source: YC batch W2023 founder at Trigger.dev. Role: CEO. CEO of Trigger.dev. Previously created two iPad apps that won Apple's iPad app of the year award. Worked on several startups including building JSON Hero.

c00: Recent work in computer vision includes 'Video Models Reason Early: Exploiting Plan Commitment for Maze Solving'. Finds video diffusion models commit to a maze-solving plan early in generation, exploited to speed up reasoning. OpenAlex concept tags include "materials science, computer science, engineering, medicine '.

c01: Public author profile is associated with Schott (Germany). Recent work in computational materials and physics includes 'Molecular beam epitaxy of wafer-scale O-band InAs/InGaAs quantum dots on GaAs for quantum photonics'. Grows wafer-scale, electrically tunable O-band InAs/InGaAs quantum dots on GaAs by molecular beam epitaxy for quantum photonics. OpenAlex concept tags include "quantum dot, photon, optoelectronics, physics '.

c02: Public author profile is associated with Hengyang Normal University. Recent work in computer vision includes 'Benchmarking PhD-Level Coding in 3D Geometric Computer Vision'. Benchmarks how well AI coding models handle graduate-level 3D geometric computer-vision programming tasks. OpenAlex concept tags include "chemistry, medicine, biology, organic chemistry '.

c03: Public author profile is associated with Technological University Dublin. Recent work in ai and machine learning includes 'Meteorology-Driven GPT4AP: A Multi-Task Forecasting LLM for Atmospheric Air Pollution in Data-Scarce Settings'. A multi-task LLM that uses meteorological inputs to forecast air pollution in regions with sparse monitoring data. OpenAlex concept tags include "computer science, artificial intelligence, machine learning, engineering '.

c04: Public author profile is associated with Georgia Institute of Technology. Recent work in computational materials and physics includes 'NLSTEM: Non-local denoising for enhanced 4D-STEM pattern indexing'. A non-local denoising method that improves orientation and phase indexing accuracy in 4D-STEM microscopy patterns. OpenAlex concept tags include "materials science, nanotechnology, composite material, physics '.

c05: Public author profile is associated with Schott (Germany). Recent work in computational materials and physics includes 'Molecular beam epitaxy of wafer-scale O-band InAs/InGaAs quantum dots on GaAs for quantum photonics'. Grows wafer-scale, electrically tunable O-band InAs/InGaAs quantum dots on GaAs by molecular beam epitaxy for quantum photonics. OpenAlex concept tags include "physics, materials science, optoelectronics, optics '.

c06: Public author profile is associated with Technological University Dublin. Recent work in ai and machine learning includes 'Meteorology-Driven GPT4AP: A Multi-Task Forecasting LLM for Atmospheric Air Pollution in Data-Scarce Settings'. A multi-task LLM that uses meteorological inputs to forecast air pollution in regions with sparse monitoring data. OpenAlex concept tags include "computer science, artificial intelligence, geography, engineering '.

c07: Public author profile is associated with Peking University. Recent work in ai and machine learning includes 'Think Anywhere in Code Generation'. Lets a reasoning LLM interleave thinking throughout code generation instead of only reasoning upfront. OpenAlex concept tags include "computer science, artificial intelligence, programming language, software engineering '.

c08: Public author profile is associated with Georgia Institute of Technology. Recent work in computational materials and physics includes 'NLSTEM: Non-local denoising for enhanced 4D-STEM pattern indexing'. A non-local denoising method that improves orientation and phase indexing accuracy in 4D-STEM microscopy patterns. OpenAlex concept tags include "materials science, composite material, metallurgy, nanotechnology '.

c09: Public author profile is associated with Schott (Germany). Recent work in computational materials and physics includes 'Molecular beam epitaxy of wafer-scale O-band InAs/InGaAs quantum dots on GaAs for quantum photonics'. Grows wafer-scale, electrically tunable O-band InAs/InGaAs quantum dots on GaAs by molecular beam epitaxy for quantum photonics. OpenAlex concept tags include "materials science, physics, optoelectronics, optics '.

c10: Recent work in ai and machine learning includes 'Tracking Equivalent Mechanistic Interpretations Across Neural Networks'. Studies when different mechanistic-interpretability explanations of separately trained neural networks are functionally equivalent. OpenAlex concept tags include "modular design, computer science, artificial intelligence, psychology '.

c11: Recent work in computer vision includes 'Benchmarking PhD-Level Coding in 3D Geometric Computer Vision'. Benchmarks how well AI coding models handle graduate-level 3D geometric computer-vision programming tasks. OpenAlex concept tags include "computer science, artificial intelligence, computer vision, machine learning '.

c12: Public author profile is associated with Jinan Central Hospital. Recent work in ai and machine learning includes 'Think Anywhere in Code Generation'. Lets a reasoning LLM interleave thinking throughout code generation instead of only reasoning upfront. OpenAlex concept tags include "biology, chemistry, medicine, internal medicine '.

c13: Public author profile is associated with Weizmann Institute of Science. Recent work in computational biology includes 'Modeling the mutational dynamics of very short tandem repeats'. Models how very short tandem-repeat sequences in the genome mutate and expand or contract over generations. OpenAlex concept tags include "biology, stem cell, computational biology, genetics '.

c14: Public author profile is associated with Indian Institute of Technology Kharagpur. Recent work in computational biology includes 'Pan-Cancer Mapping of the Tumor Immune Landscape through Metagene Clustering and Predictive Modeling'. Clusters gene-expression metagenes across cancer types to map tumor immune profiles and predict patient outcomes. OpenAlex concept tags include "computer science, mathematics, physics, artificial intelligence '.

c15: Public author profile is associated with Erasmus MC. Recent work in computer vision includes 'SurgNavAR: An Augmented Reality Surgical Navigation Framework for Optical See-Through Head Mounted Displays'. An augmented-reality surgical navigation system that overlays preoperative 3D imaging via optical see-through headsets. OpenAlex concept tags include "medicine, computer science, computer vision, artificial intelligence '.

c16: Public author profile is associated with Central South University. Recent work in computer vision includes 'OmniRoam: World Wandering via Long-Horizon Panoramic Video Generation'. Generates long-horizon, navigable panoramic video to model persistent, explorable 3D scenes. OpenAlex concept tags include "computer science, artificial intelligence, computer vision, image (mathematics) '.

c17: Public author profile is associated with Schott (Germany). Recent work in computational materials and physics includes 'Molecular beam epitaxy of wafer-scale O-band InAs/InGaAs quantum dots on GaAs for quantum photonics'. Grows wafer-scale, electrically tunable O-band InAs/InGaAs quantum dots on GaAs by molecular beam epitaxy for quantum photonics. OpenAlex concept tags include "physics, quantum dot, photon, optoelectronics '.

c18: Public author profile is associated with Weizmann Institute of Science. Recent work in computational biology includes 'Modeling the mutational dynamics of very short tandem repeats'. Models how very short tandem-repeat sequences in the genome mutate and expand or contract over generations. OpenAlex concept tags include "biology, gene, genetics, computational biology '.

c19: Public author profile is associated with Johns Hopkins University. Recent work in ai and machine learning includes 'Think Anywhere in Code Generation'. Lets a reasoning LLM interleave thinking throughout code generation instead of only reasoning upfront. OpenAlex concept tags include "biology, medicine, gene, cell biology '.

