Hugging Face's launch post covers day-0 transformers, llama.cpp and vLLM support, Inference Endpoints, speculative decoding, TRL fine-tuning and agent demos for Muse Glimmer.
Resource · Local & open models★ Pick
Common Thread Collective's playbook for brands selling through Muse via Shopify: audit product data for agent readability, optimize Shop Pay conversion, build first-party lists, and upgrade attribution for agent-driven traffic.
Resource · Business & commerce
What Shopify + Muse means for DTC brands
GGUF builds of Muse Glimmer 30B all cut from the same BF16 source weights, including full-precision files.
Resource · Local & open models· ♥ 6
Muse Glimmer 30B llama.cpp GGUF quants
sequelbox's Tachibana-Agent fine-tune of Muse Glimmer 30B, part of a series also released for Gemma 4 12B and Qwen3.6 27B.
Resource · Local & open models· ♥ 4
Muse Glimmer Tachibana-Agent
Motion Labs explains Muse Spark 1.2 setup, the cheaper Contributor tier at $0.10/M input tokens, Artificial Analysis scores and using it for content.
Resource · Content & creative
Muse Spark 1.2 Contributor tier and content workflows
MarkTechPost summarizes Meta's numbers: 75.4 on DeepSWE v1.1 (Opus 5 74.0, GPT-5.6 Sol 72.7), 88.8 on Terminal-Bench 2.1, and 98.1 on MRCR v2 at 512K–1M context.
Resource · Benchmarks & research
MarkTechPost: Muse Spark 1.3 benchmarks breakdown
Mouse asked Muse to archive the files it could see and send them to Google Drive; the agent complied and sent back 6.8 GB of its runtime.
Resource · Benchmarks & research
Asking Muse for its filesystem returned 6.8 GB
Your product
Sponsored
Put your logo, a line of copy and an image right here, between the builds Muse developers come to read. Same size as a post.
Put your product here
Shown every 12 builds · on every catalog page
Abstract Extraordinary digs into the architecture behind Meta's pitch of an autonomous, multimodal agent that runs on-device with no cloud.
Resource · Local & open models
How Muse Glimmer fits an agent on your device
Resource · Local & open models· ♥ 12
LM Studio community GGUF of Muse Glimmer
Meta's post on Muse Code exiting beta with inter-session messaging, parallel-agent workflow orchestration, rewind, a TypeScript SDK and three subscription tiers.
Resource · Coding & dev tools
Muse Code leaves beta: plans, workflows and a TypeScript SDK
Meta's engineering write-up on Muse security: isolated VMs, a separate Sentinel permission authority, credential surrogation and layered prompt-injection defenses, with bug bounties up to $300,000.
Resource · Benchmarks & research★ Pick
How Meta built safety into Muse
GeekWire's Todd Bishop examined Amazon blocking Muse's shopping agent and the open questions it raises about platform rules, revenue sharing and customer relationships in agent-driven commerce.
Resource · Business & commerce
Who owns the customer when Muse does the buying?
Your product
Sponsored
Put your logo, a line of copy and an image right here, between the builds Muse developers come to read. Same size as a post.
Put your product here
Shown every 12 builds · on every catalog page
RuntimeWire finds Muse Spark 1.1 ahead of GLM 5.2 on harder, failure-prone tasks, with GLM the tidier formatter in spots.
Resource · Benchmarks & research
Head to head: Muse Spark 1.1 vs GLM 5.2
Artificial Analysis' independent benchmark write-up of Muse Spark 1.3.
Resource · Benchmarks & research
Artificial Analysis: Muse Spark 1.3 reaches the frontier
Resource · Local & open models· ♥ 343
Official Muse Glimmer 30B GGUF
Composio looks at the three benchmark charts from Meta's Muse Code launch and whether developers should switch from Claude Code.
Resource · Coding & dev tools
Composio: Muse Code vs Claude Code
CellCog explains the Muse connector platform: a three-step describe/review/list flow at muse.ai/platform, directory vs custom connectors, and Stripe Link payments.
Resource · Connectors & MCP
Muse connector platform: what Meta opened to developers
Muse Glimmer 30B abliterated with Heretic v1.4.0 using self-organizing maps and magnitude-preserving orthogonal ablation.
Resource · Local & open models· ♥ 11
Muse Glimmer SOMPOA heresy
Fine-tune of Muse Glimmer 30B for Hermes Agent and agentic tool work that teaches the model to call one or two tools and stop.
Resource · Local & open models· ♥ 2
Muse Glimmer Hermes-Agentic
Simon Willison's notes on Muse Spark, Meta's first model since Llama 4: hosted, not open weights, with a private API and interesting tools in meta.ai chat.
Resource · Benchmarks & research
Simon Willison on the first Muse Spark and meta.ai tools
DFlash 2 speculative-decoding draft model for Muse Glimmer 30B from z-lab, run inside a speculative decoding server alongside the target model.
