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 […]
How to instruct Suno v5 with lyrics: a professional guide (with the latest updates)
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.
How to Use LLMs for Crypto Research and Trading Decisions
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 […]
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 to Use Kimi K2 Thinking API— a practical guide
Kimi K2 Thinking is the newest agentic reasoning variant in the Kimi K2 family: a large, mixture-of-experts (MoE) model tuned to do sustained, step-by-step reasoning and to call external tools reliably across long multi-step workflows.In this guide I pull together the latest public information, explains what Kimi K2 Thinking is, how it compares with contemporary […]
What is Kimi K2 thinking and how to access?
Kimi K2 Thinking is Moonshot AI’s new “thinking” variant of the Kimi K2 family: a trillion-parameter, sparse Mixture-of-Experts (MoE) model that is explicitly engineered to think while acting — i.e., to interleave deep chain-of-thought reasoning with reliable tool calls, long-horizon planning, and automated self-checks. It combines a large sparse backbone (≈1T total parameters, ~32B activated […]
How to Use CometAPI?
CometAPI is a commercial API-aggregation platform that gives developers unified, OpenAI-style REST access to hundreds of AI models from multiple vendors — text LLMs, image/video generators, embeddings, and more — through a single, consistent interface. Instead of wiring separate SDKs or bespoke endpoints for OpenAI, Anthropic, Google, Meta, or smaller specialized model providers, CometAPI lets […]










