DeepSeek is no longer just a story about one Chinese chatbot that briefly shocked the market in early 2025. It is now a fast-moving model family and platform with a documented history that runs from DeepSeek-V2 in May 2024 to…
DeepSeek token usage refers to the actual input and output tokens recorded by the API for each request, and these values are the only source of truth for billing. Unlike rough character-based estimates, real cost is calculated directly from the…
Quick answer: DeepSeek Tool Calls let the model request external functions during a chat workflow, but your application executes them. As of April 5, 2026, both deepseek-chat and deepseek-reasoner support Tool Calls on DeepSeek-V3.2 with a 128K context window. In…
DeepSeek Context Caching is a built-in API feature that automatically reuses repeated prompt prefixes across requests. It does not store memory or conversations. Instead, it reduces input cost and latency when you resend the same front-loaded context. Last verified: April…
Quick answer: To build a chatbot with DeepSeek API, put a small backend between your site and DeepSeek’s /chat/completions endpoint, keep the API key on the server, start with deepseek-chat, resend trimmed history each turn because the API is stateless,…
Last verified: April 4, 2026 DeepSeek Thinking Mode is not just a prompt style. In the current API, it is a distinct execution mode that changes output structure, feature support, and some parameter behavior. You can enable it either by…
Last verified: April 1, 2026 POST /chat/completions is the main DeepSeek endpoint for conversational generation. It takes a model plus a messages array, returns either a normal chat completion object or streamed SSE chunks, and supports structured JSON output, tool…
This guide explains how to route Claude Code’s terminal client through DeepSeek’s Anthropic-compatible API endpoint — step by step. You will learn how to install Claude Code using Anthropic’s recommended native method, configure the right environment variables for DeepSeek’s gateway,…
Want to run DeepSeek AI on your own computer with complete privacy? In this step-by-step guide, we’ll show you exactly how to install and run DeepSeek locally on Windows, Mac, and Linux — no cloud, no API keys, no subscription…
Yes, there is an official DeepSeek English experience. DeepSeek has an English-language website, official web chat, a developer platform, and English API documentation, so the real question is not whether DeepSeek exists in English, but which official DeepSeek path you…
DeepSeek error codes are much easier to fix when you separate request-side problems from server-side problems first. The current official DeepSeek error-code list centers on seven main HTTP responses: 400, 401, 402, 422, 429, 500, and 503. The current API…
Modern SaaS applications are increasingly embedding AI capabilities to enhance user experience and automation. Integrating a large language model (LLM) like DeepSeek can make a web app more intuitive, conversational, and powerful. Instead of rigid interfaces and static forms, users get natural…
In the era of large language models and Retrieval-Augmented Generation (RAG) systems, knowledge bases play a crucial role in enabling AI systems to retrieve factual information. A knowledge base in this context is typically a collection of documents or data…
Business intelligence dashboards are no longer just static charts waiting for someone to interpret them. With large language models, dashboards can now answer questions in plain English, generate executive summaries automatically, and flag anomalies before anyone notices. DeepSeek, an open-weight…
DeepSeek is an AI company based in China and the name of a family of large language models (LLMs). As of early 2026, its publicly released models include the DeepSeek-V3 series for general tasks and the DeepSeek-R1 series for reasoning-focused…
Integrating DeepSeek AI with your CRM can transform how you derive insights from customer data. Business users and non-technical teams can now enrich Salesforce, HubSpot, or Microsoft Dynamics 365 with AI-driven intelligence – no coding required. In this guide, we’ll explore no-code strategies…
Running DeepSeek models locally in LM Studio is straightforward: you download or import a compatible DeepSeek model and load it within the LM Studio app. Once loaded, you can chat with DeepSeek entirely offline and even serve it through a…
Running DeepSeek locally on Windows is possible, but choosing the right setup can mean the difference between a smooth experience and constant headaches. This independent guide (unofficial) answers whether you can run DeepSeek on Windows and outlines the most reliable…
DeepSeek R1 is a state-of-the-art reasoning large language model (LLM) designed to tackle complex tasks using step-by-step logic. It excels at multi-step reasoning in domains like natural language, scientific problem solving, and coding. Under the hood, DeepSeek R1 features an…
Deploying DeepSeek as an API server involves more than just loading a model – it means running the model behind a stable, secure, and efficient service. This guide explains how to turn DeepSeek into a production-ready API endpoint using three…
