Tested Qwen3.7 Max and Plus proofreading a Japanese novel: both barely fix, split on quote punctuation and names, and the one 'typo' was a character name.
Gemini API File Search now indexes images alongside text in the same store. Metadata filters can isolate NPC memories by chapter and character, and a single-character prototype costs under $1/month on Flash-Lite. Notes on tier limits, pricing breakdown, and what to test first.
Checked Fortress Token Optimizer's DEV article and npm/PyPI packages. Polite filler words shrink 11-22%, but running it blindly on system prompts or RAG context can strip constraints that control model output.
REST polling at 1-second intervals collapses individual executions into OHLCV bars. A receive-queue-persist pipeline over WebSocket keeps every tick, and QUIC may stabilize the connection layer.
Starting from Claude Code's 1.67B token runaway (anthropics/claude-code#4095), this traces why tool responses need is_complete, retryable: false, duplicate detection, and orchestrator-level budget caps. Directly applicable to MCP server design.
Designing field-level confidence thresholds for human-in-the-loop document extraction, and the OCR and threshold walls hit when automating journal entries with freee MCP.
APIs generated by Cursor and Claude Code often include authentication middleware but skip per-resource ownership checks. A look at IDOR/BOLA basics, typical patterns, and the fix of scoping DB queries by owner.
OpenAI shipped GPT-5.5 and GPT-5.5 Pro on the API. A practical rundown of the 1M+ context, the new reasoning.effort default, image input behavior, prompt caching, and pricing.
NVIDIA's build.nvidia.com serves a free inference API that covers 100+ models including MiniMax M2.7, GLM-5, Kimi K2.5, DeepSeek, GPT-OSS, and Sarvam-M. Because integrate.api.nvidia.com/v1 is OpenAI-compatible, OpenClaw, OpenCode, Zed, and Cursor can call it directly.
WordPress staple plugin ACF 6.8 adds Abilities API integration, automatic Schema.org structured data, and WP-CLI commands. How AI agents can now discover and manipulate WordPress content models.
Sakura Internet's "Sakura AI Engine" is an LLM inference platform compatible with OpenAI API. There is a free limit of 3,000 requests per month, and multiple models such as Kimi-K2.5 and gpt-oss-120b can be used domestically.
