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, […]
When does Claude Code usage reset? A practical, technical guide for developers
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 […]
GPT-5.1 Instant (gpt-5.1-chat-latest) API
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 API
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
Qwen-image API
Qwen-Image is an image-generation and image-editing foundation model in the Qwen family designed for high-fidelity text rendering, precise editing, and general text-to-image generation.
Model Type: Image Generation
What is GPT-5.1 and what updates did it bring?
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 […]
Nano Banana vs Midjourney— which image AI should you bet in 2025?
AI image generation has exploded from novelty to core creative tooling in under three years. Two names you’ll see everywhere right now are Nano Banana (Google’s Gemini 2.5 Flash Image family, popularly nicknamed “Nano Banana”) and Midjourney. They target overlapping users — designers, marketers, agencies, developers — but come from different technical and business philosophies. […]
How to Access and Use the GPT-5-Codex-Mini
OpenAI recently announced several updates, including the release of the GPT-5-Codex-Mini model, improvements to the rate limit for multi-user hierarchies, and optimizations to model processing efficiency. OpenAI’s GPT-5-Codex-Mini is a newly announced, developer-focused variant of GPT-5-Codex: a smaller, cost-and-throughput-optimized model intended to deliver most of the coding assistance of GPT-5-Codex but at much lower cost […]
How Hailuo 2.3 Is Changing the Way We Create Videos
Announced and rolled out in October 2025, Hailuo 2.3 is a next-generation text-to-video (T2V) and image-to-video (I2V) model from the team behind Hailuo AI (MiniMax / Hailuo.ai) that pushes motion realism, prompt fidelity and production speed well past the bar set by prior models. What is Hailuo 2.3 and why does it matter? Hailuo 2.3 […]
gpt-image-1-mini API
gpt-image-1-mini is a cost-optimized, multimodal image model from OpenAI that accepts text and image inputs and produces image outputs. It is positioned as a smaller, cheaper sibling to OpenAI’s full GPT-Image-1 family — designed for high-throughput production use where cost and latency are important constraints. The model is intended for tasks such as text-to-image generation, image editing / inpainting, and workflows that incorporate reference imagery.
Model Type: Image






