Develop algorithms and study computational properties
As of 2026-10-09, AI does this work at L2 Partial automation. 53 updates bear on it. Strongest evidence: Confirmed by several sources.
- Level
- L2Partial automation
- Updates
- 53
- Companies
- 8Google · Microsoft · Alibaba
- Strongest evidence
- T2Confirmed by several sources
What moved it
Every update that bears on this work, newest first.
- 2026-10-08GoogleAMIE matches doctor diagnoses in 90% of 100 patient interactions with 0 safety stops
Google Research reports that in a Lancet-published evaluation with BIDMC Medicine, AMIE had 0 safety stops and matched doctor diagnoses in 90% of cases across 100 patient interactions in a real clinic.
- 2026-10-08GoogleGoogle's AMIE studied prospectively in real clinic, results in The Lancet
Google says its medical research system AMIE is the first patient-facing conversational diagnostic tool studied prospectively in a real-world clinical setting; in a Lancet study, patients chatting with AMIE before appointments built confidence and organized their thoughts.
- 2026-10-06GoogleGoogle Research shows Google Earth AI can help forecast disease outbreaks
Google Research reports that Google Earth AI can help public health teams address crises more quickly by combining behavioral trends and geospatial AI models, shifting response from reactive to proactive.
- 2026-10-06GoogleGoogle DeepMind launches EmbeddingGemma 2 multimodal on-device embedding model
Google DeepMind released EmbeddingGemma 2, a 740M-parameter natively multimodal open model for on-device embeddings that unifies text, images, audio, video, and code in a shared space.
- 2026-10-06GoogleGoogle Earth AI Population Dynamics Foundation Model case studies
Google Research shared results of five partner-driven case studies showing how Google Earth AI's Population Dynamics Foundation Model addresses public health data gaps.
- 2026-10-02GoogleGoogle Research introduces TEE-based federated learning system
Google Research announced a next-generation federated learning system using Trusted Execution Environments for verifiable differential privacy.
- 2026-10-01GoogleGoogle DeepMind launches SynthID Bio watermarking for biological designs
SynthID Bio is a new family of watermarking methods for AI-generated biological designs, embedding imperceptible signatures into protein sequences without affecting function.
- 2026-09-30GoogleGoogle science AI model ranks highest in CDC flu forecasting
The CDC announces that of 39 eligible models, Google's science AI model ranked highest for forecasting flu-related hospital admissions during the 2025-26 flu season.
- 2026-09-30MicrosoftMicrosoft Research machine learning system predicts space-weather damage
Microsoft Research presents a machine learning system that predicts where space-weather damage is likely to occur 30-60 minutes before a storm arrives.
- 2026-09-29GoogleGoogle Research introduces Diffusion Controller for image generation steering
Google Research presents Diffusion Controller, a lightweight steering damper that improves prompt alignment in image generation without breaking stability.
- 2026-09-29MicrosoftMicrosoft Research introduces Quine, a multimodal world model of biology
Microsoft Research describes Quine, an early-stage research effort to create a multimodal world model of biology connecting insights across biological scales and modalities.
- 2026-09-28AlibabaQoder knowledge engine builds knowledge graph from code
At Apsara Conference 2026, Qoder described its knowledge engine that builds a knowledge graph from code to provide context for AI-assisted coding.
- 2026-09-25AnthropicAnthropic Science Blog: Claude can do Nine Loops
Anthropic's Science Blog discusses whether Claude can compute nine-loop scattering amplitudes, which are notoriously hard to calculate.
- 2026-09-24GoogleGoogle announces unified multi-agent framework for long-form video
Google Research announced a unified multi-agent framework for generating temporally consistent long-form video narratives while mitigating visual drift and error propagation.
- 2026-09-23MicrosoftMicrosoft Research findings on moving robot AI inference off-device
Microsoft Research published findings showing that moving AI inference beyond the robot can improve task success and efficiency for physical AI workloads.
- 2026-09-22TencentTencent Hunyuan introduces WebCraftBench for agent web-app evaluation
Tencent Hunyuan announced WebCraftBench, a benchmark where agents use a live app, with coverage-guided exploration and scoring of aesthetics and usability.
- 2026-09-21MicrosoftMicrosoft Research highlights RetroChimera model in Nature paper
A new Nature paper highlights RetroChimera, a predictive model that helps accelerate chemical synthesis for exploring a wide range of molecules.
