OpenAI’s GPT-5.1 is an incremental but product-focused update that introduces two usage-flavored variants (Instant and Thinking), extended prompt caching, and new developer tools; Anthropic’s Claude Sonnet 4.5 is a targeted upgrade oriented at coding, agentic workflows, and long-running, tool-heavy tasks. Both push agentic capabilities and improved safety, but they take different trade-offs in pricing, ergonomics […]
Since Anthropic’s public introduction of the Model Context Protocol (MCP) on November 25, 2024, MCP has moved quickly from concept to practical ecosystem: an open specification and multiple reference servers are available, community implementations (memory servers, filesystem access, web fetchers) are on GitHub and NPM, and MCP is already supported in clients such as Claude […]
Over 2024–2025 ChatGPT and its sibling models shifted from being purely conversational LLMs to offering end-to-end deep research capabilities: browser-assisted retrieval, long-form synthesis, multimodal evidence extraction, and tightly integrated safety controls. Now we will discuss what in-depth research is and where we can obtain it. What is “Deep Research” in ChatGPT ? “Deep Research” is […]
Suno’s v5 release represents a major inflection point for AI-driven music creation: higher fidelity, longer-form structure, noticeably clearer instrumentation, and a tighter integration with Suno Studio — the company’s new generative-audio workstation.
gpt-5.1-codex is a specialized member of OpenAI’s GPT-5.1 family, optimized for agentic, long-running software-engineering workflows (code generation, patching, large refactors, structured code review and multi-step agentic tasks).
Model Type: Code
GPT 5.1 API is what GPT-5.1 Thinking is the advanced reasoning variant of OpenAI’s GPT-5.1 family, it prioritizes adaptive, higher-quality reasoning while giving developers explicit control over the latency / compute trade-off.
Model Type: Chat
Large Language Models (LLMs) — ChatGPT, Gemini, Claude, Llama-family models and their peers — have rapidly become indispensable research copilots for crypto traders and analysts. But the headline story for 2025 is not “LLMs beat the market”; it’s a more nuanced tale: LLMs can accelerate research, find signals buried in noisy on- and off-chain data, […]
Developers using Claude Code — Anthropic’s agentic coding tool — often bump into limits: “Claude usage limit reached. Your limit will reset at 7pm (Asia/Tokyo).” That message raises questions: what exactly is resetting, when will it happen, and how should you change your code or infra to avoid surprises? If your product or CI pipeline […]
OpenAI’s GPT-5.1 Instant is the low-latency variant of the newly released GPT-5.1 family (announced November 12, 2025). It’s designed to deliver the “most-used” ChatGPT experience with faster turn-taking, warmer conversational tone defaults, improved instruction following, and a built-in adaptive-reasoning capability that decides when to reply immediately and when to spend extra compute to “think” through harder queries.
Model Type: Chat
Qwen-Image-Edit is intended for tasks where editing fidelity matters — e.g., directly changing text on signs, preserving fonts and layout, adding/removing objects while keeping semantic consistency, viewpoint/pose transforms, and fine-grained style transfers.
Model Type: Image