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c00：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

criteria: 没有具体关联 只有泛泛的领域相似 有具体共同方向或可用的互补能力 有非常明确的共同工作内容或直接互补

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c01：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c02：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c03：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c04：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c05：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c06：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c07：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c08：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c09：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c10：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c11：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c12：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c13：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c14：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c15：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c16：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c17：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c18：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c19：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补


source: YC batch W2023 founder at Langfuse. Role: Founder. Built trading systems at Trade Republic (European 5bn Fintech). Knows the ins and outs of building reliable, scalable systems.

c00: Recent work in quantitative social science and economics includes 'Penalized GMM Framework for Inference on Functionals of Nonparametric Instrumental Variable Estimators'. A penalized GMM method for debiased statistical inference on functionals of nonparametric instrumental-variable estimators. OpenAlex concept tags include "estimator, mathematics, computer science, mathematical optimization '.

c01: Public author profile is associated with University of Bari Aldo Moro. Recent work in quantitative social science and economics includes 'Violence Against Women: a pilot study on the perception of Apulian High school students'. A pilot survey of how Apulian high-school students perceive violence against women. OpenAlex concept tags include "mathematics, statistics, geography, ecology '.

c02: Public author profile is associated with Tongji University. Recent work in computational materials and physics includes 'A Precision Emulation Approach to the GPU Acceleration of Ab Initio Electronic Structure Calculations'. Emulates double-precision arithmetic with INT8 GPU operations to speed up first-principles electronic-structure calculations. OpenAlex concept tags include "chemistry, physics, materials science, computer science '.

c03: Public author profile is associated with University of Bari Aldo Moro. Recent work in quantitative social science and economics includes 'Violence Against Women: a pilot study on the perception of Apulian High school students'. A pilot survey of how Apulian high-school students perceive violence against women. OpenAlex concept tags include "biology, statistics, geography, ecology '.

c04: Public author profile is associated with Tianjin Hospital. Recent work in computational materials and physics includes 'A Precision Emulation Approach to the GPU Acceleration of Ab Initio Electronic Structure Calculations'. Emulates double-precision arithmetic with INT8 GPU operations to speed up first-principles electronic-structure calculations. OpenAlex concept tags include "computer science, geology, cloud computing, artificial intelligence '.

c05: Public author profile is associated with Anhui University. Recent work in ai and machine learning includes 'Think Anywhere in Code Generation'. Lets a reasoning LLM interleave thinking throughout code generation instead of only reasoning upfront. OpenAlex concept tags include "computer science, programming language, artificial intelligence, software engineering '.

c06: Public author profile is associated with Geoscience BC. Recent work in quantitative social science and economics includes 'GPU-accelerated Bayesian inference for block-cave mine monitoring via muon tomography'. Speeds up Bayesian inversion of muon-tomography data with GPUs to monitor rock density in block-cave mining. OpenAlex concept tags include "inversion (geology), computer science, geology, time domain '.

c07:
[person] (@[person]). base in Amsterdam; works with @pydantic.

[contact removed]

Representative projects and topics: Data validation using Python type hints; A flake8 plugin to check Pydantic related code.; Automatically add type hints for Django powered applications.; An extensible and sane implementation of JsonLogic; A Python library for tree data structures with an intuitive, yet powerful API.; PyPy is a very fast and compliant implementation of the Python language..

c08: Public author profile is associated with Jinan Central Hospital. Recent work in ai and machine learning includes 'Think Anywhere in Code Generation'. Lets a reasoning LLM interleave thinking throughout code generation instead of only reasoning upfront. OpenAlex concept tags include "biology, chemistry, medicine, internal medicine '.

c09: Public author profile is associated with Southwest Forestry University. Recent work in computer vision includes 'OmniRoam: World Wandering via Long-Horizon Panoramic Video Generation'. Generates long-horizon, navigable panoramic video to model persistent, explorable 3D scenes. OpenAlex concept tags include "medicine, biology, environmental science, environmental health '.

c10: Public author profile is associated with University of Würzburg. Recent work in computational materials and physics includes 'Molecular beam epitaxy of wafer-scale O-band InAs/InGaAs quantum dots on GaAs for quantum photonics'. Grows wafer-scale, electrically tunable O-band InAs/InGaAs quantum dots on GaAs by molecular beam epitaxy for quantum photonics. OpenAlex concept tags include "physics, materials science, optics, optoelectronics '.

c11: Public author profile is associated with Santobono Children's Hospital. Recent work in quantitative social science and economics includes 'Violence Against Women: a pilot study on the perception of Apulian High school students'. A pilot survey of how Apulian high-school students perceive violence against women. OpenAlex concept tags include "biology, mathematics, environmental science, statistics '.

c12: Recent work in quantitative social science and economics includes 'Association of Radiologic PPFE Change with Mortality in Lung Cancer Screening Cohorts'. Tracks radiologic pleuroparenchymal fibroelastosis changes in lung-cancer screening cohorts and tests their association with mortality.

c13: Public author profile is associated with University of Würzburg. Recent work in computational materials and physics includes 'Molecular beam epitaxy of wafer-scale O-band InAs/InGaAs quantum dots on GaAs for quantum photonics'. Grows wafer-scale, electrically tunable O-band InAs/InGaAs quantum dots on GaAs by molecular beam epitaxy for quantum photonics. OpenAlex concept tags include "quantum dot, physics, photon, quantum '.

c14: Public author profile is associated with Gansu Agricultural University. Recent work in ai and machine learning includes 'Think Anywhere in Code Generation'. Lets a reasoning LLM interleave thinking throughout code generation instead of only reasoning upfront. OpenAlex concept tags include "medicine, chemistry, biology, internal medicine '.

c15: Public author profile is associated with Alexandru Ioan Cuza University. Recent work in ai and machine learning includes 'Aligning Validation with Deployment: Target-Weighted Cross-Validation for Spatial Prediction'. Proposes a target-weighted cross-validation scheme so spatial-prediction error estimates match the actual deployment distribution. OpenAlex concept tags include "geology, computer science, environmental science, geography '.

c16: Public author profile is associated with Peking University. Recent work in ai and machine learning includes 'Think Anywhere in Code Generation'. Lets a reasoning LLM interleave thinking throughout code generation instead of only reasoning upfront. OpenAlex concept tags include "computer science, artificial intelligence, programming language, software engineering '.

c17: Recent work in computer vision includes 'Video Models Reason Early: Exploiting Plan Commitment for Maze Solving'. Finds video diffusion models commit to a maze-solving plan early in generation, exploited to speed up reasoning. OpenAlex concept tags include "materials science, computer science, engineering, medicine '.

c18: Public author profile is associated with University of Würzburg. Recent work in computational materials and physics includes 'Molecular beam epitaxy of wafer-scale O-band InAs/InGaAs quantum dots on GaAs for quantum photonics'. Grows wafer-scale, electrically tunable O-band InAs/InGaAs quantum dots on GaAs by molecular beam epitaxy for quantum photonics. OpenAlex concept tags include "biology, optoelectronics, materials science, optics '.

c19: Public author profile is associated with Suzhou University of Science and Technology. Recent work in computer vision includes 'Benchmarking PhD-Level Coding in 3D Geometric Computer Vision'. Benchmarks how well AI coding models handle graduate-level 3D geometric computer-vision programming tasks. OpenAlex concept tags include "computer science, artificial intelligence, pattern recognition (psychology), machine learning '.

