Gemini missing thought_signature After a Tool Call: How to Fix It

Preserve Gemini thought signatures through function calls, parallel results and SDK adapters; distinguish native REST fields from Python and compatibility APIs.

K2 Horizon 36B-A4B Local Deployment: Check Memory and Runtime Support

Check K2 Horizon MoVA 36B-A4B weights, BF16 GGUF size and runtime support before choosing hardware or comparing it with Qwen3.6-35B-A3B.

OpenAI Agents API: Codex's harness becomes a managed service

OpenAI launches Agents API beta with the Codex harness and hosted sandboxes. What it handles, what developers still own, and why no extra fee is not free.

DeepSeek V4.1 Flash API: pricing, providers and setup

Choose a DeepSeek V4.1 Flash API provider, estimate token costs, configure your key and make a Python or curl request. Includes client setup and error checks.

Use DeepSeek V4.1 Flash in Claude Code: setup guide

Set up Claude Code with DeepSeek's Anthropic endpoint, deepseek-flash[1m] for the main model and deepseek-flash for subagents. Verify the route and billing.

Connect Codex to DeepSeek V4.1 Flash: setup and checks

Connect Codex to deepseek-flash using DeepSeek's Responses API, complete model catalog and official setup script. Check configuration before running paid tasks.

DeepSeek V4.1 Flash vs Gemini 3.8 Flash vs Qwen3.8 Flash

Compare three fast models from DeepSeek, Google and Alibaba on price, context, multimodal input, API compatibility, tools and deployment fit.

DeepSeek V4 Pro to V4.1 Flash: September 14 migration guide

DeepSeek will route V4 Pro requests to V4.1 Flash from September 14 at 12:00 Beijing time. Check model IDs, regression tests and billing before the change.

DeepSeek V4.1 Flash is live: API access and Pro migration

DeepSeek V4.1 Flash is live as deepseek-flash. Check the official API changes, new pricing, vision support and September 14 V4 Pro migration.

Use GPT Image 2.5 in Dify: check the plugin and model

Find the Dify OpenAI image tool, check Flare and Sunburst support, and stop a workflow from silently keeping GPT Image 2 as its selected default model.