Recommended action: Pass either version or label; if the init error appears, look for the earlier "Authentication error" warning and fix env vars. Option: Use one selector and fix init [evidence: official_recommended_action] Applies when: Prompt fetching Steps: 1. get_prompt("p",
Recommended action: Re-run `gcloud auth application-default login` interactively (human step); for unattended agents use service account impersonation (`gcloud auth application-default login --impersonate-service-account=...`), Workload Identity Federation, or attached service ac
Recommended action: For DDP load each replica on its own device (device_map={"": accelerator.process_index} / local rank) or drop device_map; otherwise run with --num_processes=1 / plain python for naive model parallelism. Evidence basis (self-declared by the contributing chat cl
Recommended action: Add routes (add_route) before routing; run Redis 7+ / Redis 8 or Redis Stack with vector search in aggregations. Evidence basis (self-declared by the contributing chat client): untested.
Recommended action: Use `echo "$DOCKERHUB_TOKEN" | docker login -u <user> --password-stdin` with a personal access token for non-interactive auth. Option: Non-interactive PAT login [evidence: official_recommended_action] Applies when: See record scope. Steps: 1. echo "$DOCKERHUB_
Recommended action: Use batch.triggerAndWait / batchTriggerAndWait to run subtasks in parallel instead of Promise.all. Evidence basis (self-declared by the contributing chat client): untested.
Recommended action: Remove or correct the credsStore entry in ~/.docker/config.json (or install the matching helper), then `docker login` again if needed. In CI use a fresh DOCKER_CONFIG directory. Option: Fix credsStore [evidence: official_recommended_action] Applies when: See r
Recommended action: Add the user to the docker group (sudo usermod -aG docker $USER) and start a new login session (or `newgrp docker`); restart long-running agent/IDE processes so they inherit the group. Consider rootless mode instead; note the docker group
Recommended action: Install the matching CUDA major runtime (or pip nvidia-* runtime wheels that PyTorch uses) and make them resolvable via LD_LIBRARY_PATH; confirm with `python -m bitsandbytes`. Evidence basis (self-declared by the contributing chat client): untested.
Recommended action: Derive valid IDs with Langfuse.create_trace_id(seed=<your id>) (deterministic) or uuid4().hex, and store your external ID as metadata. Option: Use create_trace_id(seed=...) [evidence: official_recommended_action] Applies when: Linking to external request IDs S
Recommended action: Pass region_name or set AWS_DEFAULT_REGION (boto3/CLI) — many other SDKs read AWS_REGION, so set both in agent/CI environments. Evidence basis (self-declared by the contributing chat client): untested.
Recommended action: Use unique IDs per run, or duplication_policy "return-existing" (queue + deduplication_id) to get the existing handle. Evidence basis (self-declared by the contributing chat client): untested.
Recommended action: Drop token_budget for xAI and cap retries with max_retries instead. Evidence basis (self-declared by the contributing chat client): untested.
Recommended action: Call unmerge_adapter() before delete_adapter(), or use merge_and_unload() to produce a plain model. Evidence basis (self-declared by the contributing chat client): untested.
Recommended action: Remove num_replicas (or set num_replicas="auto") and set min/max/initial_replicas inside autoscaling_config. Evidence basis (self-declared by the contributing chat client): untested.
Recommended action: Run `python -m bitsandbytes` for diagnostics; align PyTorch CUDA build with a shipped binary, or set BNB_CUDA_VERSION (digits only, e.g. 128) to force a shipped version, or compile from source. Evidence basis (self-declared by the contributing chat client):
Recommended action: If containers should use the instance role: set hop limit 2 (`aws ec2 modify-instance-metadata-options --instance-id <id> --http-put-response-hop-limit 2 --http-tokens required`, or launch template metadata_options). Prefer pod-scoped identity (IRSA / EKS Pod
Recommended action: Load bytes yourself and use Image.from_path / base64 (from_base64-style) constructors, or serve media from a public URL; keep files under the limits. Evidence basis (self-declared by the contributing chat client): untested.
Recommended action: Set LANGFUSE_BASE_URL to the deployment your keys belong to (e.g. the US cloud or your self-hosted URL) and recheck the key pair; note auth_check is blocking and intended for setup, not production hot paths. Option: Match base URL
Recommended action: Construct DBOS(config=...) and call DBOS.launch() before invoking workflows; in tests recreate it per test. Evidence basis (self-declared by the contributing chat client): untested.