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c00：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

criteria: 没有具体关联 只有泛泛的领域相似 有具体共同方向或可用的互补能力 有非常明确的共同工作内容或直接互补

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c01：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c02：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c03：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c04：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c05：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c06：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c07：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c08：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c09：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c10：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c11：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c12：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c13：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c14：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c15：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c16：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c17：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c18：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c19：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补


source: YC batch W2024 founder at Ecliptor. Role: Founder. EECS from the University of Michigan, concentrated in machine learning + system and product design. Before founding Ecliptor, ML engineer on the Recommendations team at Twitch, and prior internships in product @ Nutanix and IoT Eng @ GE.

c00: Public author profile is associated with Georgia Institute of Technology. Recent work in computational materials and physics includes 'NLSTEM: Non-local denoising for enhanced 4D-STEM pattern indexing'. A non-local denoising method that improves orientation and phase indexing accuracy in 4D-STEM microscopy patterns. OpenAlex concept tags include "medicine, chemistry, physics, biology '.

c01: Public author profile is associated with Nanjing Agricultural University. Recent work in computational materials and physics includes 'Molecular beam epitaxy of wafer-scale O-band InAs/InGaAs quantum dots on GaAs for quantum photonics'. Grows wafer-scale, electrically tunable O-band InAs/InGaAs quantum dots on GaAs by molecular beam epitaxy for quantum photonics. OpenAlex concept tags include "biology, computer science, gene, computational biology '.

c02: Public author profile is associated with East China University of Science and Technology. Recent work in computational biology includes 'Modeling the mutational dynamics of very short tandem repeats'. Models how very short tandem-repeat sequences in the genome mutate and expand or contract over generations. OpenAlex concept tags include "medicine, chemistry, biology, apoptosis '.

c03: Recent work in ai and machine learning includes 'Tracking Equivalent Mechanistic Interpretations Across Neural Networks'. Studies when different mechanistic-interpretability explanations of separately trained neural networks are functionally equivalent. OpenAlex concept tags include "modular design, computer science, artificial intelligence, psychology '.

c04: Recent work in ai and machine learning includes 'Tracking Equivalent Mechanistic Interpretations Across Neural Networks'. Studies when different mechanistic-interpretability explanations of separately trained neural networks are functionally equivalent. OpenAlex concept tags include "computer science, artificial intelligence, psychology, natural language processing '.

c05: Public author profile is associated with Georgia Institute of Technology. Recent work in computational materials and physics includes 'NLSTEM: Non-local denoising for enhanced 4D-STEM pattern indexing'. A non-local denoising method that improves orientation and phase indexing accuracy in 4D-STEM microscopy patterns. OpenAlex concept tags include "materials science, nanotechnology, composite material, physics '.

c06: Public author profile is associated with Schott (Germany). Recent work in computational materials and physics includes 'Molecular beam epitaxy of wafer-scale O-band InAs/InGaAs quantum dots on GaAs for quantum photonics'. Grows wafer-scale, electrically tunable O-band InAs/InGaAs quantum dots on GaAs by molecular beam epitaxy for quantum photonics. OpenAlex concept tags include "physics, quantum dot, photon, optoelectronics '.

c07: Public author profile is associated with Tianjin University of Technology. Recent work in computer vision includes 'OmniRoam: World Wandering via Long-Horizon Panoramic Video Generation'. Generates long-horizon, navigable panoramic video to model persistent, explorable 3D scenes. OpenAlex concept tags include "chemistry, materials science, chemical engineering, physics '.

c09:
[person] (@[person]). base in Half Moon Bay, California; works with Datasette.

Representative projects and topics: An open source multi-tool for exploring and publishing data; Python CLI utility and library for manipulating SQLite databases; Access large language models from the command-line; A command-line utility for taking automated screenshots of websites; Concatenate a directory full of files into a single prompt for use with LLMs; A tool for creating credentials for accessing S3 buckets.

c10:
[person] (@[person]). base in Berkeley.

🏍 🛣 🌎 I miss _why.

Representative projects and topics: Give your JS App some Backbone with Models, Views, Collections, and Events; JavaScript's utility _ belt; Unfancy JavaScript; Literate Programming can be Quick and Dirty.; Code as Art, Art as Code. Processing and Ruby are meant for each other.; A TextMate Bundle for CoffeeScript.

{"message":"Moved Permanently","url":"

c11:
[person] (@[person])

Senior Data Scientist

Representative projects and topics: Python utilities to download and parse the MNIST dataset; Service to preview documentation from GitHub artifacts; Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R data.frame objects, statistical functions, and much more; A high-performance library for compressed ndarrays, with a flexible computational engine; Tests to read Iceberg directly from pandas; Meson PEP 517 Python build backend.

c12: Public author profile is associated with University of Shanghai for Science and Technology. Recent work in computer vision includes 'Conditional Polarization Guidance for Camouflaged Object Detection'. Uses polarization cues, conditioned on scene context, to help detect objects camouflaged against their background. OpenAlex concept tags include "medicine, biology, internal medicine, virology '.

c13:
[person] (@[person]). base in Bengaluru; works with @pydantic.

Software Engineer @pydantic

Representative projects and topics: Agent Framework / shim to use Pydantic with LLMs; AI observability platform for production LLM and agent systems.; Uncomplicated Observability for Python and beyond! 🪵🔥; JavaScript and TypeScript SDK for Logfire.

c14: Public author profile is associated with Wuhan University of Technology. Recent work in computer vision includes 'Conditional Polarization Guidance for Camouflaged Object Detection'. Uses polarization cues, conditioned on scene context, to help detect objects camouflaged against their background. OpenAlex concept tags include "medicine, materials science, physics, computer science '.

c15: Recent work in computer vision includes 'Video Models Reason Early: Exploiting Plan Commitment for Maze Solving'. Finds video diffusion models commit to a maze-solving plan early in generation, exploited to speed up reasoning. OpenAlex concept tags include "computer science, artificial intelligence, machine learning, task (project management) '.

c16: Public author profile is associated with University Hospital Regensburg. Recent work in computational biology includes 'Modeling the mutational dynamics of very short tandem repeats'. Models how very short tandem-repeat sequences in the genome mutate and expand or contract over generations. OpenAlex concept tags include "lineage (genetic), biology, computational biology, genetics '.

c17: Public author profile is associated with Anhui Polytechnic University. Recent work in computational materials and physics includes 'Learning the Exact Flux: Neural Riemann Solvers with Hard Constraints'. Trains a neural network to approximate exact Riemann-problem fluxes for Godunov-type computational fluid dynamics solvers. OpenAlex concept tags include "china, economics, business, political science '.

c18: Public author profile is associated with Google DeepMind (United Kingdom). Recent work in ai and machine learning includes 'Refined Detection for Gumbel Watermarking'. Proposes a near-optimal detection method for Aaronson's Gumbel scheme for watermarking LLM output. OpenAlex concept tags include "computer science, mathematics, mathematical optimization, artificial intelligence '.

c19: Recent work in computational biology includes 'Latent-Y: A Lab-Validated Autonomous Agent for De Novo Drug Design'. An autonomous agent that plans and runs de novo drug-design iterations, validated against real wet-lab results.

