{"id":661942,"date":"2026-10-30T12:53:57","date_gmt":"2026-10-30T11:53:57","guid":{"rendered":"https:\/\/aivancity.ai\/blog\/with-claude-a-new-milestone-for-biological-research\/"},"modified":"2026-10-30T12:55:18","modified_gmt":"2026-10-30T11:55:18","slug":"with-claude-a-new-milestone-for-biological-research","status":"publish","type":"post","link":"https:\/\/aivancity.ai\/blog\/en\/with-claude-a-new-milestone-for-biological-research\/","title":{"rendered":"With Claude, a new milestone for biological research?"},"content":{"rendered":"\n<div style=\"  margin: 28px 0; padding: 26px 30px; background: linear-gradient(135deg, #f4eee5 0%, #ffffff 100%); border-left: 6px solid #986e13; border-radius: 0 14px 14px 0; box-shadow: 0 5px 18px rgba(59, 75, 132, 0.10);  \">\n  <p style=\"  margin: 0; color: #26345f; font-family: Arial, sans-serif; font-size: 18px; line-height: 1.75; font-weight: 400; text-align: justify;  \" class=\"aiv-lettrine\">\n     On <strong>September 23, 2026<\/strong>,\n <strong style=\"color: #3358ff;\">   Anthropic<\/strong>\n   presented the initial findings from its\n <strong>   AI-assisted biology lab<\/strong>.\n   The company claims that a\n <strong>   set of Claude agents<\/strong> identified,\n   in <strong>genomic data<\/strong>,\n   a system combining a\n    <strong>reverse transcriptase<\/strong>  to\n    <strong>DNA repeats<\/strong>  that are reminiscent of certain\n     features of  <strong>CRISPR<\/strong>.\n     The result is interesting, but its\n <strong>   biological function<\/strong>, its\n <strong>   exact novelty<\/strong>, and its\n <strong>   usefulness remain to be established<\/strong>:\n <strong style=\"color: #986e13;\">   What does\n   this experiment actually demonstrate about AI\u2019s ability to accelerate\n   scientific discovery?<\/strong>\n  <\/p>\n<\/div>\n\n<div style=\"  display:grid; grid-template-columns:42px 1fr; column-gap:2px; align-items:start; margin:20px 0 30px;  \">\n\n   <div style=\" color:#B18418; font-size:23px; line-height:1.2; font-weight:800; letter-spacing:1px; padding-top:5px; \">\n   01\n <\/div>\n\n  <h2 style=\" margin:0; color:#171D45; font-size:30px; line-height:1.2; font-weight:800; letter-spacing:-0.6px; \">\nWhat Anthropic Actually Announced\n <\/h2> \n\n<\/div>\n\n<p class=\"text-justify wp-block-paragraph\">In the spring of 2026, Anthropic established a life sciences research team and an experimental laboratory in the San Francisco Bay Area. Its goal is to use Claude to explore biological databases, generate hypotheses, and then test those hypotheses through laboratory experiments.<sup><a href=\"#ref1\" data-type=\"internal\" data-id=\"#ref1\">[1]<\/a><\/sup><\/p>\n\n<p class=\"text-justify wp-block-paragraph\">For its first publicly announced program, the company asked Claude to search for unusual examples of reverse transcriptases. These enzymes copy RNA into DNA and play a role in several biological mechanisms. The researchers identified a complex comprising a reverse transcriptase, a long series of noncoding DNA repeats, and a neighboring protein whose function remains unknown. Anthropic named this complex ART, short for array-associated reverse transcriptases.<sup><a href=\"#ref1\" data-type=\"internal\" data-id=\"#ref1\">[1<\/a><a href=\"#ref2\" data-type=\"internal\" data-id=\"#ref2\">][2]<\/a><\/sup><\/p>\n\n<p class=\"text-justify wp-block-paragraph\">The system has been observed in bacteriophages, viruses that infect bacteria. The comparison with CRISPR stems primarily from the repetitive organization of the sequences and the presence of an associated enzymatic system. Anthropic notes, however, that it does not know the primary function of ART. It is therefore not established that it is a gene-editing mechanism, nor that it could become a medical tool.