Repos

Reproducible serving recipe for two Blackwell-class setups.

Reproducible Strix Halo setup with receipts for speed and long context.

When a URL 404s, Clef reads the request and picks the most likely real destination, turning dead links into redirects. A neat small use of a decision model in the request path.

Another route to fit the NVFP4 checkpoint on one Spark by offloading its embedding table.

Shrinks long-context memory use.

Independent Jev-vs-Laya measurements plus a local-first cascade: Laya decides first, high-confidence answers execute, low-confidence ones escalate to Jev. Reported as matching Jev's accuracy at lower cost.

Token-authenticated, allow-listed bridge over a Cloudflare tunnel so Muse can create files in chosen folders on Windows without MCP or Git.

Documents a tuning ladder with measured throughput across context lengths.

Pure-CPU C implementation aimed at laptops with no discrete GPU.

No public IP or port forwarding needed: a reverse Tailscale tunnel lets you SSH into the Muse agent VM privately.

Brian Chew built a single-file venue screen where a terminal-style ASCII bot greets each Luma check-in by name and emails them a Cursor credit code.

Optimised serving stack for the Blackwell workstation card.

Open-source project grokbot-cloudflare-inbox: Public GitHub template for a self-hosted Grok Bot inbox on Cloudflare Workers, based on Agentic Inbox.. Extends or complements Grok Bot for builders.

Manuel Casalta Petitjean ported the Windows client to Linux until the official Linux builds shipped.

Targets old V100 server cards, supporting Flash-Next and GLM-5.3-Flash.

Community workflow turning a single image into an editable Real2Sim scene with web research, hinged objects and soft bodies, validated in Blender and MuJoCo.

Open-source project grokbot-imessage-skill: macOS iMessage skill for Grok Bot — local launchd helper bridge to read, triage, search, and send iMessages. Extends or complements Grok Bot for builders.

Allen Porter's native Assist conversation agent scores intents and entities in one Laya pass, runs device commands locally and escalates open-ended queries to a fallback LLM.

Curated list of architectures, tools, policies and workflows for building with Dots, useful as a starting map of the ecosystem.

Unofficial editor integration that exposes Meta's Muse Spark coding agent inside many editors through a single adapter.

Six classifiers over SST-2, AG News and more, reporting accuracy, macro-F1, ECE, p50/p95 latency, throughput and cost side by side. Laya runs locally on MPS or CPU.

Open-source project grokbot-shim: Run Grok Bot locally with a computer desktop and configurable Codex or OpenAI-compatible models.. Extends or complements Grok Bot for builders.

Custom 4-bit llama.cpp build for AMD Strix Halo mini PCs.

Open-source project OpenBot: OpenBot - A reimplementation of GrokBot. Extends or complements Grok Bot for builders.