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Anthropic Designs Three-Agent Harness Supports Long-Running Full-Stack AI Development

Anthropic introduces a three-agent harness separating planning, generation, and evaluation to improve long-running autonomous AI workflows for frontend and full-stack development. Industry commentary highlights structured approaches, iterative evaluation, and practical methods to maintain coherence and quality over multi-hour AI coding sessions.
By Leela KumiliAfter fighting malware for decades, this cybersecurity veteran is now hacking drones
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Organ-Specific and Conserved Regulatory Logic Orchestrates Gene Expression in the Embryonic Mesothelium
Adv Sci (Weinh). 2026 Apr 3:e17640. doi: 10.1002/advs.202517640. Online ahead of print.
ABSTRACT
The embryonic coelomic mesothelium acts as a critical progenitor hub during mammalian organogenesis, undergoing epithelial-to-mesenchymal transition (EMT) to drive vascular growth and parenchymal development in visceral organs. A prominent example is the epicardium, which plays an essential role during heart development. The principles of gene regulation in the coelomic mesothelium remain poorly defined. Specifically, it is unclear how cis-regulatory elements, including enhancers, orchestrate the spatiotemporal patterns of gene expression required for mesothelial identity and function. Here, a multi-omic approach was used to identify trans- and cis-regulatory elements that regulate mesothelial gene expression in three organs: heart, lung, and pancreas. This analysis uncovers a cardiac-specific regulatory circuit in which the transcription factor (TF) TBX20 selectively activates epicardial enhancers to orchestrate essential developmental programs. In contrast, TF MAF orchestrates pan-mesothelial gene expression via conserved CREs, which are absent in non-mesothelial lineages. Our integrated genomic analysis reveals MAF as a central custodian of mesothelial identity, a role underscored by its negative correlation with EMT, evolutionary conservation, and dynamic regulatory activity throughout development. Our work establishes a foundational blueprint of the gene regulatory landscape governing the coelomic mesothelium, defining both conserved principles and organ-specific mechanisms of spatiotemporal gene expression during early mammalian development.
PMID:41933934 | DOI:10.1002/advs.202517640
Multi-omics analysis identified SPRR2D as a potential biomarker for tumor prognosis and immune microenvironment infiltration: a pan-cancer perspective
Future Sci OA. 2026 Dec;12(1):2653101. doi: 10.1080/20565623.2026.2653101. Epub 2026 Apr 3.
ABSTRACT
BACKGROUND: Clarification of the molecular mechanism of malignant tumor progression, identification of the key signaling pathways and molecules involved in the processes of invasion and metastasis, and identification of new targets and strategies for effective tumor treatment are extremely important for scientific research and clinical application prospects.
METHODS: Based on large-sample data mining, we first evaluated the expression and mutation profiles of SPRR family genes across cancers and then focused on the molecular functions of SPRR2D across cancers.
RESULTS: Multi-omics experiments revealed that SPRR2D is significantly overexpressed in various tumors, especially in LUSC. ROC curve analysis revealed that SPRR2D demonstrated significant diagnostic efficacy across cancers. Cox regression analysis revealed that the expression of SPRR2D was associated with the survival time of patients with various tumors. Moreover, the expression of SPRR2D is closely related to tumor immune infiltration. GDSC data analysis revealed that the expression levels of SPRR1A, SPRR1B, SPRR2A, SPRR3, and SPRR2D are negatively correlated with the sensitivity to gefitinib, trametinib, bosutinib, afatinib, lapatinib, and erlotinib.
CONCLUSIONS: From a multi-omics perspective, it was revealed that SPRR2D plays a significant role in regulating tumorigenesis and drug sensitivity in tumors.
PMID:41933926 | PMC:PMC13051589 | DOI:10.1080/20565623.2026.2653101
Organ-Specific and Conserved Regulatory Logic Orchestrates Gene Expression in the Embryonic Mesothelium
Adv Sci (Weinh). 2026 Apr 3:e17640. doi: 10.1002/advs.202517640. Online ahead of print.