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c00：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

criteria: 没有具体关联 只有泛泛的领域相似 有具体共同方向或可用的互补能力 有非常明确的共同工作内容或直接互补

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c01：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c02：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c03：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c04：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c05：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c06：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c07：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c08：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c09：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c10：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c11：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c12：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c13：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c14：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c15：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c16：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c17：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c18：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c19：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补


source: YC batch W2021 founder at Dyte. Role: Founder. Co-founder at Dyte. Based in Bengaluru, India.

c00: Public author profile is associated with Southwest Forestry University. Recent work in computer vision includes 'OmniRoam: World Wandering via Long-Horizon Panoramic Video Generation'. Generates long-horizon, navigable panoramic video to model persistent, explorable 3D scenes. OpenAlex concept tags include "medicine, biology, environmental science, environmental health '.

c01: Recent work in computer vision includes 'Benchmarking PhD-Level Coding in 3D Geometric Computer Vision'. Benchmarks how well AI coding models handle graduate-level 3D geometric computer-vision programming tasks. OpenAlex concept tags include "computer science, artificial intelligence, computer vision, machine learning '.

c02: Public author profile is associated with Central South University. Recent work in computer vision includes 'OmniRoam: World Wandering via Long-Horizon Panoramic Video Generation'. Generates long-horizon, navigable panoramic video to model persistent, explorable 3D scenes. OpenAlex concept tags include "computer science, artificial intelligence, computer vision, image (mathematics) '.

c03: Public author profile is associated with China Europe International Business School. Recent work in computer vision includes 'Benchmarking PhD-Level Coding in 3D Geometric Computer Vision'. Benchmarks how well AI coding models handle graduate-level 3D geometric computer-vision programming tasks. OpenAlex concept tags include "psychology, social psychology, computer science, political science '.

c04: Recent work in computer vision includes 'Video Models Reason Early: Exploiting Plan Commitment for Maze Solving'. Finds video diffusion models commit to a maze-solving plan early in generation, exploited to speed up reasoning. OpenAlex concept tags include "computer science, artificial intelligence, machine learning, task (project management) '.

c05: Public author profile is associated with Pennsylvania State University. Recent work in computational biology includes 'Poisoning the Genome: Targeted Backdoor Attacks on DNA Foundation Models'. Demonstrates targeted backdoor data-poisoning attacks against genomic foundation models trained on DNA sequences. OpenAlex concept tags include "biology, genome, genetics, computational biology '.

c06: Public author profile is associated with Innsbruck Medical University. Recent work in computational biology includes 'Latent-Y: A Lab-Validated Autonomous Agent for De Novo Drug Design'. An autonomous agent that plans and runs de novo drug-design iterations, validated against real wet-lab results. OpenAlex concept tags include "medicine, anesthesia, intensive care medicine, surgery '.

c07: Public author profile is associated with Indian Institute of Technology Kharagpur. Recent work in computational biology includes 'Pan-Cancer Mapping of the Tumor Immune Landscape through Metagene Clustering and Predictive Modeling'. Clusters gene-expression metagenes across cancer types to map tumor immune profiles and predict patient outcomes. OpenAlex concept tags include "computer science, mathematics, physics, artificial intelligence '.

c08: Recent work in quantitative social science and economics includes 'GPU-accelerated Bayesian inference for block-cave mine monitoring via muon tomography'. Speeds up Bayesian inversion of muon-tomography data with GPUs to monitor rock density in block-cave mining. OpenAlex concept tags include "computer science, linguistics, geography, archaeology '.

c09: Public author profile is associated with Bielefeld University. Recent work in quantitative social science and economics includes 'Retrospective Economic Evaluation of Group Testing in the COVID-19 Pandemic'. Retrospectively evaluates the economic cost-effectiveness of pooled group testing as COVID-19 surveillance policy. OpenAlex concept tags include "computer science, mathematical optimization, mathematics, algorithm '.

c10: Public author profile is associated with Tianjin University of Technology. Recent work in computer vision includes 'OmniRoam: World Wandering via Long-Horizon Panoramic Video Generation'. Generates long-horizon, navigable panoramic video to model persistent, explorable 3D scenes. OpenAlex concept tags include "chemistry, materials science, chemical engineering, physics '.

c11: Recent work in quantitative social science and economics includes 'GPU-accelerated Bayesian inference for block-cave mine monitoring via muon tomography'. Speeds up Bayesian inversion of muon-tomography data with GPUs to monitor rock density in block-cave mining. OpenAlex concept tags include "computer science, mathematics, statistics, artificial intelligence '.

c12: Public author profile is associated with Kunming University of Science and Technology. Recent work in computational biology includes 'A Hierarchical Sheaf Spectral Embedding Framework for Single-Cell RNA-seq Analysis'. Uses sheaf-theoretic spectral embeddings to represent single-cell RNA-seq structure across multiple scales in a stable way. OpenAlex concept tags include "chemistry, medicine, physics, biology '.

c13: Public author profile is associated with Nanjing Agricultural University. Recent work in computational materials and physics includes 'Molecular beam epitaxy of wafer-scale O-band InAs/InGaAs quantum dots on GaAs for quantum photonics'. Grows wafer-scale, electrically tunable O-band InAs/InGaAs quantum dots on GaAs by molecular beam epitaxy for quantum photonics. OpenAlex concept tags include "biology, computer science, gene, computational biology '.

c14: Recent work in ai and machine learning includes 'Aligned, Orthogonal or In-conflict: When can we safely optimize Chain-of-Thought?'. Studies when optimizing an LLM's visible chain-of-thought stays a faithful monitor of its reasoning versus becomes misleading.

c15: Public author profile is associated with Wuhan University of Technology. Recent work in computational materials and physics includes 'Learning the Exact Flux: Neural Riemann Solvers with Hard Constraints'. Trains a neural network to approximate exact Riemann-problem fluxes for Godunov-type computational fluid dynamics solvers. OpenAlex concept tags include "psychology, computer science, social psychology, business '.

c16:
[person] (@[person]). works with @langchain-ai.

Trace tackler @ LangChain

Representative projects and topics: An Open-Source Asynchronous Coding Agent; 📃 A better UX for chat, writing content, and coding with LLMs.; An open-source, no-code agent building platform.; 📲 An agent for sourcing, curating, and scheduling social media posts with human-in-the-loop.; 🦜💬 Web app for interacting with any LangGraph agent (PY & TS) via a chat interface.; 📥 An inbox UX for interacting with human-in-the-loop agents..

[](

c17:
[person] (@[person]). base in Berkeley.

🏍 🛣 🌎 I miss _why.

Representative projects and topics: Give your JS App some Backbone with Models, Views, Collections, and Events; JavaScript's utility _ belt; Unfancy JavaScript; Literate Programming can be Quick and Dirty.; Code as Art, Art as Code. Processing and Ruby are meant for each other.; A TextMate Bundle for CoffeeScript.

{"message":"Moved Permanently","url":"

c18:
[person] (@[person]). base in Amsterdam; works with DuckDB Labs.

Mostly DuckDB

Representative projects and topics: DuckDB is an analytical in-process SQL database management system; New Parser for DuckDB; DuckDB is an embeddable SQL OLAP Database Management System; Library to read a subset of Parquet files; duckdb extension for curl; Website [person].

c19:
[person] (@[person])

(hello) => there

Representative projects and topics: A repo for getting started with Prefect.; Production repository for the all-new Advantage360 Professional using ZMK engine; Control Gmail, Google Calendar, Docs, Sheets, Slides, Chat, Forms, Tasks, Search & Drive with AI - Comprehensive Google Workspace / G Suite MCP Server; Excel-like grid component built with React, with editors, keyboard navigation, copy & paste, and the like; A MCP server for the Frankfurter API for currency exchange rates..

