English translation is being prepared.

#Tutorials / practice#Open-source ecosystem#English text is being prepared.

#Tutorials / practice#Open-source ecosystem#English text is being prepared.

#Tutorials / practice#RAG#Agents
#Tutorials / practice#English text is being prepared.
#Tutorials / practice#Agents#English text is being prepared.
#Tutorials / practice#Agents#English text is being prepared.
#English text is being prepared.#Evaluations / benchmarks#Multimodal
#Evaluations / benchmarks#English text is being prepared.#Google

#Product updates#Agents#RAG

#Tutorials / practice#Agents#English text is being prepared.
#Tutorials / practice#Open-source ecosystem#English text is being prepared.
#English text is being prepared.#Embodied AI#Evaluations / benchmarks
#Tutorials / practice#English text is being prepared.#English text is being prepared.
#Tutorials / practice#English text is being prepared.#Agents
#Evaluations / benchmarks#English text is being prepared.#English text is being prepared.

#Tutorials / practice#Agents#English text is being prepared.
#Safety / alignment#Agents#OpenAI
Fireworks tested DeepSeek V4 Pro 0813 on four benchmarks: SWE-Bench Verified, LiveCodeBench v6, Aider Polyglot, and Terminal-Bench 2.1. It scored 95.2% on SWE-Bench Verified, higher than Kimi K3's 92.6% and Fable 5's 85.4%, and 92.0% on LiveCodeBench v6. On cost, DeepSeek V4 Pro spent $0.309 per task solved on SWE-bench, versus $0.808 for Fable 5; on LiveCodeBench the figures were $0.040 and $0.225, respectively. Its weakness is the multilingual breadth of Aider Polyglot, where it scored only 48.9% on Java, versus 74.5% for Fable 5. After oracle routing on a combined set of 409 tasks, accuracy was 92.4%, higher than the 86.6% achieved by Fable 5 alone, at a cost of $0.279 versus $4.510 per task, with 86.3% of tasks routed to V4 Pro.
#Evaluations / benchmarks#English text is being prepared.#Agents
#Evaluations / benchmarks#English text is being prepared.#Agents
#Evaluations / benchmarks#Agents#Safety / alignment

#Tutorials / practice#Agents#English text is being prepared.