AI圈报教程 / 实战普通
Models Know What to Change. But Do They Know What to Leave Alone?
内容摘要
This is a submission for the Kaggle Benchmarking Challenge My first evaluation gave DeepSeek,...
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DeepSeek 4.1 Flash Costs $0.003 per Million Tokens. Here Is the Two-Tier Router It Makes Possible.
If you run AI agents on cron jobs the way I do, you already know where the bill comes from. It is not...
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Malware asks four AIs before it acts
Malware that has no orders inside: CLOSEDQUORUM asks DeepSeek, Qwen, Mistral and Gemini what to do next. The pattern is no longer in the binary, it is in the outbound traffic.
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SiliconFlow API Review 2026: Setup, Models and Real Pricing
A hands-on SiliconFlow API guide: OpenAI-compatible setup, model catalogue, rate limits and per-token prices vs DeepSeek, Together AI and DeepInfra.
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Your system prompt is silently killing your prompt cache
A benchmark on DeepSeek. Moving roughly 30 tokens from the top of a system message to the bottom cut...
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教程 / 实战普通
Running the 510 GB DeepSeek-V4.1-Flash on an 8 GB GPU — and three bugs that never raise an error
My home machine for local models is modest: an RTX 5060 with 8 GB, a Core Ultra 5 225F, 31 GiB of RAM...
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Export ChatGPT, Claude, Gemini, Grok, DeepSeek, Kimi, and Qwen chats to Markdown with Convolvger 0.6.0
If you have ever tried to export a ChatGPT conversation to Markdown, or save a Claude chat as a .md...
信息来源：DEV Community · ChatGPT / DeepSeek / Qwen
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Can DeepSeek 4.1 Flash Replace Your $20 Coding Subscription?
A question came up at work recently: can we ditch our $20 monthly coding subscriptions and just use...
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Our 3 a.m. batch job was running at Beijing's afternoon peak rate
DeepSeek's API charges two different prices for the same tokens. Which one you pay depends on what...
信息来源：DEV Community · DeepSeek
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Test-Time Compute and GRPO in Practice: From PPO to Critic-Free Reinforcement Learning
A deep dive into the paradigm shift from pre-training scaling laws to test-time compute. We deconstruct the mathematical derivation of DeepSeek-R1's Group Relative Policy Optimization (GRPO), critic-free architecture advantages, emergent s…
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Best Local LLM for Coding: 8GB to 24GB VRAM Picks
The best local LLM for coding by VRAM bracket: Qwen3 Coder vs DeepSeek at 8, 12, 16 and 24 GB, the right quant per card, plus a runnable Ollama setup.
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