- 2026-09-19AlibabaAlibaba releases Qwen3.8-LiveTranslate real-time interpretation model
Qwen releases Qwen3.8-LiveTranslate, a next-generation real-time simultaneous interpretation model built on an Interleave architecture, reducing average lagging (LAAL) from 2.8s to 2.3s across 60 languages.
- 2026-09-18GoogleGoogle Research introduces MilleMiglia logistics benchmark
Google Research described MilleMiglia, a standardized benchmark for middle-mile logistics network optimization using spatial clustering and gravity models.
- 2026-09-17AnthropicAnthropic work on running biology open-source models more cheaply
Anthropic discusses making specialized open-source biology models cheaper to run to broaden their impact.
- 2026-09-15GoogleGoogle Research introduces Retrieve-for-Train framework
Google Research presented Retrieve-for-Train, a framework that replaces heavy autoregressive inference with a lightweight diffusion model for faster, cheaper AI search.
- 2026-09-15GoogleGoogle publishes white paper on AI for crisis resilience
Google Research shared a white paper, 'How Google AI is reshaping crisis resilience,' outlining work on AI models and partnerships for earlier natural disaster prediction and warnings.
- 2026-09-15TencentTencent Hunyuan introduces EvolveScaler
Tencent Hunyuan presents EvolveScaler, framed around Information Evolution where records get retracted, corrected and backfilled.
- 2026-09-14MiniMaxMiniMax H3 achieves over 2x real-time denoising on 8x B200
MiniMax H3 with sgl_project and VDN-H3 achieves beyond 2x real-time denoising on 8x B200, generating 14.4s of 768p video in 9.0s end-to-end after warmup with no measured quality regression.
- 2026-09-11GoogleGoogle Antigravity launches AlphaGenome Atlas Skills and /boost command
Google Antigravity team launched AlphaGenome Atlas Skills to accelerate genomic discovery using AI agents, and added a /boost command for complex developer tasks via multi-agent reasoning.
- 2026-09-11GoogleGoogle DeepMind uses AI to reconstruct memory for documentary 'Love, Rendered'
Google DeepMind paired restored archival photos with pose control models to capture mannerisms and micro-expressions for the documentary 'Love, Rendered'.
- 2026-09-11GoogleGoogle Research TIPSv2 demo and Q&A at ECCV 2026
Google Research hosts a demo and Q&A session on TIPSv2 and spatial vision-language pretraining at its ECCV 2026 booth.
- 2026-09-10GoogleGoogle Research introduces ToolGrad framework for tool-use datasets
Google Research introduced ToolGrad, an efficient framework for generating tool-use datasets that generates ground-truth tool-use chains before prompts, achieving a nearly 100% pass rate and improved LLM tool-use performance.
- 2026-09-10GoogleGoogle DeepMind researcher receives PAMI Mark Everingham Prize at ECCV 2026
Christine Kaeser-Chen and the Fine-Grained Visual Categorization Challenge Series team receive the PAMI Mark Everingham Prize at ECCV 2026 for contributions to computer vision.
- 2026-09-10TencentTencent Hunyuan releases AuK open-source speech model
Tencent Hunyuan released AuK, an open-source foundation model for unified speech generation and editing supporting zero-shot TTS, instruction-controlled generation, content editing and whisper-conversion.
- 2026-09-09OpenAIOpenAI shares cyber defense architecture and playbook
OpenAI describes mobilizing 250+ people to strengthen defenses across hundreds of systems, with cyber models finding and fixing vulnerabilities, and shares the architecture and a practical playbook.
- 2026-09-09GoogleGoogle Research releases complete male fruit fly brain wiring diagram
Google Research's Connectomics team, with HHMI Janelia, released the complete wiring diagram of a male fruit fly's brain and central nervous system, the largest brain map by proofread neurons to date.
- 2026-09-08GoogleGoogle DeepMind launches AlphaGenome Atlas
Google DeepMind introduces AlphaGenome Atlas, an AI-powered searchable database mapping the predicted impact of all 9 billion possible single-letter DNA changes.
- 2026-09-05MetaMeta's AIRA₃ competes in Kaggle challenge to fine-tune Nemotron 30B
Meta entered its autonomous AI research system AIRA₃ in a live Kaggle competition run by NVIDIA to fine-tune a 30B Nemotron model for better reasoning.