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c00：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

criteria: 没有具体关联 只有泛泛的领域相似 有具体共同方向或可用的互补能力 有非常明确的共同工作内容或直接互补

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c01：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c02：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c03：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c04：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c05：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c06：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c07：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c08：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c09：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c10：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c11：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c12：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c13：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c14：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c15：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c16：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c17：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c18：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c19：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补


source: YC batch F2024 founder at Candle. Role: Co-Founder and CTO. Previously worked on ads relevance & ranking @ Twitter, and architected changes to the sharing/permissions framework @ Asana.

c00: Public author profile is associated with University College Dublin. Recent work in ai and machine learning includes 'Meteorology-Driven GPT4AP: A Multi-Task Forecasting LLM for Atmospheric Air Pollution in Data-Scarce Settings'. A multi-task LLM that uses meteorological inputs to forecast air pollution in regions with sparse monitoring data. OpenAlex concept tags include "computer science, artificial intelligence, environmental science, meteorology '.

c01: Public author profile is associated with Oak Ridge National Laboratory. Recent work in ai and machine learning includes 'Tucker Attention: A generalization of approximate attention mechanisms'. Generalizes memory-efficient attention variants like grouped-query and multi-head latent attention via Tucker tensor decomposition. OpenAlex concept tags include "computer science, mathematical optimization, physics, mathematics '.

c02: Recent work in computer vision includes 'Video Models Reason Early: Exploiting Plan Commitment for Maze Solving'. Finds video diffusion models commit to a maze-solving plan early in generation, exploited to speed up reasoning. OpenAlex concept tags include "materials science, computer science, engineering, medicine '.

c03: Public author profile is associated with Shandong Provincial Hospital. Recent work in computer vision includes 'Conditional Polarization Guidance for Camouflaged Object Detection'. Uses polarization cues, conditioned on scene context, to help detect objects camouflaged against their background. OpenAlex concept tags include "biology, computer science, geology, environmental science '.

c04: Public author profile is associated with University of Padua. Recent work in computational biology includes 'Sampling at intermediate temperatures is optimal for training large language models in protein structure prediction'. Finds that sampling the loss landscape at intermediate Langevin-dynamics temperatures best trains transformers for protein structure prediction. OpenAlex concept tags include "microstructure, materials science, metallurgy, chemistry '.

c05: Public author profile is associated with Schott (Germany). Recent work in computational materials and physics includes 'Molecular beam epitaxy of wafer-scale O-band InAs/InGaAs quantum dots on GaAs for quantum photonics'. Grows wafer-scale, electrically tunable O-band InAs/InGaAs quantum dots on GaAs by molecular beam epitaxy for quantum photonics. OpenAlex concept tags include "physics, quantum dot, photon, optoelectronics '.

c06: Public author profile is associated with Schott (Germany). Recent work in computational materials and physics includes 'Molecular beam epitaxy of wafer-scale O-band InAs/InGaAs quantum dots on GaAs for quantum photonics'. Grows wafer-scale, electrically tunable O-band InAs/InGaAs quantum dots on GaAs by molecular beam epitaxy for quantum photonics. OpenAlex concept tags include "molecular beam epitaxy, optoelectronics, materials science, epitaxy '.

c07: Recent work in computational biology includes 'A Hierarchical Sheaf Spectral Embedding Framework for Single-Cell RNA-seq Analysis'. Uses sheaf-theoretic spectral embeddings to represent single-cell RNA-seq structure across multiple scales in a stable way. OpenAlex concept tags include "betti number, physics, combinatorics, algorithm '.

c08: Public author profile is associated with University of Würzburg. Recent work in computational materials and physics includes 'Molecular beam epitaxy of wafer-scale O-band InAs/InGaAs quantum dots on GaAs for quantum photonics'. Grows wafer-scale, electrically tunable O-band InAs/InGaAs quantum dots on GaAs by molecular beam epitaxy for quantum photonics. OpenAlex concept tags include "quantum dot, physics, photon, quantum '.

c09: Recent work in quantitative social science and economics includes 'Longest weakly increasing subsequences of discrete random walks on the integers with heavy tailed distribution of increments'. Analyzes the length of longest weakly increasing subsequences in random walks whose step sizes follow a heavy-tailed distribution. OpenAlex concept tags include "poisson distribution, statistics, statistical physics, random variable '.

c10: Public author profile is associated with Klox Technologies (Canada). Recent work in quantitative social science and economics includes 'GPU-accelerated Bayesian inference for block-cave mine monitoring via muon tomography'. Speeds up Bayesian inversion of muon-tomography data with GPUs to monitor rock density in block-cave mining. OpenAlex concept tags include "physics, large hadron collider, particle physics, nuclear physics '.

c11: Public author profile is associated with Simon Fraser University. Recent work in quantitative social science and economics includes 'GPU-accelerated Bayesian inference for block-cave mine monitoring via muon tomography'. Speeds up Bayesian inversion of muon-tomography data with GPUs to monitor rock density in block-cave mining. OpenAlex concept tags include "physics, mathematics, computer science, statistics '.

c12: Public author profile is associated with Columbia University. Recent work in quantitative social science and economics includes 'The Problem of Dynamic Spatial Sampling and Geofence Surveillance'. Formalizes the dynamic spatial-sampling problem underlying geofence-based surveillance systems. OpenAlex concept tags include "medicine, nephrotoxicity, internal medicine, surgery '.

c13: Public author profile is associated with Adobe Systems (United States). Recent work in computer vision includes 'OmniRoam: World Wandering via Long-Horizon Panoramic Video Generation'. Generates long-horizon, navigable panoramic video to model persistent, explorable 3D scenes. OpenAlex concept tags include "computer science, artificial intelligence, computer vision, computer graphics (images) '.

c14: Public author profile is associated with Simon Fraser University. Recent work in quantitative social science and economics includes 'GPU-accelerated Bayesian inference for block-cave mine monitoring via muon tomography'. Speeds up Bayesian inversion of muon-tomography data with GPUs to monitor rock density in block-cave mining. OpenAlex concept tags include "mathematics, computer science, philosophy, mathematical analysis '.

c15: Public author profile is associated with Santobono Children's Hospital. Recent work in quantitative social science and economics includes 'Violence Against Women: a pilot study on the perception of Apulian High school students'. A pilot survey of how Apulian high-school students perceive violence against women. OpenAlex concept tags include "biology, mathematics, environmental science, statistics '.

c16: Public author profile is associated with Nanchang University. Recent work in computer vision includes 'OmniRoam: World Wandering via Long-Horizon Panoramic Video Generation'. Generates long-horizon, navigable panoramic video to model persistent, explorable 3D scenes. OpenAlex concept tags include "chemistry, biology, engineering, biochemistry '.

c17: Public author profile is associated with Universidade de São Paulo. Recent work in quantitative social science and economics includes 'Longest weakly increasing subsequences of discrete random walks on the integers with heavy tailed distribution of increments'. Analyzes the length of longest weakly increasing subsequences in random walks whose step sizes follow a heavy-tailed distribution. OpenAlex concept tags include "physics, mathematics, discrete mathematics, computer science '.

c18: Public author profile is associated with Texas Tech University. Recent work in ai and machine learning includes 'Reward-Based Online LLM Routing via NeuralUCB'. Uses a NeuralUCB bandit algorithm to route queries among LLMs online for cost-aware reward optimization. OpenAlex concept tags include "biology, medicine, chemistry, bacteria '.

c19: Public author profile is associated with Tianjin University. Recent work in computational materials and physics includes 'A Precision Emulation Approach to the GPU Acceleration of Ab Initio Electronic Structure Calculations'. Emulates double-precision arithmetic with INT8 GPU operations to speed up first-principles electronic-structure calculations. OpenAlex concept tags include "chemistry, materials science, nanotechnology, physics '.

