V3.2 and Speciale, official release 2025-12-01; V3.2 App/Web/API with thinking and non-thinking tools, Speciale API-only and no tools at launch; full harness undisclosed.
DeepSeek API Docs / DeepSeek-V3.2 Release · Read evidenceDeepSeek V3.2 · Reviews and evidence
Which DeepSeek V3.2 conclusions hold up?
Browse public evaluations by topic, source identity, and evidence type. Different versions, tiers, and harnesses are not treated as directly comparable.
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Editorial takeaways
Editorial takeaways
V3.2 technical report v1 dated 2025-12-03; DSA, scalable RL, 1,800+ environments and 85k+ instructions; paper benchmarks differ from an API harness.
arXiv / DeepSeek-V3.2: Pushing the Frontier of Open Large Language Models · Read evidenceV3.2 high and Reasoner on mini-SWE-agent; entries dated 2026-02-17/2025-12-01, 70.00%/$0.45 and 60.00%/$0.03; Verified uses 500 instances, full logs undisclosed.
SWE-bench Leaderboards · Read evidenceSelected evidence
OfficialVendor report
DeepSeek-V3.2 Official Release: Reasoning and Agent Positioning of V3.2 and Speciale
V3.2 and Speciale, official release 2025-12-01; V3.2 App/Web/API with thinking and non-thinking tools, Speciale API-only and no tools at launch; full harness undisclosed.
SourceDeepSeek API Docs / DeepSeek-V3.2 Release
Published2025-12-01
Collected2026-08-18
Unverified: the original source could not be rechecked.
- Conditions
- V3.2 and Speciale, official release 2025-12-01; V3.2 App/Web/API with thinking and non-thinking tools, Speciale API-only and no tools at launch; full harness undisclosed
Media / benchmarkEditorial analysis
DeepSeek-V3.2 Technical Report: DSA, Agent Synthetic Data, and Reasoning Baselines
V3.2 technical report v1 dated 2025-12-03; DSA, scalable RL, 1,800+ environments and 85k+ instructions; paper benchmarks differ from an API harness.
SourcearXiv / DeepSeek-V3.2: Pushing the Frontier of Open Large Language Models
Published2025-12-03
Collected2026-08-18
Unverified: the original source could not be rechecked.
- Conditions
- V3.2 technical report v1 dated 2025-12-03; DSA, scalable RL, 1,800+ environments and 85k+ instructions; paper benchmarks differ from an API harness
Media / benchmarkEditorial analysis
DeepSeek V3.2 Coding Agent Results on the SWE-bench Leaderboard
V3.2 high and Reasoner on mini-SWE-agent; entries dated 2026-02-17/2025-12-01, 70.00%/$0.45 and 60.00%/$0.03; Verified uses 500 instances, full logs undisclosed.
SourceSWE-bench Leaderboards
Published2026-02-17
Collected2026-08-18
Unverified: the original source could not be rechecked.
- Conditions
- V3.2 high and Reasoner on mini-SWE-agent; entries dated 2026-02-17/2025-12-01, 70.00%/$0.45 and 60.00%/$0.03; Verified uses 500 instances, full logs undisclosed
CommunityPersonal experience
Reddit LocalLLaMA: Experience Boundaries for DeepSeek V3.2 Agent Coding
V3.2 in a personal Claude Code discussion around Dec 2025; provider, snapshot, tasks, logs and repeats were not pinned; SWE-bench was called approximate.
SourceReddit / r/LocalLLaMA
Published2025-12
Collected2026-08-18
Unverified: the original source could not be rechecked.
- Conditions
- V3.2 in a personal Claude Code discussion around Dec 2025; provider, snapshot, tasks, logs and repeats were not pinned; SWE-bench was called approximate
All sources
All sources
OfficialVendor report
DeepSeek-V3.2 Official Release: Reasoning and Agent Positioning of V3.2 and Speciale
V3.2 and Speciale, official release 2025-12-01; V3.2 App/Web/API with thinking and non-thinking tools, Speciale API-only and no tools at launch; full harness undisclosed.
SourceDeepSeek API Docs / DeepSeek-V3.2 Release
Published2025-12-01
Collected2026-08-18
Unverified: the original source could not be rechecked.
- Conditions
- V3.2 and Speciale, official release 2025-12-01; V3.2 App/Web/API with thinking and non-thinking tools, Speciale API-only and no tools at launch; full harness undisclosed
Media / benchmarkEditorial analysis
DeepSeek-V3.2 Technical Report: DSA, Agent Synthetic Data, and Reasoning Baselines
V3.2 technical report v1 dated 2025-12-03; DSA, scalable RL, 1,800+ environments and 85k+ instructions; paper benchmarks differ from an API harness.
SourcearXiv / DeepSeek-V3.2: Pushing the Frontier of Open Large Language Models
Published2025-12-03
Collected2026-08-18
Unverified: the original source could not be rechecked.
- Conditions
- V3.2 technical report v1 dated 2025-12-03; DSA, scalable RL, 1,800+ environments and 85k+ instructions; paper benchmarks differ from an API harness
Media / benchmarkEditorial analysis
DeepSeek V3.2 Coding Agent Results on the SWE-bench Leaderboard
V3.2 high and Reasoner on mini-SWE-agent; entries dated 2026-02-17/2025-12-01, 70.00%/$0.45 and 60.00%/$0.03; Verified uses 500 instances, full logs undisclosed.
SourceSWE-bench Leaderboards
Published2026-02-17
Collected2026-08-18
Unverified: the original source could not be rechecked.
- Conditions
- V3.2 high and Reasoner on mini-SWE-agent; entries dated 2026-02-17/2025-12-01, 70.00%/$0.45 and 60.00%/$0.03; Verified uses 500 instances, full logs undisclosed
CommunityPersonal experience
Reddit LocalLLaMA: Experience Boundaries for DeepSeek V3.2 Agent Coding
V3.2 in a personal Claude Code discussion around Dec 2025; provider, snapshot, tasks, logs and repeats were not pinned; SWE-bench was called approximate.
SourceReddit / r/LocalLLaMA
Published2025-12
Collected2026-08-18
Unverified: the original source could not be rechecked.
- Conditions
- V3.2 in a personal Claude Code discussion around Dec 2025; provider, snapshot, tasks, logs and repeats were not pinned; SWE-bench was called approximate
DeepSeek V3.2
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