Every enterprise post-training story you hear is about compute or model choice.
Madiator, co-founder and CEO of Bespoke Labs, spends "Data and Environment Curation for Post-Training LLMs" arguing the actual bottleneck is somewhere else entirely: data and RL environments. Compute
DeepSeek AI just open-sourced DeepSeek Harness (dsh)
A plugin-native agent framework with Cordis micro-kernels and programmatic Code Mode. Here is the deep architectural breakdown of how dsh compiles tool SDKs and manages event-sourced agent lifecycles. Thread & deep dive
365 plugins for a coding harness that's 24 hours old.
Deepseek shipped dsh yesterday. the community didn't wait. the awesome-list already has 365 plugins, 11 categories, 220 forks. 100+ contributors. the org that maintains it didn't exist yesterday either. 8 worth
DeepSeek V4 Pro/Flash 0731, GPT-5.6 Luna & GLM 5.2 are now available for $0 😳
No signup. No credit card. No API key. Just install: "npm install -g freebuff" Freebuff is a coding agent that runs directly in your terminal. Give it a task and it can find the relevant files,
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