全部职业同一张图的文字版
运筹分析师
这份工作里,哪几件已经被更新触及,哪几件还没人看过。
AI 能做完L2 · 部分自动化
8/ 17
项任务到 L2 及以上。中位职业是 0%。
被看过17 项任务
13/ 17
项任务有层级;其余 4 项没有任何证据。
这个职业的任务
一格一条任务,填到覆盖它的工作里最低的那一级。
共 17
- L5 · 完全自动化空AI 在任何场景下独立交付,没有限定范围兜底。
- L4 · 高度自动化空AI 在限定范围内独立交付,且已在真实业务中运行。
- L3 · 有条件自动化空AI 独立做完,人抽查而不是逐件复核。
- L2 · 部分自动化8AI 产出主体内容,人逐件复核并修正。
- L1 · 辅助5AI 在局部帮忙,交付整体由人完成。
- L0 · 人工空AI 不参与这项工作。
- 未知空这项工作里有一环没有任何方向的证据
- 未触及4采集窗口里没有一次更新谈到它
AI 在这里被证明能做什么
工作7
一行一项工作;点开一行,看它的层级是哪几条更新给的。
7 项工作中显示 7 条
- 2026-10-06Claude integrates with Google Docs, Sheets, and SlidesAnthropic判定 L1采信 L1T3 封顶 ≤ L2来源 ↗
- 2026-10-02Meta shares six papers from mathematicians working with Muse SparkMeta判定 L1采信 L1T3 封顶 ≤ L2来源 ↗
- 2026-09-21Gemini Notebook launches Interactive Learning Overviews for all usersGoogle判定 L2采信 L2T3 封顶 ≤ L2来源 ↗
- 2026-09-18Gemini in Google Drive covered in Workspace learning pathGoogle判定 L1采信 L1T3 封顶 ≤ L2来源 ↗
- 2026-09-17ChatGPT now available in Microsoft WordOpenAI判定 L1采信 L1T3 封顶 ≤ L2来源 ↗
- 2026-09-11GPT-Rosalind available in API and Codex for biological reasoningOpenAI判定 L1采信 L1T3 封顶 ≤ L2来源 ↗
- 2026-09-10OpenAI launches ChatGPT for Financial ServicesOpenAI判定 L2采信 L2T3 封顶 ≤ L2来源 ↗
- 2026-09-02Qwen3.8-Max-0902 releasedAlibaba判定 L1采信 L1T3 封顶 ≤ L2来源 ↗
- 2026-08-28OpenAI launches Rosalind WorkbenchOpenAI判定 L1采信 L1T3 封顶 ≤ L2来源 ↗
- 2026-08-27Antigravity Teamwork used for research breakthroughsGoogle判定 L1采信 L1T3 封顶 ≤ L2来源 ↗
- 2026-10-08Astrophysicist uses Claude Science to build first complete ultraviolet sky mapAnthropic判定 L1采信 L1T3 封顶 ≤ L2来源 ↗
- 2026-09-14Gemini Live integrates Deep Research for voice-driven explorationGoogle判定 L3采信 L2T3 封顶 ≤ L2来源 ↗
- 2026-09-11GPT-Rosalind available in API and Codex for biological reasoningOpenAI判定 L1采信 L1T3 封顶 ≤ L2来源 ↗
- 2026-09-10OpenAI launches ChatGPT for Financial ServicesOpenAI判定 L2采信 L2T3 封顶 ≤ L2来源 ↗
- 2026-08-28Anthropic Fellows research: Claude autonomously aligns other AIsAnthropic判定 L3采信 L2T3 封顶 ≤ L2来源 ↗
- 2026-09-09OpenAI shares cyber defense architecture and playbookOpenAI判定 L1采信 L1T3 封顶 ≤ L2来源 ↗
- 2026-09-01Hy4 preview autonomously finds inference bottlenecks, lifts throughput 31.8%Tencent判定 L3采信 L2T3 封顶 ≤ L2来源 ↗
- 2026-08-28Anthropic Fellows research: Claude autonomously aligns other AIsAnthropic判定 L3采信 L2T3 封顶 ≤ L2来源 ↗
- —Deloitte's Agentic blueprint achieves business impact up to 3x fasterGoogle判定 L1采信 L1T3 封顶 ≤ L2来源 ↗
- 2026-10-08AMIE matches doctor diagnoses in 90% of 100 patient interactions with 0 safety stopsGoogle判定 L3采信 L2T3 封顶 ≤ L2来源 ↗
- 2026-10-08Google's AMIE studied prospectively in real clinic, results in The LancetGoogle判定 L3采信 L2T3 封顶 ≤ L2来源 ↗
