Hi FreeToken Team,
First, congratulations on this magnificent edge-native MoE serving engine! Your q* policy, full-layer prefill streaming, and elastic memory management are exactly the missing puzzle pieces for extreme resource-constrained environments.
I am the author of PE-SmartFixer, an open-source AI-driven diagnostic and self-healing agent designed exclusively for offline Windows Preinstallation Environments (WinPE), where there are zero network drivers and extremely limited memory (Ramdisk footprint).
To prevent agentic tool-calling and offline surgery from crashing due to fragmented pipelines, I have officially published the Windows Maintenance Protocol (WMP) v0.1.0-draft Specification in my repository. WMP is a minimalist, zero-network protocol inspired by the micro-MCP architecture, introducing a DYNAMIC auto-detection mechanism for host control sets and a wmp_manifest.json self-description standard.
Since FreeToken provides native Anthropic/OpenAI-compatible APIs and seamlessly integrates with coding/tool-calling agents (like DeepSeek Harness), we are currently designing our v2.0 complete architecture to stack directly on top of FreeToken. By leveraging your FTW fast weight format and our pure-Go "read-after-burn" (defer process termination) memory lifecycle controller, we can jointly deliver the world's first fully automated, offline system recovery pipeline.
I would love to invite the FreeToken core contributors to review our WMP standard standard (WMP_SPEC_EN.md). Decoupling the AI Brain from the hardcoded execution layer is the future of Edge-AI.
WMP Specification: https://github.com/ziyouzhiyi666888/PE_SmartFixer/blob/main/WMP_SPEC_EN.md
Looking forward to your profound technical insights!
Hi FreeToken Team,
First, congratulations on this magnificent edge-native MoE serving engine! Your q* policy, full-layer prefill streaming, and elastic memory management are exactly the missing puzzle pieces for extreme resource-constrained environments.
I am the author of PE-SmartFixer, an open-source AI-driven diagnostic and self-healing agent designed exclusively for offline Windows Preinstallation Environments (WinPE), where there are zero network drivers and extremely limited memory (Ramdisk footprint).
To prevent agentic tool-calling and offline surgery from crashing due to fragmented pipelines, I have officially published the Windows Maintenance Protocol (WMP) v0.1.0-draft Specification in my repository. WMP is a minimalist, zero-network protocol inspired by the micro-MCP architecture, introducing a
DYNAMICauto-detection mechanism for host control sets and awmp_manifest.jsonself-description standard.Since FreeToken provides native Anthropic/OpenAI-compatible APIs and seamlessly integrates with coding/tool-calling agents (like DeepSeek Harness), we are currently designing our v2.0 complete architecture to stack directly on top of FreeToken. By leveraging your FTW fast weight format and our pure-Go "read-after-burn" (defer process termination) memory lifecycle controller, we can jointly deliver the world's first fully automated, offline system recovery pipeline.
I would love to invite the FreeToken core contributors to review our WMP standard standard (
WMP_SPEC_EN.md). Decoupling the AI Brain from the hardcoded execution layer is the future of Edge-AI.WMP Specification: https://github.com/ziyouzhiyi666888/PE_SmartFixer/blob/main/WMP_SPEC_EN.md
Looking forward to your profound technical insights!