<\/p>\n\n<div style=\"  display:grid; grid-template-columns:42px 1fr; column-gap:2px; align-items:start; margin:20px 0 30px;  \">\n\n   <div style=\" color:#B18418; font-size:23px; line-height:1.2; font-weight:800; letter-spacing:1px; padding-top:5px; \">\n   02\n <\/div>\n\n  <h2 style=\" margin:0; color:#171D45; font-size:30px; line-height:1.2; font-weight:800; letter-spacing:-0.6px; \">\nWhat&#8217;s Really New\n <\/h2> \n\n<\/div>\n\n<p class=\"text-justify wp-block-paragraph\">The reverse transcriptase identified in the phage in question was not entirely unknown. It had already appeared in a comparative genomics study published in 2021 on three giant bacteriophages infecting Staphylococcus aureus. <sup><a href=\"#ref7\" data-type=\"internal\" data-id=\"#ref7\">[7]<\/a><\/sup> The contribution attributed to Claude consists rather in having linked this enzyme to a larger structure, including DNA repeats and an accessory gene.<\/p>\n\n<p class=\"text-justify wp-block-paragraph\">The potential scientific novelty therefore lies in the characterization of a genetic system that has been little studied to date. The methodological novelty seems more clear-cut: general-purpose agents\u2014capable of writing code, querying databases, and reorienting their search\u2014have explored a data space that a human team would have found difficult to examine exhaustively within the same timeframe.<\/p>\n\n<p class=\"text-justify wp-block-paragraph\">This distinction is essential. Discovering that an element exists, proposing a function for it, demonstrating its mechanism, and transforming that mechanism into a tool are four distinct steps. At this stage, ART is primarily a promising biological subject for study.<\/p>\n\n<p><style>\n.aiv8-pill{display:flex;align-items:center;gap:4px;background:rgba(255,255,255,0.07);border:1px solid rgba(255,255,255,0.11);border-radius:20px;padding:4px 10px;font-size:11.5px;color:rgba(255,255,255,0.72);white-space:nowrap;font-family:-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,sans-serif;}\n.aiv8-pill svg{width:11px;height:11px;flex-shrink:0;stroke:#3986e1;}\n.aiv8-cta:hover{background:#2f72c8 !important;}\n.aiv8-badge-inner{display:inline-flex;align-items:center;gap:5px;background:rgba(57,134,225,0.12);border:1px solid rgba(57,134,225,0.35);border-radius:20px;padding:3px 10px;}\n.aiv8-badge-dot{width:5px;height:5px;border-radius:50%;background:#3986e1;display:inline-block;flex-shrink:0;}\n@media(max-width:640px){\n  .aiv8-responsive{flex-direction:column !important;}\n  .aiv8-img-wrap{width:100% !important;height:180px !important;}\n  .aiv8-img-overlay{background:linear-gradient(to bottom,rgba(35,38,65,0) 30%,rgba(35,38,65,1) 100%) !important;}\n  .aiv8-body-wrap{padding:18px 20px 24px !important;}\n  .aiv8-logo-img{width:150px !important;}\n  .aiv8-cta{width:100% !important;text-align:center !important;display:block !important;}\n  .aiv8-badge-hide{display:none !important;}\n}\n<\/style>\n<div style=\"background:#232641;border-radius:16px;overflow:hidden;margin:40px 0;box-sizing:border-box;font-family:-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,sans-serif;\">\n  <div class=\"aiv8-responsive\" style=\"display:flex !important;flex-direction:row !important;min-height:240px;\">\n    <div class=\"aiv8-img-wrap\" style=\"width:42% !important;flex-shrink:0 !important;position:relative;overflow:hidden;\">\n      <img decoding=\"async\" src=\"https:\/\/aivancity.ai\/sites\/default\/files\/2026-06\/bn.webp\" alt=\"Online Master of Science in Applied AI and Data Science aivancity\" style=\"width:100% !important;height:100% !important;object-fit:cover !important;object-position:15% 