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c00：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

criteria: 没有具体关联 只有泛泛的领域相似 有具体共同方向或可用的互补能力 有非常明确的共同工作内容或直接互补

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c01：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c02：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c03：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c04：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c05：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c06：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c07：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c08：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c09：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c10：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c11：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c12：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c13：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c14：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c15：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c16：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c17：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c18：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c19：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补


source: YC batch S2020 founder at Supabase. Role: Founder & CEO. CEO, Supabase.

c00:
[person] (@[person]). base in Cambridge, MA.

Engineering @langchain-ai

Representative projects and topics: The agent engineering platform; Build resilient language agents as graphs.; Agent harness built with LangChain and LangGraph. Equipped with a planning tool, a filesystem backend, and the ability to spawn subagents - well-equipped to handle complex agentic tasks.; 🦜🔗 Docs for LangChain projects; Webhook trigger option for LangSmith's Fleet; ID vinyl records with Computer Vision & fetch metadata for radio DJs.

c01: Public author profile is associated with University of Wollongong. Recent work in ai and machine learning includes 'Aligning Validation with Deployment: Target-Weighted Cross-Validation for Spatial Prediction'. Proposes a target-weighted cross-validation scheme so spatial-prediction error estimates match the actual deployment distribution. OpenAlex concept tags include "medicine, mathematics, statistics, econometrics '.

c02: Public author profile is associated with Oak Ridge National Laboratory. Recent work in ai and machine learning includes 'Tucker Attention: A generalization of approximate attention mechanisms'. Generalizes memory-efficient attention variants like grouped-query and multi-head latent attention via Tucker tensor decomposition. OpenAlex concept tags include "computer science, mathematical optimization, physics, mathematics '.

c03: Public author profile is associated with Schott (Germany). Recent work in computational materials and physics includes 'Molecular beam epitaxy of wafer-scale O-band InAs/InGaAs quantum dots on GaAs for quantum photonics'. Grows wafer-scale, electrically tunable O-band InAs/InGaAs quantum dots on GaAs by molecular beam epitaxy for quantum photonics. OpenAlex concept tags include "nanowire, materials science, physics, optoelectronics '.

c04:
[person] (@[person]). works with @bentoml.

emacs otaku

Representative projects and topics: Hua (㕦) is a hy-like lisp language to lua compiler.; [zsy.ds4] is is a simple max patch to handle Dualshock 4 inputs (over bluetooth); retro forth in lua; lightweight script for nanopi oled hat; toy dsp library in python; The Modular Platform (includes MAX & Mojo).

c05: Public author profile is associated with Hong Kong Polytechnic University. Recent work in computer vision includes 'OmniRoam: World Wandering via Long-Horizon Panoramic Video Generation'. Generates long-horizon, navigable panoramic video to model persistent, explorable 3D scenes. OpenAlex concept tags include "materials science, microstructure, composite material, metallurgy '.

c06: Public author profile is associated with Nanchang University. Recent work in computer vision includes 'OmniRoam: World Wandering via Long-Horizon Panoramic Video Generation'. Generates long-horizon, navigable panoramic video to model persistent, explorable 3D scenes. OpenAlex concept tags include "chemistry, biology, engineering, biochemistry '.

c07:
[person] (@[person]). base in Bengaluru; works with @pydantic.

Software Engineer @pydantic

Representative projects and topics: Agent Framework / shim to use Pydantic with LLMs; AI observability platform for production LLM and agent systems.; Uncomplicated Observability for Python and beyond! 🪵🔥; JavaScript and TypeScript SDK for Logfire.

c08: Public author profile is associated with National and Kapodistrian University of Athens. Recent work in ai and machine learning includes 'Tucker Attention: A generalization of approximate attention mechanisms'. Generalizes memory-efficient attention variants like grouped-query and multi-head latent attention via Tucker tensor decomposition. OpenAlex concept tags include "mathematics, computer science, physics, applied mathematics '.

c09: Public author profile is associated with University of Bari Aldo Moro. Recent work in quantitative social science and economics includes 'Violence Against Women: a pilot study on the perception of Apulian High school students'. A pilot survey of how Apulian high-school students perceive violence against women. OpenAlex concept tags include "biology, statistics, geography, ecology '.

c10: Public author profile is associated with Texas Tech University. Recent work in ai and machine learning includes 'Reward-Based Online LLM Routing via NeuralUCB'. Uses a NeuralUCB bandit algorithm to route queries among LLMs online for cost-aware reward optimization. OpenAlex concept tags include "biology, medicine, chemistry, bacteria '.

c11: Public author profile is associated with Instituto de Recursos Naturales y Agrobiología de Sevilla. Recent work in ai and machine learning includes 'Do covariates explain why these groups differ? The choice of reference group can reverse conclusions in the Oaxaca-Blinder decomposition'. Shows the reference group chosen in Oaxaca-Blinder decomposition can flip conclusions about what explains between-group outcome gaps. OpenAlex concept tags include "agronomy, chemistry, biology, horticulture '.

c12:
[person] (@[person]). works with Dagster Labs.

@dagster-io, @illinois

Representative projects and topics: An orchestration platform for the development, production, and observation of data assets.; july; An encrypted messenger application for Android devices; Sling is a CLI tool that extracts data from a source storage/database and loads it in a target storage/database.; Get started with dbt in less than 1 minute from `git clone` to `dbt docs serve` for free!; The Python Package Index.

c13: Public author profile is associated with Wuhan University of Technology. Recent work in computational materials and physics includes 'Learning the Exact Flux: Neural Riemann Solvers with Hard Constraints'. Trains a neural network to approximate exact Riemann-problem fluxes for Godunov-type computational fluid dynamics solvers. OpenAlex concept tags include "psychology, computer science, social psychology, business '.

c14: Public author profile is associated with Google DeepMind (United Kingdom). Recent work in ai and machine learning includes 'Refined Detection for Gumbel Watermarking'. Proposes a near-optimal detection method for Aaronson's Gumbel scheme for watermarking LLM output. OpenAlex concept tags include "computer science, mathematics, mathematical optimization, artificial intelligence '.

c15: Public author profile is associated with East China University of Science and Technology. Recent work in computational biology includes 'Modeling the mutational dynamics of very short tandem repeats'. Models how very short tandem-repeat sequences in the genome mutate and expand or contract over generations. OpenAlex concept tags include "medicine, chemistry, biology, apoptosis '.

c16:
[person] (@[person]). base in Half Moon Bay, California; works with Datasette.

Representative projects and topics: An open source multi-tool for exploring and publishing data; Python CLI utility and library for manipulating SQLite databases; Access large language models from the command-line; A command-line utility for taking automated screenshots of websites; Concatenate a directory full of files into a single prompt for use with LLMs; A tool for creating credentials for accessing S3 buckets.

c17: Public author profile is associated with University of Manchester. Recent work in computational materials and physics includes 'Deep-UV bleaching of charge disorder in encapsulated graphene'. Uses deep-UV light to reduce charged-impurity disorder in encapsulated graphene, improving two-dimensional electronic device quality. OpenAlex concept tags include "materials science, optoelectronics, physics, nanotechnology '.

c18: Public author profile is associated with University of Pittsburgh. Recent work in quantitative social science and economics includes 'A Bayesian Finite Mixture Model Approach for Mixed-type Data Clustering and Variable Selection with Censored Biomarkers'. Bayesian finite-mixture clustering for patient data mixing continuous, categorical, and censored biomarker variables, with built-in variable selection. OpenAlex concept tags include "medicine, internal medicine, disease, intensive care medicine '.

c19: Recent work in computer vision includes 'Video Models Reason Early: Exploiting Plan Commitment for Maze Solving'. Finds video diffusion models commit to a maze-solving plan early in generation, exploited to speed up reasoning. OpenAlex concept tags include "materials science, computer science, engineering, medicine '.

