Step 3.5 Flash
LLM Provider / Model ยท High-throughput low-cost reasoning, real-time agent loops, budget-tier production deployments, fastest open-weight reasoning model in its price class
At a glance
| Input price | $0.10 |
| Output price | $0.30 |
| Price tier | Budget |
| Context window | 262K |
| Max output | 64K |
| Context tier | 128K-500K |
| Speed tier | Fast |
| Latency | local-bound |
| Knowledge cutoff | Nov 2025 |
| Modality | Text-only |
| Model ID | step-3.5-flash |
| Provider | StepFun |
| HumanEval | 82% |
| MMLU | 79% |
| Benchmark | AA Intelligence Index: 38 |
| Released | Jan 2026 |
| Hosting | Open-weights |
| Capabilities | Tool use, Streaming, Structured output, Sparse MoE (196B / 11B active), Fast inference (197 tok/s), Function calling, Self-hostable |
What Step 3.5 Flash does
Tool use, Streaming, Structured output, Sparse MoE (196B / 11B active), Fast inference (197 tok/s), Function calling, Self-hostable
Best for
High-throughput low-cost reasoning, real-time agent loops, budget-tier production deployments, fastest open-weight reasoning model in its price class
Works well with
Agent / Orchestration
Conflicts & caveats
- Trae's built-in model menu may not include Step 3.5 Flash โ Trae primarily ships with Claude/GPT/Gemini/DeepSeek.
- Google Antigravity is built around Gemini 3 Pro; Claude and recent GPT-5 models also work, but Step 3.5 Flash is not in the supported model list.
- Kiro's spec mode is tuned for Claude models โ Step 3.5 Flash may work but spec-driven flows are best with Claude.
- Cursor's built-in model menu may not include Step 3.5 Flash โ verify it's available in your Cursor model picker.
- OpenAI Codex (VS Code) is tied to OpenAI's GPT-5.1 Codex family โ Step 3.5 Flash is not selectable inside this integration.
- Gemini CLI is locked to Google Gemini models โ your LLM is Step 3.5 Flash.
- Privacy conflict: Self-hosted Step 3.5 Flash sends code to cloud @codebase (Cursor). Use local context (Continue indexing, ChromaDB, LanceDB, pgvector, Vespa self-hosted) for true privacy.
- Claude Code only works with Claude models โ your LLM is Step 3.5 Flash.
- Devin uses Cognition's proprietary model internally โ your selected Step 3.5 Flash will be ignored.
- OpenAI Codex (Cloud) runs GPT-5.1 Codex internally โ your selected Step 3.5 Flash will be ignored.
- Jules runs Gemini models internally โ your selected Step 3.5 Flash will be ignored.
- The Claude Code SDK is tuned for Claude models โ Step 3.5 Flash may work via the model adapter but loses Claude-specific features (thinking, prompt caching, sub-agents).
- Lovable uses a fixed internal model โ your selected Step 3.5 Flash will be ignored.
- Replit Agent 3 uses its own model selection internally โ your selected Step 3.5 Flash will be ignored.
Build a full stack around Step 3.5 Flash โ Flowpicker shows compatibility warnings before you commit.
Open the stack planner โ