- 2026-10-06Google Research shows Google Earth AI can help forecast disease outbreaksGoogle判定 L1采信 L1T3 封顶 ≤ L2来源 ↗
- 2026-10-06Google DeepMind launches EmbeddingGemma 2 multimodal on-device embedding modelGoogle判定 L2采信 L2T3 封顶 ≤ L2来源 ↗
- 2026-10-06Google Earth AI Population Dynamics Foundation Model case studiesGoogle判定 L2采信 L2T3 封顶 ≤ L2来源 ↗
- 2026-10-02Google Research introduces TEE-based federated learning systemGoogle判定 L1采信 L1T3 封顶 ≤ L2来源 ↗
- 2026-10-01Google DeepMind launches SynthID Bio watermarking for biological designsGoogle判定 L2采信 L2T3 封顶 ≤ L2来源 ↗
- 2026-09-30Google science AI model ranks highest in CDC flu forecastingGoogle判定 L3采信 L2T3 封顶 ≤ L2来源 ↗
- 2026-09-30Microsoft Research machine learning system predicts space-weather damageMicrosoft判定 L2采信 L2T3 封顶 ≤ L2来源 ↗
- 2026-09-29Google Research introduces Diffusion Controller for image generation steeringGoogle判定 L1采信 L1T3 封顶 ≤ L2来源 ↗
- 2026-09-29Microsoft Research introduces Quine, a multimodal world model of biologyMicrosoft判定 L1采信 L1T3 封顶 ≤ L2来源 ↗
- 2026-09-28Qoder knowledge engine builds knowledge graph from codeAlibaba判定 L3采信 L2T3 封顶 ≤ L2来源 ↗
- 2026-09-25Anthropic Science Blog: Claude can do Nine LoopsAnthropic判定 L1采信 L1T3 封顶 ≤ L2来源 ↗
- 2026-09-24Google announces unified multi-agent framework for long-form videoGoogle判定 L2采信 L2T3 封顶 ≤ L2来源 ↗
- 2026-09-24Tencent Hunyuan research extends critical-batch-size theory to online LLM RLTencent判定 L0采信 —T3 封顶 ≤ L2来源 ↗
- 2026-09-23Microsoft Research findings on moving robot AI inference off-deviceMicrosoft判定 L1采信 L1T3 封顶 ≤ L2来源 ↗
- 2026-09-22Tencent Hunyuan introduces WebCraftBench for agent web-app evaluationTencent判定 L2采信 L2T3 封顶 ≤ L2来源 ↗
- 2026-09-21Microsoft Research highlights RetroChimera model in Nature paperMicrosoft判定 L1采信 L1T3 封顶 ≤ L2来源 ↗
- 2026-09-19Alibaba releases Qwen3.8-LiveTranslate real-time interpretation modelAlibaba判定 L3采信 L2T3 封顶 ≤ L2来源 ↗
- 2026-09-18Google Research introduces MilleMiglia logistics benchmarkGoogle判定 L1采信 L1T3 封顶 ≤ L2来源 ↗
- 2026-09-17Anthropic work on running biology open-source models more cheaplyAnthropic判定 L1采信 L1T3 封顶 ≤ L2来源 ↗
- 2026-09-15Google Research introduces Retrieve-for-Train frameworkGoogle判定 L1采信 L1T3 封顶 ≤ L2来源 ↗
- 2026-09-15Google publishes white paper on AI for crisis resilienceGoogle判定 L1采信 L1T3 封顶 ≤ L2来源 ↗
- 2026-09-15Tencent Hunyuan introduces EvolveScalerTencent判定 L2采信 L2T3 封顶 ≤ L2来源 ↗
- 2026-09-14MiniMax H3 achieves over 2x real-time denoising on 8x B200MiniMax判定 L3采信 L2T3 封顶 ≤ L2来源 ↗
- 2026-09-11Google Antigravity launches AlphaGenome Atlas Skills and /boost commandGoogle判定 L2采信 L2T3 封顶 ≤ L2来源 ↗
- 2026-09-11Google DeepMind uses AI to reconstruct memory for documentary 'Love, Rendered'Google判定 L2采信 L2T3 封顶 ≤ L2来源 ↗