65% !important;display:block !important;filter:brightness(0.9);\">\n      <div class=\"aiv8-img-overlay\" style=\"position:absolute;inset:0;background:linear-gradient(to right,rgba(35,38,65,0) 40%,rgba(35,38,65,0.7) 75%,rgba(35,38,65,1) 100%);\"><\/div>\n    <\/div>\n    <div class=\"aiv8-body-wrap\" style=\"flex:1;padding:26px 32px 26px 22px;display:flex !important;flex-direction:column !important;justify-content:space-between;gap:14px;position:relative;z-index:1;box-sizing:border-box;\">\n      <img decoding=\"async\" class=\"aiv8-logo-img\" src=\"https:\/\/aivancity.ai\/blog\/wp-content\/uploads\/2026\/05\/BLANC-FRANCAIS-COMPLET.png\" alt=\"aivancity\" style=\"width:170px !important;height:auto !important;display:block !important;max-width:170px !important;opacity:0.95;\">\n      <div style=\"display:flex;flex-direction:column;gap:10px;flex:1;justify-content:center;\">\n        <h2 style=\"font-size:22px;font-weight:700;color:#fff;line-height:1.25;margin:0;\">Online MSc <span style=\"color:#3986e1;\">Applied AI<\/span><br>&amp; Data Science<\/h2>\n        <p style=\"font-size:13px;color:rgba(255,255,255,0.58);line-height:1.55;max-width:400px;margin:0;\">A 100% online, asynchronous Bac+5 degree, with Microsoft Azure AI Engineer certification included. Build your skills at your own pace.<\/p>\n        <div style=\"display:flex;flex-wrap:wrap;gap:6px;\">\n          <span class=\"aiv8-pill\"><svg viewBox=\"0 0 24 24\" fill=\"none\" stroke-width=\"2\"><circle cx=\"12\" cy=\"12\" r=\"10\"><\/circle><polyline points=\"12 6 12 12 16 14\"><\/polyline><\/svg>12 months \u2014 Bac+5<\/span>\n          <span class=\"aiv8-pill\"><svg viewBox=\"0 0 24 24\" fill=\"none\" stroke-width=\"2\"><path d=\"M17 21v-2a4 4 0 0 0-4-4H5a4 4 0 0 0-4 4v2\"><\/path><circle cx=\"9\" cy=\"7\" r=\"4\"><\/circle><\/svg>Bac+3 to Bac+5<\/span>\n          <span class=\"aiv8-pill\"><svg viewBox=\"0 0 24 24\" fill=\"none\" stroke-width=\"2\"><polyline points=\"20 6 9 17 4 12\"><\/polyline><\/svg>\u20ac7,900 \u2014 early bird \u20ac6,900<\/span>\n          <span class=\"aiv8-pill\"><svg viewBox=\"0 0 24 24\" fill=\"none\" stroke-width=\"2\"><circle cx=\"12\" cy=\"12\" r=\"9\"><\/circle><path d=\"M12 3a9 9 0 0 1 0 18 9 9 0 0 1 0-18\"><\/path><path d=\"M3 12h18\"><\/path><\/svg>100% online &amp; asynchronous<\/span>\n        <\/div>\n      <\/div>\n      <div style=\"display:flex;align-items:center;justify-content:space-between;flex-wrap:wrap;gap:10px;\">\n        <a class=\"aiv8-cta\" href=\"https:\/\/aivancity.ai\/en\/program\/online-master-science-applied-ai-and-data-science\/presentation\" target=\"_blank\" rel=\"noopener noreferrer\" style=\"background:#3986e1 !important;color:#fff !important;font-size:13.5px;font-weight:600;padding:10px 24px;border-radius:8px;text-decoration:none !important;white-space:nowrap;display:inline-block !important;\">\n          Explore the program \u2192\n        <\/a>\n        <span class=\"aiv8-badge-hide aiv8-badge-inner\">\n          <span class=\"aiv8-badge-dot\"><\/span>\n          <span style=\"font-size:10.5px;color:#3986e1;font-weight:600;letter-spacing:0.04em;text-transform:uppercase;\">Azure certification included<\/span>\n        <\/span>\n      <\/div>\n    <\/div>\n  <\/div>\n<\/div><\/p>\n\n<div style=\"  display:grid; grid-template-columns:42px 1fr; column-gap:2px; align-items:start; margin:20px 0 30px;  \">\n\n   <div style=\" color:#B18418; font-size:23px; line-height:1.2; font-weight:800; letter-spacing:1px; padding-top:5px; \">\n   03\n <\/div>\n\n  <h2 style=\" margin:0; color:#171D45; font-size:30px; line-height:1.2; font-weight:800; letter-spacing:-0.6px; \">\nHow Claude Contributed to the Scientific Work\n <\/h2> \n\n<\/div>\n\n<p class=\"text-justify wp-block-paragraph\">The preprint describes an analysis of approximately 1.9 billion protein clusters. Nearly 950 Claude agents worked for just over 21 hours and consumed approximately 210 million tokens. They first identified more than 200,000 candidate reverse transcriptases, then gradually narrowed down this set to isolate unusual families.