------------------------------- | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| MEDIUM | tests/examples/test_swe_smith_agent.py | 245 | # Network/package-install/test-harness-tamper routes are reward-hacking | COMMENT |
| MEDIUM | tests/examples/test_swe_smith_agent.py | 294 | # .git moved out of the worktree and harness now targets it explicitly. | COMMENT |
| MEDIUM | examples/swe_smith/agents/smith_agent.py | 28 | # harness still reaches it via --git-dir/--work-tree. See also _forbidden_action. | COMMENT |
| MEDIUM | examples/swe_smith/agents/smith_agent.py | 75 | # Writing test-harness/config files (conftest, .pth, sitecustomize) can force | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| CRITICAL | agentlightning/verl/trainer.py | 632 | loss_mode = self.config.actor_rollout_ref.actor.policy_loss.get("loss_mode", "vanilla") | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | examples/science_world/agents/sw_agent.py | 75 | def _setup_logging() -> None: | CODE |
| LOW | agentlightning/verl/agl_rollout_manager.py | 682 | __all__ = [ | CODE |
| LOW | agentlightning/verl/rollout_adapter.py | 902 | __all__ = ["RolloutAdapter"] | CODE |
| LOW | agentlightning/verl/entrypoint.py | 28 | __all__ = [ | CODE |
| LOW | agentlightning/verl/dataset.py | 12 | __all__ = [ | CODE |
| LOW⚡ | agentlightning/verl/vllm_compat.py | 10 | __all__ = ["apply_vllm_compat_patches"] | CODE |
| LOW⚡ | agentlightning/verl/vllm_compat.py | 12 | logger = logging.getLogger(__name__) | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | docs/00-installation.md | 7 | #### Step 1: UV Sync | COMMENT |
| LOW | docs/00-installation.md | 18 | #### Step 2: Install `verl` and FlashAttention | COMMENT |
| LOW | docs/00-installation.md | 35 | #### Step 3: W&B Login | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | examples/swe_smith/requirements.txt | 1 | # Extra dependencies for the swe_smith example, beyond the Agent Lightning root | COMMENT |
| LOW | examples/search_r1/agents/qa_em.py | 1 | # Copyright (c) Microsoft. All rights reserved. | COMMENT |