Fireworks AI model
GLM 5.2 Fast
GLM-5.2 introduces a robust 1M-token context and advanced, multi-effort coding capabilities to significantly enhance performance on long-horizon tasks. Its new IndexShare architecture and improved MTP layer simultaneously boost efficiency by reducing per-token FLOPs and increasing speculative decoding lengths.
- Provider
- Fireworks AI
- Availability
- Available
- Model ID
- glm-5p2-fast
- Snapshot
- 2026-10-07
GLM 5.2 Fast model overview
GLM 5.2 Fast 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
- off · high · xhigh
- Availability status
- Available
- Catalog ID
- fireworks/glm-5p2-fast
Run GLM 5.2 Fast in Swarm
Verified CLI workflow & multi-agent architecture
swarm ctl model set --provider fireworks --model fireworks/glm-5p2-fast# Or switch interactively inside the terminal TUI:
/modelsSubagent Role Matrix
Assign GLM 5.2 Fast 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.