1570 related articles

Unsloth v0.1.481-beta adds full DeepSeek-V4-Flash support, NVFP4/FP8/imatrix GGUF quantized export, 1.3x faster GRPO, 3-5x faster MoE training, and an OpenAI-compatible API service in Studio.

Hands-on report on DeepSeek's open-source inference acceleration toolkit DSpec: draft model + smart scheduling delivers lossless speedup, hitting acceptance length 6 on GSM8K and reproducing official data.

By introducing an engineered verification loop reasoning framework, DeepSeek's effective pass rate on complex tasks can improve ~4x, matching Claude Opus at one-seventh the cost. A deep dive into verification loops, test-time compute scaling, and their practical implications.

Unsloth v0.1.48-beta released, adding NVFP4/FP8 quantization export, OpenAI-compatible API hot-swapping, 3-5x faster MoE training, and 1.3x faster GRPO, covering the full LLM fine-tuning, quantization, and local deployment pipeline.

Today's AI headlines: Cursor acquired for $60B in all-stock deal; Zhipu GLM-5.2 open-sourced under MIT; DeepSeek raises $7B+ at $50B valuation; Anthropic reports 27% Agent coding value growth in 7 months.

Use Codex without a ChatGPT account! This guide explains a China direct access solution for integrating the DeepSeek API via the Codex++ management tool.

Step-by-step guide to installing Claude Code Desktop, enabling developer mode for account-free use, integrating DeepSeek via CC Switch, Chinese localization, and custom Skills in ten minutes.

No ChatGPT account? No problem. Learn how to configure DeepSeek API with Codex++ to use Codex in China — full setup guide, API key steps, and model switching included.

DeepSeek and Peking University release DiSpark, an open-source framework that speeds up LLM inference by 60–85% using speculative decoding and hierarchical verification — no hardware changes or retraining required.

No ChatGPT Plus account? Use the Codex++ management tool to connect DeepSeek to Codex in 5 steps. Top up ¥10 and experience AI agent control of your computer with detailed setup guide.

No ChatGPT Plus? No problem. Learn how to use Codex in China via Codex++ and DeepSeek API in 5 simple steps — starting for as little as ¥10.

No ChatGPT account? No problem! Learn how to power Codex with DeepSeek API using the Codex++ management tool. Five easy steps, starting at just $1.40.

Step-by-step guide to connecting DeepSeek and other domestic AI models to Claude Code Desktop — covers no-account setup, CC Switch config, Chinese localization, and custom Skills.

No ChatGPT Plus? No problem. Learn how to use Codex with DeepSeek via Codex++ — full setup guide covering API Key, provider config, and billing for China-based developers.

Redis creator runs 284B-parameter DeepSeek model on a MacBook Pro at 26 tokens/sec using a pure C engine, asymmetric quantization, and MoE architecture.

Independent developer Ahmad Awais found that open-source LLM failures stem from Tool Calling bugs, not model capability. A deterministic repair layer + repair hints can make DeepSeek outperform Claude Opus.

Why did DeepSeek go open-source? How does a 300-person team beat tech giants? A deep dive into Liang Wenfeng's logic: flat org, algorithmic efficiency, and open-source disruption.

No ChatGPT account? Learn how to configure DeepSeek as Codex's underlying model using the Codex++ Manager tool — a practical guide for users in China.

Hands-on comparison of DeepSeek vs Claude across copywriting and business analysis, analyzing the 80x API price gap, data privacy concerns, and self-hosting options.

Why does Claude claim to be DeepSeek? This article analyzes LLM identity confusion from three angles: training data contamination, context memory residue, and lack of self-awareness, plus practical verification methods.