<sup><a href=\"#ref1\" data-type=\"internal\" data-id=\"#ref1\">[1]<\/a><a href=\"#ref2\" data-type=\"internal\" data-id=\"#ref2\">[2]<\/a><a href=\"#ref3\" data-type=\"internal\" data-id=\"#ref3\">[3]<\/a><\/sup><\/p>\n\n<p class=\"text-justify wp-block-paragraph\">The agents did more than just summarize articles. They performed bioinformatics analyses, compared sequences, examined the genomic neighborhood of genes, and generated research leads. One agent ultimately reported the presence of a regular DNA repeat near a particular family of reverse transcriptases.<\/p>\n\n<div style=\"width: 100%; margin: 28px auto; overflow-x: auto;\">\n  <table style=\"  width: 100%; border-collapse: separate; border-spacing: 0; font-family: Arial, sans-serif; font-size: 16px; line-height: 1.55; color: #26345f; border: 1px solid #d9dce8; border-radius: 12px; overflow: hidden; box-shadow: 0 5px 18px rgba(59, 75, 132, 0.10);  \">\n    <thead>\n      <tr>\n         <th style=\" width: 22%; padding: 16px 18px; background-color: #3b4b84; color: #ffffff; text-align: left; vertical-align: middle; border-right: 1px solid rgba(255, 255, 255, 0.25); \">\n         Step\n       <\/th>\n\n        <th style=\" width: 39%; padding: 16px 18px; background-color: #3b4b84; color: #ffffff; text-align: left; vertical-align: middle; border-right: 1px solid rgba(255, 255, 255, 0.25); \">\n         AI Intervention\n       <\/th>\n\n        <th style=\" width: 39%; padding: 16px 18px; background-color: #3b4b84; color: #ffffff; text-align: left; vertical-align: middle; \">\n         Human intervention\n       <\/th> \n      <\/tr>\n    <\/thead>\n\n    <tbody>\n      <tr>\n         <td style=\" padding: 15px 18px; background-color: #ffffff; font-weight: 700; vertical-align: middle; border-right: 1px solid #d9dce8; border-bottom: 1px solid #d9dce8; \">\n         Scope\n       <\/td>\n\n        <td style=\" padding: 15px 18px; background-color: #ffffff; vertical-align: middle; border-right: 1px solid #d9dce8; border-bottom: 1px solid #d9dce8; \">\n         No autonomy regarding the general choice of the field of study.\n       <\/td>\n\n        <td style=\" padding: 15px 18px; background-color: #ffffff; vertical-align: middle; border-bottom: 1px solid #d9dce8; \">\n         Definition of the question and formulation of the initial prompt.\n       <\/td> \n      <\/tr>\n\n      <tr>\n         <td style=\" padding: 15px 18px; background-color: #f4f6fb; font-weight: 700; vertical-align: middle; border-right: 1px solid #d9dce8; border-bottom: 1px solid #d9dce8; \">\n        \n Exploration        <\/td>\n\n        <td style=\" padding: 15px 18px; background-color: #f4f6fb; vertical-align: middle; border-right: 1px solid #d9dce8; border-bottom: 1px solid #d9dce8; \">\n         Distributed search, code, sequence comparison, and candidate selection.\n       <\/td>\n\n        <td style=\" padding: 15px 18px; background-color: #f4f6fb; vertical-align: middle; border-bottom: 1px solid #d9dce8; \">\n         Infrastructure, data, tools, and access rules defined by the team.\n       <\/td> \n      <\/tr>\n\n      <tr>\n         <td style=\" padding: 15px 18px; background-color: #ffffff; font-weight: 700; vertical-align: middle; border-right: 1px solid #d9dce8; border-bottom: 1px solid #d9dce8; \">\n        \n Hypothesis        <\/td>\n\n        <td style=\" padding: 15px 18px; background-color: #ffffff; vertical-align: middle; border-right: 1px solid #d9dce8; border-bottom: 1px solid #d9dce8; \">\n         Identification of the association between the enzyme, repeats, and the neighboring gene.