- 2026-09-04AnthropicClaude completes first formalized proof of Fermat's Last Theorem
Anthropic said Claude completed the first formalized proof of Fermat's Last Theorem, converting the reasoning into a form Lean can verify.
- 2026-09-03GoogleGoogle Research evaluates cross-population genetic risk prediction methods
Google Research published a blog evaluating ways to improve cross-population genetic risk prediction, finding that transfer learning from European cohorts helps small populations but degrades accuracy as target cohort sample sizes grow.
- 2026-09-03GoogleGoogle DeepMind introduces WeatherNext 3
Google DeepMind and Google Research introduce WeatherNext 3, a global weather AI model using real-time satellite data for hourly high-resolution forecasts, up to 5x sharper than WeatherNext 2.
- 2026-09-02GoogleGoogle discusses WeatherNext forecasting models
Google shared information about its WeatherNext forecasting models.
- 2026-09-02MiniMaxMiniMax reports emergent world-model behavior in H3
MiniMax describes finding a 'world' inside H3, using only 8K samples and 0.199% trainable parameters to turn H3's language understanding into character and camera control.
- 2026-09-02AlibabaDreamX-Creator audio-visual generation model
DreamX-Creator, built on Wan2.2, generates native synced 2K audio-visual from a single frame plus text with lip-sync and Foley in one pass.
- 2026-09-01GoogleGoogle Research presents MAPL-EMIT methane tracking model
Google Research describes MAPL-EMIT, a deep-learning model that automates global methane tracking from space, with a dataset released.
- 2026-09-01TencentHy4 preview autonomously finds inference bottlenecks, lifts throughput 31.8%
Tencent Hunyuan reports that Hy4 preview found inference bottlenecks on its own and lifted end-to-end throughput 31.8% via operator fusion and communication optimizations, stable across context lengths and concurrency.
- 2026-09-01AnthropicAnthropic research: Training a Misaligned Reward Seeker
Anthropic published research on training an Opus model to reward-hack in order to study how cheating during training produces severe misalignment.
- 2026-08-31GoogleGoogle Research introduces TimesFM-3 time series foundation model
Google Research announced TimesFM-3, a time series foundation model that performs accurate multivariate forecasting in a single forward pass and outperforms other forecasting models on major benchmarks.
- 2026-08-31MicrosoftGigaPath-Flash and GigaTIME-Flash pathology foundation models
Microsoft Research presents GigaPath-Flash and GigaTIME-Flash, pathology foundation models that cut computational demands while maintaining strong performance.
- 2026-08-29TencentTencent Hunyuan compresses Hy4-preview to ~200GiB GGUF with MIX-STQ1_0
Tencent Hunyuan announced a quantization method, MIX-STQ1_0, that compresses the Hy4-preview model from 1.5TB to about 200GiB GGUF while maintaining performance.
- 2026-08-28AnthropicAnthropic Fellows research: Claude autonomously aligns other AIs
Anthropic published Fellows research showing Claude, given 48 hours and one GPU, researched, proposed, trained and tested methods to improve alignment of small models.
- 2026-08-27GoogleAntigravity Teamwork used for research breakthroughs
Google Research and Google DeepMind researchers used Teamwork in Antigravity, a multi-agent framework, to achieve results in theoretical computer science, research mathematics and systems engineering.
- 2026-08-27GoogleGoogle Research introduces planetary prediction engine
Google Research introduced an experimental research capability that automates global geospatial modeling workflows for applications such as public health and food security.
- 2026-08-26GoogleGoogle Research introduces GlucoFM glucose monitoring foundation model
Google Research introduced GlucoFM, a lightweight self-supervised continuous glucose monitoring foundation model that separates metabolic baselines from transient spikes.
- 2026-08-25GoogleGoogle Research presents AgentHands XR prototype
Google Research describes AgentHands, an LLM-powered XR prototype adding synchronized expressive hand gestures to conversational agents.
- 2026-08-24MiniMaxNVIDIA SANA Sol Engine cuts MiniMax H3 768p latency to 14.93s
NVIDIA SANA team's Sol Engine work on MiniMax H3 reduced 10s 768p generation latency on a single GB200 from 414s to 14.93s using a 4-step low-res draft and 3-step LTX refinement with Sol-Attn.
- UndatedMicrosoftGitHub adds context-aware secret classifier checking candidates under 2ms
GitHub introduces a context-aware classifier that checks candidate secrets in under 2 milliseconds and could more than double the number of secrets push protection prevents.