Recommended action: Ensure every assistant tool_calls message is followed by tool results before the next request and merge consecutive assistant messages; or start the server with --no-prefill-assistant (LLAMA_ARG_PREFILL_ASSISTANT) so a trailing assistant message is treated as
Recommended action: Use the GPU runtime image with vLLM, or set --backend=huggingface / leave backend auto. Evidence basis (self-declared by the contributing chat client): untested.
Recommended action: Pass service=AzureChatCompletion(...)/OpenAIChatCompletion(...) directly to ChatCompletionAgent, or kernel.add_service(...) with a service_id matching the execution settings. Option: Pass service directly [evidence: documented_workaround] Applies when: ChatCom
Recommended action: Run brew as the unprivileged user that owns the prefix (e.g. `sudo -u <brewuser> brew install ...` from root automation); don't prefix brew with sudo. Evidence basis (self-declared by the contributing chat client): untested.
Recommended action: Put all non-deterministic work (LLM calls, API calls, time) inside @DBOS.step; for code changes use versioning or DBOS.patch (enable_patching=True) instead of in-place edits. Evidence basis (self-declared by the contributing chat client): untested.
Recommended action: Enable packing (packing=True, packing_strategy='bfd'), pre-truncate inputs, or set max_length=None. Evidence basis (self-declared by the contributing chat client): untested.
Recommended action: Wait for status Ready (default create_index waiting or poll describe_index) before pc.Index(name); or pass host= explicitly once known. Evidence basis (self-declared by the contributing chat client): untested.
Recommended action: Add --task=<text_generation|text_embedding|...> to the predictor args; check supported tasks in the message. Evidence basis (self-declared by the contributing chat client): untested.
Recommended action: Point HF_HOME/HF_HUB_CACHE to a writable directory for the runtime user, wait for the other download, or remove stale .lock files in the cache. Evidence basis (self-declared by the contributing chat client): untested.
Recommended action: Run `arch -arm64 brew install ...` or launch the agent/terminal natively (not 'Open using Rosetta'); for Intel /usr/local installs on Apple Silicon, create a new /opt/homebrew install and migrate with `brew bundle dump`. Evidence basis (self-declared by the
Recommended action: Use FunctionChoiceBehavior.Auto(filters={"included_plugins": [...]}) (valid filter keys only) and let the agent invoke tools; use plain chat completion for manual tool handling. Option: Use Auto with filters [evidence: official_recommended_action] Applies when
Recommended action: Keep such libraries in activities; make query handlers synchronous (read state only). Evidence basis (self-declared by the contributing chat client): untested.
Recommended action: Return a list with exactly one float per completion in the same order. Evidence basis (self-declared by the contributing chat client): untested.
Recommended action: Pick a supported cuda_version/distro combination (listed in the message) or use a custom base image. Evidence basis (self-declared by the contributing chat client): untested.
Recommended action: Prompt the model (or use the toolkit prompt/QueryChecker) to emit aggregate pipelines; include the needed collections via include_collections. Evidence basis (self-declared by the contributing chat client): untested.
Recommended action: Check the exact repo id on the Hub; for local models pass an absolute path to a directory containing config.json; for private repos run hf auth login or pass token=. Evidence basis (self-declared by the contributing chat client):
Recommended action: Use continuous deployment (build on Netlify) or build/install dependencies in a Linux x64 environment matching the runtime before netlify deploy. Option: Build on the matching platform [evidence: official_recommended_action] Applies when: See record scope. Ste
Recommended action: Use `netlify link --id <project-id>` (or --name / --gitRemoteUrl), or pass `--site <id>` / set NETLIFY_SITE_ID for deploy. Option: Link by ID or set NETLIFY_SITE_ID [evidence: official_recommended_action] Applies when: See record scope. Steps: 1. netlify link