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c00：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

criteria: 没有具体关联 只有泛泛的领域相似 有具体共同方向或可用的互补能力 有非常明确的共同工作内容或直接互补

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c01：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c02：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c03：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c04：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c05：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c06：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c07：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c08：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c09：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c10：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c11：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c12：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c13：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c14：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c15：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c16：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c17：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c18：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c19：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补


source: YC batch S2020 founder at Humanloop. Role: Co-founder and CTO. Previously Co-founder @Certua. ML PhD at UCL and BSc Mathematics at Trinity.

c00:
[person] (@[person]). base in Amsterdam; works with @pydantic.

[contact removed]

Representative projects and topics: Data validation using Python type hints; A flake8 plugin to check Pydantic related code.; Automatically add type hints for Django powered applications.; An extensible and sane implementation of JsonLogic; A Python library for tree data structures with an intuitive, yet powerful API.; PyPy is a very fast and compliant implementation of the Python language..

c01: Public author profile is associated with Sun Yat-sen University. Recent work in quantitative social science and economics includes 'A Bayesian Finite Mixture Model Approach for Mixed-type Data Clustering and Variable Selection with Censored Biomarkers'. Bayesian finite-mixture clustering for patient data mixing continuous, categorical, and censored biomarker variables, with built-in variable selection. OpenAlex concept tags include "chemistry, materials science, biology, biochemistry '.

c02: Public author profile is associated with Austin College. Recent work in computational biology includes 'Poisoning the Genome: Targeted Backdoor Attacks on DNA Foundation Models'. Demonstrates targeted backdoor data-poisoning attacks against genomic foundation models trained on DNA sequences. OpenAlex concept tags include "computer science, genome, sequence (biology), dna sequencing '.

c03:
[person] (@[person]). works with @bentoml.

emacs otaku

Representative projects and topics: Hua (㕦) is a hy-like lisp language to lua compiler.; [zsy.ds4] is is a simple max patch to handle Dualshock 4 inputs (over bluetooth); retro forth in lua; lightweight script for nanopi oled hat; toy dsp library in python; The Modular Platform (includes MAX & Mojo).

c04: Public author profile is associated with Anhui Polytechnic University. Recent work in computational materials and physics includes 'Learning the Exact Flux: Neural Riemann Solvers with Hard Constraints'. Trains a neural network to approximate exact Riemann-problem fluxes for Godunov-type computational fluid dynamics solvers. OpenAlex concept tags include "china, economics, business, political science '.

c06: Public author profile is associated with Monash University. Recent work in quantitative social science and economics includes 'When Bayes goes bad: Weakly-regularized covariate adjustment leads to a biased estimate of prevalence'. Shows weak regularization in Bayesian covariate-adjusted prevalence estimation from non-random samples can bias the result. OpenAlex concept tags include "econometrics, bayesian probability, mathematics, artificial intelligence '.

c07: Public author profile is associated with United States Naval Research Laboratory. Recent work in computational materials and physics includes 'NLSTEM: Non-local denoising for enhanced 4D-STEM pattern indexing'. A non-local denoising method that improves orientation and phase indexing accuracy in 4D-STEM microscopy patterns. OpenAlex concept tags include "materials science, composite material, metallurgy, computer science '.

c08: Public author profile is associated with Nanjing Agricultural University. Recent work in computational materials and physics includes 'Molecular beam epitaxy of wafer-scale O-band InAs/InGaAs quantum dots on GaAs for quantum photonics'. Grows wafer-scale, electrically tunable O-band InAs/InGaAs quantum dots on GaAs by molecular beam epitaxy for quantum photonics. OpenAlex concept tags include "biology, computer science, gene, computational biology '.

c09: Public author profile is associated with Wuhan University of Technology. Recent work in computational materials and physics includes 'Learning the Exact Flux: Neural Riemann Solvers with Hard Constraints'. Trains a neural network to approximate exact Riemann-problem fluxes for Godunov-type computational fluid dynamics solvers. OpenAlex concept tags include "psychology, computer science, social psychology, business '.

c10: Public author profile is associated with Weizmann Institute of Science. Recent work in computational biology includes 'Modeling the mutational dynamics of very short tandem repeats'. Models how very short tandem-repeat sequences in the genome mutate and expand or contract over generations. OpenAlex concept tags include "biology, stem cell, computational biology, genetics '.

c11: Public author profile is associated with Gansu Agricultural University. Recent work in ai and machine learning includes 'Think Anywhere in Code Generation'. Lets a reasoning LLM interleave thinking throughout code generation instead of only reasoning upfront. OpenAlex concept tags include "medicine, chemistry, biology, internal medicine '.

c12: Public author profile is associated with Tianjin University of Technology. Recent work in computer vision includes 'OmniRoam: World Wandering via Long-Horizon Panoramic Video Generation'. Generates long-horizon, navigable panoramic video to model persistent, explorable 3D scenes. OpenAlex concept tags include "chemistry, materials science, chemical engineering, physics '.

c13: Public author profile is associated with Georgia Institute of Technology. Recent work in computational materials and physics includes 'NLSTEM: Non-local denoising for enhanced 4D-STEM pattern indexing'. A non-local denoising method that improves orientation and phase indexing accuracy in 4D-STEM microscopy patterns. OpenAlex concept tags include "medicine, chemistry, physics, biology '.

c14: Public author profile is associated with Weizmann Institute of Science. Recent work in computational biology includes 'Modeling the mutational dynamics of very short tandem repeats'. Models how very short tandem-repeat sequences in the genome mutate and expand or contract over generations. OpenAlex concept tags include "biology, gene, genetics, computational biology '.

c15: Public author profile is associated with Xiamen University. Recent work in ai and machine learning includes 'Think Anywhere in Code Generation'. Lets a reasoning LLM interleave thinking throughout code generation instead of only reasoning upfront. OpenAlex concept tags include "chemistry, materials science, condensed matter physics, physics '.

c16: Public author profile is associated with Jinan Central Hospital. Recent work in ai and machine learning includes 'Think Anywhere in Code Generation'. Lets a reasoning LLM interleave thinking throughout code generation instead of only reasoning upfront. OpenAlex concept tags include "biology, chemistry, medicine, internal medicine '.

c17: Public author profile is associated with Georgia Institute of Technology. Recent work in computational materials and physics includes 'NLSTEM: Non-local denoising for enhanced 4D-STEM pattern indexing'. A non-local denoising method that improves orientation and phase indexing accuracy in 4D-STEM microscopy patterns. OpenAlex concept tags include "materials science, nanotechnology, composite material, physics '.

c18: Public author profile is associated with Johns Hopkins University. Recent work in ai and machine learning includes 'Think Anywhere in Code Generation'. Lets a reasoning LLM interleave thinking throughout code generation instead of only reasoning upfront. OpenAlex concept tags include "biology, medicine, gene, cell biology '.

c19: Public author profile is associated with Georgia Institute of Technology. Recent work in computational materials and physics includes 'NLSTEM: Non-local denoising for enhanced 4D-STEM pattern indexing'. A non-local denoising method that improves orientation and phase indexing accuracy in 4D-STEM microscopy patterns. OpenAlex concept tags include "materials science, composite material, metallurgy, nanotechnology '.

