Tutorials Intermediate
Muse Ember Subagents: Fix the Max-Effort Default
Meta's $0.10 Muse Ember defaults to max reasoning. Build a router that sets effort per task.
10 min read·Kodetra Technologies
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AI Guides for Builders
How-to content for builders, indie hackers, and AI engineers. Less theory, more shipped code.
Tutorials 
Tutorials Intermediate
Muse Wonder 1.0: Build a Cited Research Agent in Python
Meta's new Muse Wonder API: web-search citations, a cost meter and an audit pass.
11 min read·Kodetra Technologies
28d ago
Tutorials Intermediate
Ember-1: A/B Test Its 40% Token Savings in Python
Fireworks' Ember-1 claims 40% fewer tokens than Kimi K3. Build a harness to verify it.
8 min read·Kodetra Technologies
Sep 29
Tutorials Intermediate
Muse Code: Async Agents That Survive a Crash
Install Meta's Muse Code, run async agents, and recover long jobs from its crash-safe log.
10 min read·Kodetra Technologies
Aug 13
Tutorials Intermediate
Build a Self-Healing Agent With Local Muse Glimmer
Meta's new 30B Muse Glimmer runs a local tool-calling agent that recovers when tools fail.
9 min read·Kodetra Technologies
Aug 10
Tutorials Intermediate
Muse Spark 1.1: Drop-In Agent, Self-Managed Context
Point the OpenAI SDK at Meta's agent model, add tools, let it self-manage a 1M-token context.
10 min read·Kodetra Technologies
Jul 17
Tutorials Beginner
How to Use Meta Muse Spark: Free AI That Thinks
Step-by-step tutorial for Meta's new Muse Spark multimodal AI model
6 min read·Kodetra Technologies
Apr 10