Resource · Local & open models· ♥ 15
DFlash 2 drafter for Muse Glimmer
Your product
Sponsored
Put your logo, a line of copy and an image right here, between the builds Muse developers come to read. Same size as a post.
Put your product here
Shown every 12 builds · on every catalog page
DesignRush argued Muse inserts itself into product discovery and ranks on structured data like specs and reviews rather than ad spend, and told brands to map the agent shopping journey, measure agent referrals separately, and audit who can access their product data.
Resource · Business & commerce
Muse and the new fight for brand discovery
AWQ INT4 quant of Muse Glimmer 30B calibrated on STEM and agentic data across ten languages, 24.02 GB.
Resource · Local & open models· ♥ 10
AWQ INT4 Muse Glimmer
NVIDIA's technical blog reports Muse Glimmer serving over 20K tokens/sec on a single Blackwell Ultra GPU and covers RTX 5090, DGX Spark, DGX Station and Jetson deployments.
Resource · Local & open models
Run local agentic workflows with Muse Glimmer on NVIDIA
Taylor Arndt tested Muse with VoiceOver and found non-standard text fields and missing heading structure in chats, plus connector gaps such as iCloud email that kept it out of her work.
Resource · Benchmarks & research
I tried Meta's Muse agent: an accessibility review
Refusal-removed Muse Glimmer 30B; the card reports refusals falling from 128/150 (85.3%) to 3/150 (2.0%) on harmful prompts with 0/75 over-refusals.
Resource · Local & open models· ♥ 6
Muse Glimmer 30B uncensored
GGUF conversions of Inco AI's DFlash 2 draft model for Muse Glimmer 30B, for speculative decoding in llama.cpp.
Resource · Local & open models· ♥ 16
DFlash2 drafter GGUF for Muse Glimmer
Lightweight LoRA that makes Muse Glimmer 30B output a target element's bounding box directly from a screenshot and instruction, for computer-use agents.
Resource · Local & open models· ♥ 3
Muse Glimmer GUI-Grounding-Fast LoRA
Resource · Local & open models· ♥ 8
Red Hat AI INT4 Muse Glimmer
Artificial Analysis puts Muse Spark 1.1 at 51 on its Intelligence Index, 8 points above 1.0, and calls it cost and token efficient versus peers.
Resource · Benchmarks & research
Artificial Analysis: Muse Spark 1.1 scores 51
Codus reads the three benchmark charts Meta published for Muse Code and notes Claude Opus 5 wins all three, including Meta's own internal eval.
Resource · Benchmarks & research
What Meta's Muse Code benchmarks actually say
PyTorch added end-to-end Muse Glimmer support to ExecuTorch; on an M5 Pro, DFlash speculative decoding lifts image+text decode from 21.6 to 33.0 tok/s, and it powers the Pi coding agent locally.
Resource · Local & open models★ Pick
Muse Glimmer on ExecuTorch: DFlash on Macs and NVIDIA GPUs
Muse Glimmer 30B fine-tuned on agentic coding traces and chat distilled from Claude Fable 5, merged bf16 and drop-in for the base.
Resource · Local & open models· ♥ 3
Muse Glimmer Fable Distill
Motion Labs covers free access on meta.ai, the paid API, pricing, features and use cases for Muse Spark 1.1.
Resource · Coding & dev tools
How to use Muse Spark 1.1: complete guide
Independent benchmarks and analysis of Muse Spark 1.2, released alongside Muse Code.
Resource · Benchmarks & research
Artificial Analysis: Muse Spark 1.2 benchmarks
Meta's developer blog introducing Muse Spark 1.2, co-trained with the new Muse Code terminal harness, with 1M-token context for multi-file refactors and hours-long tasks.
Resource · Coding & dev tools
Meet Muse Spark 1.2 and Muse Code
Wavect's guide covers Glimmer's hardware targets (24–32GB) and tool-use scores such as MCP-Atlas 75.5 and SWE-Bench Pro 51.2, and recommends a 20–30 task pilot before production.
Resource · Local & open models
Muse Glimmer 30B: is it production-ready?
Resource · Local & open models· ♥ 15
NVIDIA NVFP4 Muse Glimmer 30B
Meta's developer guide to first calls, coding primitives and agentic patterns; its multi-agent recipe turns a one-line idea into an app plus launch package, and Spark fixed all 5 planted bugs in 7.6 turns on average.
Resource · Coding & dev tools
Build with Muse Spark on Meta Model API
Standalone packaging of the vision tower and projector extracted from Muse Glimmer 30B.
Resource · Local & open models· ♥ 2
Muse Glimmer Vision tower
Your product
Sponsored
Put your logo, a line of copy and an image right here, between the builds Muse developers come to read. Same size as a post.
Put your product here
Shown every 12 builds · on every catalog page
137 builds · page 2 of 4