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c00：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

criteria: 没有具体关联 只有泛泛的领域相似 有具体共同方向或可用的互补能力 有非常明确的共同工作内容或直接互补

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c01：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c02：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c03：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c04：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c05：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c06：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c07：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c08：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c09：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c10：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c11：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c12：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c13：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c14：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c15：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c16：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c17：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c18：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c19：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补


source: YC batch S2024 founder at Laminar. Role: Founder. Co-founder and CEO @ Laminar (lmnr.ai). Previously interned at Palantir building semantic search and at Bloomberg scaling market tick processing pipeline by 10x to 10M ticks/s.

c00: Public author profile is associated with Xiamen University. Recent work in ai and machine learning includes 'Think Anywhere in Code Generation'. Lets a reasoning LLM interleave thinking throughout code generation instead of only reasoning upfront. OpenAlex concept tags include "chemistry, materials science, condensed matter physics, physics '.

c02: Public author profile is associated with Kunming University of Science and Technology. Recent work in computational biology includes 'A Hierarchical Sheaf Spectral Embedding Framework for Single-Cell RNA-seq Analysis'. Uses sheaf-theoretic spectral embeddings to represent single-cell RNA-seq structure across multiple scales in a stable way. OpenAlex concept tags include "chemistry, medicine, physics, biology '.

c03: Public author profile is associated with University of Michigan–Ann Arbor. Recent work in quantitative social science and economics includes 'The Problem of Dynamic Spatial Sampling and Geofence Surveillance'. Formalizes the dynamic spatial-sampling problem underlying geofence-based surveillance systems. OpenAlex concept tags include "replication (statistics), computer science, environmental science, engineering '.

c04: Public author profile is associated with Minzu University of China. Recent work in computer vision includes 'OmniRoam: World Wandering via Long-Horizon Panoramic Video Generation'. Generates long-horizon, navigable panoramic video to model persistent, explorable 3D scenes. OpenAlex concept tags include "chemistry, medicine, computer science, artificial intelligence '.

c05: Public author profile is associated with Gansu Agricultural University. Recent work in ai and machine learning includes 'Think Anywhere in Code Generation'. Lets a reasoning LLM interleave thinking throughout code generation instead of only reasoning upfront. OpenAlex concept tags include "medicine, chemistry, biology, internal medicine '.

c06: Public author profile is associated with Jinan Central Hospital. Recent work in ai and machine learning includes 'Think Anywhere in Code Generation'. Lets a reasoning LLM interleave thinking throughout code generation instead of only reasoning upfront. OpenAlex concept tags include "biology, chemistry, medicine, internal medicine '.

c08: Public author profile is associated with Alibaba Group (United States). Recent work in ai and machine learning includes 'Think Anywhere in Code Generation'. Lets a reasoning LLM interleave thinking throughout code generation instead of only reasoning upfront. OpenAlex concept tags include "computer science, artificial intelligence, physics, programming language '.

c09: Public author profile is associated with Hong Kong Polytechnic University. Recent work in computer vision includes 'OmniRoam: World Wandering via Long-Horizon Panoramic Video Generation'. Generates long-horizon, navigable panoramic video to model persistent, explorable 3D scenes. OpenAlex concept tags include "materials science, microstructure, composite material, metallurgy '.

c10: Public author profile is associated with Southwest Forestry University. Recent work in computer vision includes 'OmniRoam: World Wandering via Long-Horizon Panoramic Video Generation'. Generates long-horizon, navigable panoramic video to model persistent, explorable 3D scenes. OpenAlex concept tags include "medicine, biology, environmental science, environmental health '.

c11: Public author profile is associated with Shanghai University. Recent work in computer vision includes 'OmniRoam: World Wandering via Long-Horizon Panoramic Video Generation'. Generates long-horizon, navigable panoramic video to model persistent, explorable 3D scenes. OpenAlex concept tags include "biology, computer science, artificial intelligence, gene '.

c12: Public author profile is associated with Friedrich-Alexander-Universität Erlangen-Nürnberg. Recent work in quantitative social science and economics includes 'Retrospective Economic Evaluation of Group Testing in the COVID-19 Pandemic'. Retrospectively evaluates the economic cost-effectiveness of pooled group testing as COVID-19 surveillance policy. OpenAlex concept tags include "medicine, computer science, mathematics, biology '.

c13: Public author profile is associated with Anhui University. Recent work in ai and machine learning includes 'Think Anywhere in Code Generation'. Lets a reasoning LLM interleave thinking throughout code generation instead of only reasoning upfront. OpenAlex concept tags include "computer science, programming language, artificial intelligence, software engineering '.

c14: Public author profile is associated with University of Manchester. Recent work in computational materials and physics includes 'Deep-UV bleaching of charge disorder in encapsulated graphene'. Uses deep-UV light to reduce charged-impurity disorder in encapsulated graphene, improving two-dimensional electronic device quality. OpenAlex concept tags include "materials science, optoelectronics, physics, nanotechnology '.

c15: Public author profile is associated with Otto-von-Guericke University Magdeburg. Recent work in ai and machine learning includes 'Tucker Attention: A generalization of approximate attention mechanisms'. Generalizes memory-efficient attention variants like grouped-query and multi-head latent attention via Tucker tensor decomposition. OpenAlex concept tags include "computer science, electroencephalography, climate change, artificial intelligence '.

c16: Public author profile is associated with Pennsylvania State University. Recent work in quantitative social science and economics includes 'A Unified Framework for Nonlinear Mediation Analysis of Random Objects'. Extends mediation analysis to non-Euclidean data like distributions, images, and networks using a nonlinear geometric framework. OpenAlex concept tags include "mathematics, computer science, statistics, algorithm '.

c17: Public author profile is associated with University of Manchester. Recent work in computational materials and physics includes 'Deep-UV bleaching of charge disorder in encapsulated graphene'. Uses deep-UV light to reduce charged-impurity disorder in encapsulated graphene, improving two-dimensional electronic device quality. OpenAlex concept tags include "materials science, nanotechnology, chemistry, physics '.

c18: Public author profile is associated with Bielefeld University. Recent work in quantitative social science and economics includes 'Retrospective Economic Evaluation of Group Testing in the COVID-19 Pandemic'. Retrospectively evaluates the economic cost-effectiveness of pooled group testing as COVID-19 surveillance policy. OpenAlex concept tags include "computer science, mathematical optimization, mathematics, algorithm '.

c19: Public author profile is associated with University of Shanghai for Science and Technology. Recent work in computer vision includes 'Conditional Polarization Guidance for Camouflaged Object Detection'. Uses polarization cues, conditioned on scene context, to help detect objects camouflaged against their background. OpenAlex concept tags include "medicine, biology, internal medicine, virology '.

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c00：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

criteria: 没有具体关联 只有泛泛的领域相似 有具体共同方向或可用的互补能力 有非常明确的共同工作内容或直接互补

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c01：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c02：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c03：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c04：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c05：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c06：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c07：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c08：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c09：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c10：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c11：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c12：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c13：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c14：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c15：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c16：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c17：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c18：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

type: score

instructions: 只比较 on.source 与 ctx[0].candidates.c19：双方职业、研究、技能或资源存在多强的具体关联，值得进一步交流或协作？依据这两份材料中的实际内容，区分泛泛相似与具体共同方向、互补能力；不得编造经历、意愿或已发生的合作。同批其他候选是独立问题，不作为这个候选的证据。

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补

有具体共同方向或可用的互补能力

有非常明确的共同工作内容或直接互补