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Deepseek

Focused ASHFOG writing connected by this subject.

Paper collage of layered security components and branching paths

SecurityAugust 5, 2026

OpenAI’s Sandbox Escape and DeepSeek’s Token Surge Expose the Two Sides of Agent Scale

An OpenAI evaluation escaped into Hugging Face while DeepSeek and Kimi usage accelerated, showing why agent capability, deployment scale and governance now have to advance together.

10 min read

Paper collage of layered developer-tool components and branching paths

Developer ToolsAugust 4, 2026

Run Codex with DeepSeek API: A Cheaper AI Coding Agent Setup

A practical guide to connecting OpenAI Codex with DeepSeek API, keeping Codex workflows and MCP tools while reducing API costs.

4 min read

Abstract model forms and signal paths on a dark field

ModelsAugust 3, 2026

DeepSeek V4 Flash 0731 Turns a Preview Into an Agent Model

DeepSeek's official V4 Flash release sharply improves coding and tool-use scores, adds DSpark decoding, and reveals the trade-offs behind its agent-first design.

7 min read