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ai deep-dive

DeepSeek-OCR: The 10x Compression Experiment That Turns Long Context into Images

DeepSeek-OCR's paper is titled Contexts Optical Compression -- OCR is just the means; what it actually validates is that 'rendering text as images and feeding them to a VLM' achieves 10x compression at 97% accuracy. This is a qualitative shift for long-context LLM and RAG token costs.

ai

2026 LLM Inference Provider Free Tiers & Pricing: 40+ Services Ranked by Tier

For side projects, toy demos, and RAG prototypes, nobody wants to swipe a credit card on day one. This is a verified roundup of 40+ LLM inference providers still operating as of 2026/05, tiered by whether free resources auto-replenish or are one-time grants. Each entry notes credit-card requirements, supported models, paid starting prices, and catches. Chinese-origin providers including Zhipu GLM (permanently free), Doubao (2M tokens/day), Kimi, DashScope, and the Ollama local option are all included.

ai project

2026 Q1 Open-Source LLM Landscape: From Frontier Models to On-Device, a Complete Survey

2026 Q1 saw a full-blown open-source model explosion: on the LLM front, GLM-5, Kimi K2.5, and Qwen3.5 caught up with closed-source models; Embedding and Reranker are dominated by Qwen3 and BGE; speech has Voxtral TTS and Whisper V3; image has FLUX.2; and video has Wan 2.2 rivaling Sora. This is the complete navigation map.

ai guide

OpenClaw Additional Providers: DeepSeek, Groq, Ollama, OpenRouter, Bedrock...

Beyond the big three (Anthropic/OpenAI/Google), OpenClaw supports 30+ providers — from DeepSeek to local Ollama and everything in between.