Both OpenAI’s GPT-5.1 and Google’s Gemini 3 Pro represent incremental but meaningful steps in the ongoing arms race for general-purpose, multimodal AI. GPT-5.1 is a refinement of the GPT-5 line — focusing on adaptive reasoning, lower latency for simple tasks, and stylistic/personality controls for more natural conversational tone. Google’s Gemini 3 Pro pushes the frontier […]
Google has just kicked off the Gemini 3 era by releasing Gemini 3 Pro in preview, and the initial signals are unambiguous: this is a major step forward in multimodal reasoning, coding agents, and long-context understanding. The model is positioned as Google’s most capable reasoning and multimodal model yet, optimized for agentic workflows, coding, long-context […]
xAI quietly released Grok 4.1 (Nov 17–18, 2025) — a focused upgrade to Grok 4 that prioritizes emotional intelligence, creative expression, and reduced hallucination while keeping the razor-sharp reasoning of earlier Grok releases. It arrives in two modes (Thinking / Non-Thinking), was silently rolled out in early November, shows top leaderboard results on LMArena, and […]
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.
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 […]
On November 12, 2025, OpenAI rolled out GPT-5.1, a focused upgrade to the GPT-5 family that emphasizes conversational quality, instruction-following, and adaptive reasoning. The release reorganizes the GPT-5 lineup around two primary production variants — GPT-5.1 Instant and GPT-5.1 Thinking — and keeps the automatic routing layer (often described as Auto) that chooses the best […]
