
DeepSeek V4.1 Flash API: Preview Access and Harness Setup
What the reported DeepSeek V4.1 Flash preview model ID means, how to configure an authorized test in Harness, and which API and multimodal details remain unverified.
Read
What the reported DeepSeek V4.1 Flash preview model ID means, how to configure an authorized test in Harness, and which API and multimodal details remain unverified.
Read
A workspace-write policy can still leave a hidden route through host PIDs and /proc. See the fixed versions and a safe PID-namespace check.
Read
DeepSeek Harness added native images, a vision model, Files API reuse, subagent bundles, and Windows PTY improvements from rc.8 through v0.1.1-rc.2.
Read
Inside DeepSeek Harness's agent loop: steps, turns, three waterfalls, tool concurrency, compaction, and the session log invariant explained with code.
Read
How DeepSeek Harness makes everything-is-a-plugin actually work. Deep dive into Capability Seams: the three-role pattern (Definition, Provider, Consumer) that lets you swap any component.
Read
How DeepSeek Harness orchestrates multiple agents: named providers, continuable children, workflow scripts, the Ralph loop, and background jobs explained.
Read
DeepSeek Harness vs Claude Managed Agents compared. Open-source composable plugins vs managed hosted infrastructure. Architecture, trade-offs, and when to pick each.
Read
DeepSeek Harness vs Hermes Agent, with OpenClaw compared: architecture, setup, extensibility, channels, learning loops, and which open-source AI agent fits each use case in 2026.
Read
Three-way comparison of SandBase Managed Agents, Claude Managed Agents, and DeepSeek Harness covering architecture, pricing, and data ownership.
Read