- 2026-09-11Google Research TIPSv2 demo and Q&A at ECCV 2026Google判定 L1采信 L1T3 封顶 ≤ L2来源 ↗
- 2026-09-10Google Research introduces ToolGrad framework for tool-use datasetsGoogle判定 L2采信 L2T3 封顶 ≤ L2来源 ↗
- 2026-09-10Google DeepMind researcher receives PAMI Mark Everingham Prize at ECCV 2026Google判定 L1采信 L1T3 封顶 ≤ L2来源 ↗
- 2026-09-10Tencent Hunyuan releases AuK open-source speech modelTencent判定 L2采信 L2T3 封顶 ≤ L2来源 ↗
- 2026-09-09OpenAI shares cyber defense architecture and playbookOpenAI判定 L1采信 L1T3 封顶 ≤ L2来源 ↗
- 2026-09-09Google Research releases complete male fruit fly brain wiring diagramGoogle判定 L2采信 L2T3 封顶 ≤ L2来源 ↗
- 2026-09-08Google DeepMind launches AlphaGenome AtlasGoogle判定 L3采信 L2T3 封顶 ≤ L2来源 ↗
- 2026-09-05Meta's AIRA₃ competes in Kaggle challenge to fine-tune Nemotron 30BMeta判定 L3采信 L2T3 封顶 ≤ L2来源 ↗
- 2026-09-04Claude completes first formalized proof of Fermat's Last TheoremAnthropic判定 L3采信 L2T3 封顶 ≤ L2来源 ↗
- 2026-09-03Google Research evaluates cross-population genetic risk prediction methodsGoogle判定 L1采信 L1T3 封顶 ≤ L2来源 ↗
- 2026-09-03Google DeepMind introduces WeatherNext 3Google判定 L2采信 L2T3 封顶 ≤ L2来源 ↗
- 2026-09-02Google discusses WeatherNext forecasting modelsGoogle判定 L2采信 L2T3 封顶 ≤ L2来源 ↗
- 2026-09-02MiniMax reports emergent world-model behavior in H3MiniMax判定 L2采信 L2T3 封顶 ≤ L2来源 ↗
- 2026-09-02DreamX-Creator audio-visual generation modelAlibaba判定 L3采信 L2T3 封顶 ≤ L2来源 ↗
- 2026-09-01Google Research presents MAPL-EMIT methane tracking modelGoogle判定 L2采信 L2T3 封顶 ≤ L2来源 ↗
- 2026-09-01Hy4 preview autonomously finds inference bottlenecks, lifts throughput 31.8%Tencent判定 L3采信 L2T3 封顶 ≤ L2来源 ↗
- 2026-09-01Anthropic research: Training a Misaligned Reward SeekerAnthropic判定 L1采信 L1T3 封顶 ≤ L2来源 ↗
- 2026-08-31Google Research introduces TimesFM-3 time series foundation modelGoogle判定 L2采信 L2T3 封顶 ≤ L2来源 ↗
- 2026-08-31GigaPath-Flash and GigaTIME-Flash pathology foundation modelsMicrosoft判定 L1采信 L1T3 封顶 ≤ L2来源 ↗
- 2026-08-29Tencent Hunyuan compresses Hy4-preview to ~200GiB GGUF with MIX-STQ1_0Tencent判定 L1采信 L1T3 封顶 ≤ L2来源 ↗
- 2026-08-28Anthropic Fellows research: Claude autonomously aligns other AIsAnthropic判定 L3采信 L2T3 封顶 ≤ L2来源 ↗
- 2026-08-27Antigravity Teamwork used for research breakthroughsGoogle判定 L1采信 L1T3 封顶 ≤ L2来源 ↗
- 2026-08-27Google Research introduces planetary prediction engineGoogle判定 L2采信 L2T3 封顶 ≤ L2来源 ↗
- 2026-08-26Google Research introduces GlucoFM glucose monitoring foundation modelGoogle判定 L2采信 L2T3 封顶 ≤ L2来源 ↗
- 2026-08-25Google Research presents AgentHands XR prototypeGoogle判定 L2采信 L2T3 封顶 ≤ L2来源 ↗
