OpenRouter model

DeepSeek: DeepSeek V4.1 Flash

DeepSeek V4.1 Flash is a sparse mixture-of-experts model from DeepSeek, and the first built on the company's Causal Encoder-Decoder (CED) architecture. It activates 8B parameters on input and 16B on...

Provider
OpenRouter
Availability
Available
Model ID
deepseek/deepseek-v4.1-flash
Snapshot
2026-10-07
Evaluation Verdict

DeepSeek V4.1 Flash refines MoE routing for autonomous agents (56.2% SWE-bench Verified, 90 TPS), delivering fast, reliable multi-file code fixes at ultra-low token rates.

DeepSeek: DeepSeek V4.1 Flash Benchmarks & Agentic Accuracy

Verified primary research & developer preference metrics

Primary Sources Verified
SWE-bench Verified
56.2%
MoE RefinedDeepSeek Update ↗
LiveCodeBench
52%
StandardLiveCodeBench ↗
LMSYS Coding Elo
1360Elo
Coding ArenaLMSYS Arena ↗
AIME 2024 / 2025
74.5%
StandardDeepSeek Update ↗
Pricing ($ / 1M tokens)
$0.3/ $0.9
$0.05 cached readStandard API Pricing

What This Means in Real Software Development

  • 56.2% SWE-bench Verified score demonstrates sharp improvements in multi-file bug diagnosis.
  • Fast 90 TPS output speed keeps developer turnaround times low.
  • 74.5% on AIME confirms strong deductive logic for complex algorithm problems.
  • Available on Fireworks AI and OpenRouter with low latency.

Swarm Multi-Agent Topology

Tier 3: Refined Open SubagentRole: Coder Subagent

Best Paired With: Claude 3.7 Sonnet as Lead Planner

High throughput and low pricing make it optimal for Stage 2 implementation workers.

Git Worktree Isolation Advantage:

Dispatched into Swarm worktrees to execute and verify isolated test suites.

What Developers & Practitioners Are Saying

Real-world field observations, production strengths, and developer consensus

Field Consensus

"Refined flash MoE architecture offering improved instruction following for high-throughput pipelines."

Verified Real-World Strengths

  • Fast ~140 TPS execution
  • Strong JSON tool-calling syntax fidelity
  • Unbeatable economics for continuous integration agents

Production Caveats & Gaps

  • Limited deep mathematical reasoning capabilities
Benchmark Reality Check

What the benchmark tests: Evaluates agentic speed and schema-constrained output stability.

Production caveat: Delegate complex algorithmic challenges to DeepSeek R1.

Primary Sources & Methodology Citations

Head-to-Head Frontier Comparisons: DeepSeek: DeepSeek V4.1 Flash vs Rivals

Standardized, side-by-side benchmark & economics comparison against peer models

Flagship Comparative Matrix
ModelRole / TierSWE-benchLiveCodeBenchLMSYS EloAIMEInput / Output
DeepSeek: DeepSeek V4.1 FlashOpenRouterCurrent
Tier 3: Refined Open Subagent56.2%52%136074.5%$0.3 / $0.9
Tier 3: High-Throughput Subagent Engine68.4%53.8%138084%$0.15 / $0.6
Tier 3: World-Record Throughput Reflex50%43%——$0.1 / $0.4
Tier 3: Rapid Transpiler Subagent48%41.5%1270—$0.08 / $0.32
Tier 2: Deep Algorithmic Specialist49.2%49.8%136079.8%$0.55 / $2.19

DeepSeek: DeepSeek V4.1 Flash model overview

DeepSeek: DeepSeek V4.1 Flash is listed in the public Swarm catalog through OpenRouter. This page summarizes the verified catalog fields used by Swarm without claiming real-time access for every provider account.

Provider
OpenRouter
Family
OpenRouter
Context window
1.05M tokens
Thinking support
off · low · high · max
Availability status
Available
Catalog ID
openrouter/deepseek/deepseek-v4.1-flash
  • Image input
  • Text input
  • Text output
  • Reasoning
  • Tools
  • Structured output
  • JSON

Run DeepSeek: DeepSeek V4.1 Flash in Swarm

Verified CLI workflow & multi-agent architecture

Quickstart Guide →
bash — swarm run
$swarm ctl model set --provider openrouter --model openrouter/deepseek/deepseek-v4.1-flash

# Or switch interactively inside the terminal TUI:

>/models

Subagent Role Matrix

Assign DeepSeek: DeepSeek V4.1 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.
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Public catalog snapshot. Catalog availability is not a real-time provider status or an access guarantee.