Fireworks AI model
GLM 5.3 Flash
GLM-5.3-Flash is the first natively multimodal model in the GLM-5 series with 320B total parameters and 18B active parameters. It incorporates several architectural improvements over GLM-5.2 including a hybrid architecture, sharply reducing long-context serving costs while preserving precise long-context and Manifold-Constrained Hyper-Connections (mHC) to further improve scaling efficiency.
- Provider
- Fireworks AI
- Availability
- Available
- Model ID
- glm-5p3-flash
- Snapshot
- 2026-10-07
GLM 5.3 Flash model overview
GLM 5.3 Flash is listed in the public Swarm catalog through Fireworks AI. This page summarizes the verified catalog fields used by Swarm without claiming real-time access for every provider account.
- Provider
- Fireworks AI
- Family
- Glm
- Context window
- 1.05M tokens
- Thinking support
- low · high · xhigh
- Availability status
- Available
- Catalog ID
- fireworks/glm-5p3-flash
Run GLM 5.3 Flash in Swarm
Verified CLI workflow & multi-agent architecture
swarm ctl model set --provider fireworks --model fireworks/glm-5p3-flash# Or switch interactively inside the terminal TUI:
/modelsSubagent Role Matrix
Assign GLM 5.3 Flash to specialized system roles in ~/.swarm/config.json:
- Primary / Planner: Orchestrates full task DAGs and multi-stage pipelines.
- Coder Subagent: Generates code and unit tests inside private Git worktrees.
- Finder Subagent: Performs read-only code search, symbol discovery, and mapping.
Public catalog snapshot. Catalog availability is not a real-time provider status or an access guarantee.