- 2026-08-24NVIDIA SANA Sol Engine cuts MiniMax H3 768p latency to 14.93sMiniMax判定 L1采信 L1T2 封顶 ≤ L4来源 ↗
- 2026-08-24Microsoft Research releases Skala 1.1 deep-learning functionalMicrosoft判定 L0采信 —T3 封顶 ≤ L2来源 ↗
- —GitHub adds context-aware secret classifier checking candidates under 2msMicrosoft判定 L3采信 L2T3 封顶 ≤ L2来源 ↗
- 2026-10-08AMIE matches doctor diagnoses in 90% of 100 patient interactions with 0 safety stopsGoogle判定 L3采信 L2T3 封顶 ≤ L2来源 ↗
- 2026-10-08Google's AMIE studied prospectively in real clinic, results in The LancetGoogle判定 L2采信 L2T3 封顶 ≤ L2来源 ↗
- 2026-10-08Astrophysicist uses Claude Science to build first complete ultraviolet sky mapAnthropic判定 L1采信 L1T3 封顶 ≤ L2来源 ↗
- 2026-10-06GitHub releases ReviewBench for AI code review agentsMicrosoft判定 L1采信 L1T3 封顶 ≤ L2来源 ↗
- 2026-10-06Google Earth AI Population Dynamics Foundation Model case studiesGoogle判定 L1采信 L1T3 封顶 ≤ L2来源 ↗
- 2026-09-30Google science AI model ranks highest in CDC flu forecastingGoogle判定 L2采信 L2T3 封顶 ≤ L2来源 ↗
- 2026-09-30Microsoft Research machine learning system predicts space-weather damageMicrosoft判定 L2采信 L2T3 封顶 ≤ L2来源 ↗
- 2026-09-30Tencent Hunyuan releases ExplorationBench benchmarkTencent判定 L0采信 —T3 封顶 ≤ L2来源 ↗
- 2026-09-29Google Research introduces Diffusion Controller for image generation steeringGoogle判定 L1采信 L1T3 封顶 ≤ L2来源 ↗
- 2026-09-29Microsoft Research introduces Quine, a multimodal world model of biologyMicrosoft判定 L1采信 L1T3 封顶 ≤ L2来源 ↗
- 2026-09-25Anthropic Science Blog: Claude can do Nine LoopsAnthropic判定 L1采信 L1T3 封顶 ≤ L2来源 ↗
- 2026-09-24Project Suncatcher to test TPUs in orbitGoogle判定 L1采信 L1T3 封顶 ≤ L2来源 ↗
- 2026-09-24Google announces unified multi-agent framework for long-form videoGoogle判定 L2采信 L2T3 封顶 ≤ L2来源 ↗
- 2026-09-24Tencent Hunyuan research extends critical-batch-size theory to online LLM RLTencent判定 L1采信 L1T3 封顶 ≤ L2来源 ↗
- 2026-09-23OpenAI releases MentalHealthBenchOpenAI判定 L1采信 L1T3 封顶 ≤ L2来源 ↗
- 2026-09-22Tencent Hunyuan introduces WebCraftBench for agent web-app evaluationTencent判定 L2采信 L2T3 封顶 ≤ L2来源 ↗
- 2026-09-21Microsoft Research highlights RetroChimera model in Nature paperMicrosoft判定 L1采信 L1T3 封顶 ≤ L2来源 ↗
- 2026-09-18Google Research introduces MilleMiglia logistics benchmarkGoogle判定 L1采信 L1T3 封顶 ≤ L2来源 ↗
- 2026-09-14Muse Voice Transcribe achieves lowest semantic WER in Pipecat benchmarkMeta判定 L2采信 L2T3 封顶 ≤ L2来源 ↗
- 2026-09-11Google Antigravity launches AlphaGenome Atlas Skills and /boost commandGoogle判定 L2采信 L2T3 封顶 ≤ L2来源 ↗
- 2026-09-11Google DeepMind uses AI to reconstruct memory for documentary 'Love, Rendered'Google判定 L2采信 L2T3 封顶 ≤ L2来源 ↗
- 2026-09-10Google Research introduces ToolGrad framework for tool-use datasetsGoogle判定 L2采信 L2T3 封顶 ≤ L2来源 ↗