ABSTRACT
The embryonic coelomic mesothelium acts as a critical progenitor hub during mammalian organogenesis, undergoing epithelial-to-mesenchymal transition (EMT) to drive vascular growth and parenchymal development in visceral organs. A prominent example is the epicardium, which plays an essential role during heart development. The principles of gene regulation in the coelomic mesothelium remain poorly defined. Specifically, it is unclear how cis-regulatory elements, including enhancers, orchestrate the spatiotemporal patterns of gene expression required for mesothelial identity and function. Here, a multi-omic approach was used to identify trans- and cis-regulatory elements that regulate mesothelial gene expression in three organs: heart, lung, and pancreas. This analysis uncovers a cardiac-specific regulatory circuit in which the transcription factor (TF) TBX20 selectively activates epicardial enhancers to orchestrate essential developmental programs. In contrast, TF MAF orchestrates pan-mesothelial gene expression via conserved CREs, which are absent in non-mesothelial lineages. Our integrated genomic analysis reveals MAF as a central custodian of mesothelial identity, a role underscored by its negative correlation with EMT, evolutionary conservation, and dynamic regulatory activity throughout development. Our work establishes a foundational blueprint of the gene regulatory landscape governing the coelomic mesothelium, defining both conserved principles and organ-specific mechanisms of spatiotemporal gene expression during early mammalian development.
PMID:41933934 | DOI:10.1002/advs.202517640
Multi-omics analysis identified SPRR2D as a potential biomarker for tumor prognosis and immune microenvironment infiltration: a pan-cancer perspective
Future Sci OA. 2026 Dec;12(1):2653101. doi: 10.1080/20565623.2026.2653101. Epub 2026 Apr 3.
ABSTRACT
BACKGROUND: Clarification of the molecular mechanism of malignant tumor progression, identification of the key signaling pathways and molecules involved in the processes of invasion and metastasis, and identification of new targets and strategies for effective tumor treatment are extremely important for scientific research and clinical application prospects.
METHODS: Based on large-sample data mining, we first evaluated the expression and mutation profiles of SPRR family genes across cancers and then focused on the molecular functions of SPRR2D across cancers.
RESULTS: Multi-omics experiments revealed that SPRR2D is significantly overexpressed in various tumors, especially in LUSC. ROC curve analysis revealed that SPRR2D demonstrated significant diagnostic efficacy across cancers. Cox regression analysis revealed that the expression of SPRR2D was associated with the survival time of patients with various tumors. Moreover, the expression of SPRR2D is closely related to tumor immune infiltration. GDSC data analysis revealed that the expression levels of SPRR1A, SPRR1B, SPRR2A, SPRR3, and SPRR2D are negatively correlated with the sensitivity to gefitinib, trametinib, bosutinib, afatinib, lapatinib, and erlotinib.
CONCLUSIONS: From a multi-omics perspective, it was revealed that SPRR2D plays a significant role in regulating tumorigenesis and drug sensitivity in tumors.
PMID:41933926 | PMC:PMC13051589 | DOI:10.1080/20565623.2026.2653101
Unmasking FCGR2B as a high-grade serous ovarian cancer specific marker of immune suppression and tumor progression through multi-omics mining
Transl Oncol. 2026 Apr 3;67:102748. doi: 10.1016/j.tranon.2026.102748. Online ahead of print.
ABSTRACT
BACKGROUND: Epithelial ovarian cancer (EOC) encompasses five major histological subtypes with marked genetic, immunological, and clinical heterogeneity. While genome-wide association studies (GWAS) have identified subtype-specific risk loci, a critical gap remains in understanding how plasma proteins influence immune-cell traits and contribute to EOC pathogenesis.
METHODS: We integrated subtype-stratified GWAS data from two EOC cohorts with plasma proteomics and immune-cell traits to construct protein-immune-EOC regulatory landscapes using a three-stage Mendelian randomization framework. Single-cell RNA-seq and multiplex immunofluorescence were employed to delineate the cellular distribution and spatial context of causal proteins. Subsequent analyses characterized immune infiltration, macrophage polarization, and clinicopathological associations. Drug-gene correlations were used to identify potential therapeutic targets, and transcriptomic analyses were applied to delineate the underlying transcriptional landscape.
RESULTS: We identified 20 subtype-specific protein-immune-EOC regulatory axes, with FCGR2B emerging as a causal plasma protein in immune regulation and high-grade serous ovarian cancer (HGSOC) progression. FCGR2B was highly expressed in tumor-associated macrophages and was associated with an M2-like polarization phenotype. Functional characterization revealed that FCGR2B was associated with shorter progression-free survival and an immunosuppressive tumor microenvironment. Transcriptomic analyses revealed altered NF-κB signaling upon FCGR2B knockdown, and drug-response data suggested a potential association between high FCGR2B expression and sensitivity to NF-κB inhibitors.
CONCLUSIONS: These findings delineate subtype-specific genetically informed protein-immune regulatory landscapes in EOC and identify FCGR2B as a key immunoregulatory and prognostic biomarker in HGSOC, suggesting FCGR2B as a potential therapeutic vulnerability that warrants further investigation.
PMID:41934917 | DOI:10.1016/j.tranon.2026.102748