Running DeepSeek locally can indeed shield your data from reaching external servers, but it’s not a privacy silver bullet. When you deploy DeepSeek on your own hardware, your prompts and outputs stay on your machine rather than being sent to…
DeepSeek is a family of open-weight large language models released by DeepSeek-AI, with official checkpoints published publicly (for example, on Hugging Face). This open-weights approach is a major reason developers look to DeepSeek in the first place: it lets you…
Before going through the full troubleshooting flow, check our live DeepSeek status page to compare current API health, chat reachability, and the latest official incident. If an outage looks likely, confirm it on the official DeepSeek status page. If DeepSeek…
DeepSeek models are open-weight large language models, meaning their model weights are publicly available for developers to download and run locally. The DeepSeek team has open-sourced models in various sizes for the research community. This openness enables anyone to experiment…
DeepSeek is an open-weight large language model family designed with a focus on reasoning and structured outputs. Some variants support extended context lengths depending on the specific release. Unlike many proprietary models, DeepSeek’s weights are freely available under an open…
If you are evaluating DeepSeek for your work, the first thing you need is an accurate picture of how the model actually works today — not six months ago, not based on rumors, but based on what is running right…
DeepSeek V3.2-Exp is an open-source large language model that introduces DeepSeek Sparse Attention (DSA) for efficient long-context processing. This guide will walk you through running DeepSeek V3.2-Exp locally using vLLM, a high-performance LLM inference engine. We focus on inference-only usage…
Deploying DeepSeek models on cloud platforms can unlock powerful AI capabilities for advanced applications. DeepSeek Chat and DeepSeek Coder are state-of-the-art large language models from DeepSeek AI, designed for general conversational reasoning and code generation respectively. They are open-source (free…
DeepSeek is an open-weight, developer-oriented AI platform known for its transparency and flexibility. In this comparison, we evaluate DeepSeek relative to Grok, a frontier model from xAI (now a SpaceX subsidiary), focusing on their architectures, deployment models, and features. All…
Fine-tuning large language models like DeepSeek V3 can unlock new capabilities, allowing developers to tailor these powerful models to domain-specific tasks and vocabularies. In this comprehensive guide, we’ll explore how to fine-tune DeepSeek V3 – one of 2025’s most advanced…
In an era of information overload, automatically summarizing documents and extracting answers to questions has become critical. Modern enterprises generate massive reports, logs, and knowledge bases, making it impractical to manually digest everything. Document summarization with large language models (LLMs)…
DeepSeek is an AI model family and developer ecosystem that emphasizes open-weight releases alongside hosted API access. DeepSeek has open-sourced key releases (for example, the DeepSeek-R1 series) under the MIT License, enabling self-hosting, auditing, and adaptation inside your own infrastructure.…
DeepSeek has earned its place as one of the most capable open-source AI model families available to developers. With the release of DeepSeek-V3.2 in December 2025, the platform now offers GPT-5-level performance through a unified model that handles both general conversation and…
Large language models (LLMs) have historically relied on dense architectures where every weight participates in every inference. The Mixture-of-Experts (MoE) paradigm offers a different path: it divides a model into many specialized “expert” sub-networks and activates only a subset of…
Open-source DeepSeek models have drawn global attention for their high performance and cost efficiency in AI tasks. However, adopting these models in an enterprise environment requires a realistic, cautious approach. Enterprise decision-makers – CTOs, AI leads, platform engineers – must…
DeepSeek vs Claude is not a typical “which AI is better?” showdown. This is an unofficial technical comparison aimed at developers, technical founders, and AI engineers trying to decide which model fits their application architecture best. We focus primarily on…
Quickstart (5–10 Minutes) The DeepSeek API is largely compatible with OpenAI’s API format. This means you can use familiar tools and libraries (like OpenAI’s SDK) by pointing them to DeepSeek’s endpoints. To get started, you will need to obtain an…
DeepSeek is a Chinese AI company. Depending on context, the name “DeepSeek” may also refer to the public assistant people use on the web or app, or to the model family and API ecosystem behind that assistant. DeepSeek’s official public…
DeepSeek and ChatGPT are two of the most capable AI chatbots available today. ChatGPT, developed by OpenAI, became a household name after its launch in late 2022. DeepSeek, developed by the Chinese AI research company DeepSeek AI, has emerged as…