- 2026-09-05Meta's AIRA₃ competes in Kaggle challenge to fine-tune Nemotron 30BMeta判定 L2采信 L2T3 封顶 ≤ L2来源 ↗
- 2026-09-04Microsoft reports HydraFusion results on Terminal-Bench 2.1Microsoft判定 L1采信 L1T3 封顶 ≤ L2来源 ↗
- 2026-09-03Google Research evaluates cross-population genetic risk prediction methodsGoogle判定 L1采信 L1T3 封顶 ≤ L2来源 ↗
- 2026-09-03Google DeepMind introduces WeatherNext 3Google判定 L2采信 L2T3 封顶 ≤ L2来源 ↗
- 2026-09-03Qwen introduces E-Commerce Bench benchmarkAlibaba判定 L2采信 L2T3 封顶 ≤ L2来源 ↗
- 2026-09-02MiniMax reports emergent world-model behavior in H3MiniMax判定 L2采信 L2T3 封顶 ≤ L2来源 ↗
- 2026-09-02Qwen3.8-Max-0902 releasedAlibaba判定 L1采信 L1T3 封顶 ≤ L2来源 ↗
- 2026-09-01Google Research presents MAPL-EMIT methane tracking modelGoogle判定 L2采信 L2T3 封顶 ≤ L2来源 ↗
- 2026-09-01LatchBio evaluates Grok 4.6 on biosecurity tasksxAI判定 L1采信 L1T2 封顶 ≤ L4来源 ↗
- 2026-09-01Anthropic research: Training a Misaligned Reward SeekerAnthropic判定 L1采信 L1T3 封顶 ≤ L2来源 ↗
- 2026-08-31Google Research introduces TimesFM-3 time series foundation modelGoogle判定 L2采信 L2T3 封顶 ≤ L2来源 ↗
- 2026-08-31GigaPath-Flash and GigaTIME-Flash pathology foundation modelsMicrosoft判定 L1采信 L1T3 封顶 ≤ L2来源 ↗
- 2026-08-28OpenAI launches Rosalind WorkbenchOpenAI判定 L1采信 L1T3 封顶 ≤ L2来源 ↗
- 2026-08-28Anthropic Fellows research: Claude autonomously aligns other AIsAnthropic判定 L3采信 L2T3 封顶 ≤ L2来源 ↗
- 2026-08-27Antigravity Teamwork used for research breakthroughsGoogle判定 L1采信 L1T3 封顶 ≤ L2来源 ↗
- 2026-08-27Google Research introduces planetary prediction engineGoogle判定 L2采信 L2T3 封顶 ≤ L2来源 ↗
- 2026-08-26Google Research introduces GlucoFM glucose monitoring foundation modelGoogle判定 L1采信 L1T3 封顶 ≤ L2来源 ↗
- 2026-08-25Google Research presents AgentHands XR prototypeGoogle判定 L1采信 L1T3 封顶 ≤ L2来源 ↗
- 2026-08-25Wan 3.0 ranks highly in Koyal Film Arena animated video categoriesAlibaba判定 L2采信 L2T3 封顶 ≤ L2来源 ↗
- 2026-08-24NVIDIA SANA Sol Engine cuts MiniMax H3 768p latency to 14.93sMiniMax判定 L1采信 L1T2 封顶 ≤ L4来源 ↗
- —Gemini ML skills write and test PySpark code in notebooksGoogle判定 L2采信 L2T3 封顶 ≤ L2来源 ↗
- —Deloitte's Agentic blueprint achieves business impact up to 3x fasterGoogle判定 L1采信 L1T3 封顶 ≤ L2来源 ↗
这个职业服务的赛道
赛道是企业对外出售的一类工作,一份工作通常服务好几个。
这些工作的非技术门槛
不随模型变强而松动的条件。
触及这个职业的工作上没有记录到非技术门槛。
不随模型变强而松动的条件。
本页数字的出处
- 快照版本
- snapshot-1
- 生成时间
- 2026-10-09 08:10 UTC
- 本体版本
- 1.0.0
- 本体 schema
- 2.4.0
- 方法版本
- activity-level-1
- 内容 SHA-256
- 0b46df0246af8a1dc3fd9ce8e6ac9812925ace553984d2b7d45d363d32e27681
- 本快照记录数
- 10,482 工作—任务边 · 900 更新 · 333 模型 · 58 话题 · 1,888 赛道—职业边 · 375 来源账号 · 1 覆盖面记录 · 1 进度记录 · 11 非技术门槛 · 401 涉及工作的更新 · 1,102 证据 · 614 赛道里的工作 · 506 非技术门槛—工作边