Stop new tool execution, preserve verified results, and reconcile any uncertain write before resuming. A turn limit contains a loop; progress checks and operation records make recovery safer.
Start with the final outbound request. Use the instruction field and message positions supported by that exact endpoint, preserve tool-call pairs, and verify the full task after the role error clears.
Choose Nano Banana Pro in Artlist AI Toolkit’s Image prompt, start with one 2K output, and check the cost before generating. Pro currently uses 160 credits at 1K or 2K and 280 at 4K; Unlimited depends on your plan’s exact model list.
Move the whole function-calling loop: validate the model’s arguments, run the authorized handler, return the result with its original call_id, and continue until the user gets a final answer. The JavaScript example preserves typed state and handles failed or unfinished responses.
A local path alone grants no access. Upload a selected document, use Work with approved local computer access, or open the checkout in local Codex or Claude Code. Then verify the actual file version and permitted actions.
A future task needs explicit instructions and accessible sources. Use an existing chat for ongoing work, treat Memory as supporting context, and give shared copies their own inputs and app access.
For direct Anthropic API access, set ANTHROPIC_API_KEY and approve it in the interactive CLI. Gateways need their own endpoint and credential; cloud providers and Desktop use separate configuration paths.
Start with GitHub for remote PR and issue context, Context7 for version-specific docs, Playwright for browser exploration, or Sentry for recurring incident work. Add the one capability your existing tools lack, and check a relevant returned result before adding another server.
Start with /context for session drift, check loaded instructions before editing memory, and verify Context7 authentication and returned docs before adding another server.
claude --dangerously-skip-permissions starts bypassPermissions. The --allow variant only enables mode selection; neither confines filesystem or network access. Use explicit modes and check how your surface restores sessions.
To use DeepSeek in Claude Code, choose OpenRouter's gateway or DeepSeek's Anthropic-compatible endpoint. Each needs its own key and model names; a successful reply alone does not confirm the model or coding-tool compatibility.
Use /statusline for a quick personal setup, or connect a small Python script for a configuration you can maintain. Test it with mock JSON before troubleshooting settings, update triggers, or Windows paths.
For an Opus 4.7 `top_p deprecated` error, omit sampling fields from the final request your client sends. Native Messages and Bedrock Converse put those fields in different places; keep the same model and task when checking the fix.
Start with direct Claude API tools if your application owns execution. Build MCP when several clients need the same bounded interface. In either route, trusted code must authorize the operation and return evidence of what actually happened.
For API-billed Codex CLI work, price ordinary input, cache reads, cache writes, and output separately. A planned day can then be compared with your budget before the next long task starts.
A Nano Banana Pro 503 can include Deadline expired wording. Check the responding service and error code first, retry with a clear limit, and count recovery only when the same image request produces a usable result.
Use Files and Interactions for recordings, or the Live API for raw PCM captions. Vocabulary biasing and recorded speaker or word annotations require separate configurations.
The official Batch API cuts Gemini 3 Pro Image output prices to $0.067 for 1K/2K and $0.12 for 4K, before input and thinking charges. Use it for nonurgent work, budget for all billed tokens, and match downloaded images to their request keys.
As of October 6, 2026, only GPT-6.1 Sol is open to developers. Fable 5.5 is unannounced, Gemini 4 Argon is limited to Fairwind, and GPT-6.1 Astra was canceled.
Use wss://api.x.ai/v1/realtime for a live Grok voice agent. Start with a server-side text or PCM turn, decode the audio reply, and use short-lived client secrets for browser connections. Current audio pricing is $0.08 per minute, with different duration meters for server VAD and push-to-talk.
For a direct Gemini API migration, start with gemini-nano-banana-2.1. Firebase requires a separate support check. Replace the old Imagen request and image parser, then promote the model that meets your output requirements.
Block the next unaffordable model request before dispatch: reserve its maximum cost against the shared run budget, reconcile the billable result, and keep budget stops terminal across retries and helpers.
Limited retention can fit an approved workload. ZDR requires evidence for the exact account, model, endpoint, features, and data path—and a gate that rejects unapproved changes.
Start with one implementer and a separate review pass. Add parallel writers only when their tasks have stable boundaries, and test their combined candidate before it reaches main.