\n       <\/td>\n\n        <td style=\" padding: 15px 18px; background-color: #ffffff; vertical-align: middle; border-bottom: 1px solid #d9dce8; \">\n         Interpretation of the biological significance and selection of experiments.\n       <\/td> \n      <\/tr>\n\n      <tr>\n         <td style=\" padding: 15px 18px; background-color: #f4f6fb; font-weight: 700; vertical-align: middle; border-right: 1px solid #d9dce8; border-bottom: 1px solid #d9dce8; \">\n        \n Experiment        <\/td>\n\n        <td style=\" padding: 15px 18px; background-color: #f4f6fb; vertical-align: middle; border-right: 1px solid #d9dce8; border-bottom: 1px solid #d9dce8; \">\n         Do not operate the equipment on your own.\n       <\/td>\n\n        <td style=\" padding: 15px 18px; background-color: #f4f6fb; vertical-align: middle; border-bottom: 1px solid #d9dce8; \">\n         All physics experiments were conducted by scientists.\n       <\/td> \n      <\/tr>\n\n      <tr>\n         <td style=\" padding: 15px 18px; background-color: #ffffff; font-weight: 700; vertical-align: middle; border-right: 1px solid #d9dce8; \">\n         Conclusion\n       <\/td>\n\n        <td style=\" padding: 15px 18px; background-color: #ffffff; vertical-align: middle; border-right: 1px solid #d9dce8; \">\n         Production of analyses and proposals.\n       <\/td>\n\n        <td style=\" padding: 15px 18px; background-color: #ffffff; vertical-align: middle; \">\n         Responsibility for pre-publication, validation, and public statements.\n       <\/td> \n      <\/tr>\n    <\/tbody>\n  <\/table>\n<\/div>\n\n<p class=\"text-justify wp-block-paragraph\">The term \u201cautonomous discovery\u201d should therefore be used with caution. Autonomy is concentrated in computational exploration. Humans defined the objective, built the environment, conducted the experiments, and decided how the results should be interpreted and communicated<a href=\"#ref4\" data-type=\"internal\" data-id=\"#ref4\">.<sup>[4]<\/sup><\/a><\/p>\n\n<div style=\"  display:grid; grid-template-columns:42px 1fr; column-gap:2px; align-items:start; margin:20px 0 30px;  \">\n\n   <div style=\" color:#B18418; font-size:23px; line-height:1.2; font-weight:800; letter-spacing:1px; padding-top:5px; \">\n   04\n <\/div>\n\n  <h2 style=\" margin:0; color:#171D45; font-size:30px; line-height:1.2; font-weight:800; letter-spacing:-0.6px; \">\nWhy This Method Is Important for Biology\n <\/h2> \n\n<\/div>\n\n<p class=\"text-justify wp-block-paragraph\">Contemporary biology generates more sequences, structures, and measurements than a research community can examine manually. The challenge is no longer simply to generate data, but to identify, within these vast amounts of data, the rare patterns that warrant experimental investigation.<\/p>\n\n<p class=\"text-justify wp-block-paragraph\">AI agents can help broaden this scientific focus. They can scan multiple databases, test groupings, document anomalies, and suggest candidates for further examination. In the case of ART, Claude\u2019s greatest value lies in its ability to filter through a vast space and identify an interpretable signal.<sup>[<a href=\"#ref5\" data-type=\"internal\" data-id=\"#ref5\">5]<\/a><\/sup><\/p>\n\n<p class=\"text-justify wp-block-paragraph\">This capability does not automatically extend to all fields of science. It is particularly well-suited to fields rich in digitized data and analytical tools. It is less readily applicable to questions that require long-term observations, costly experiments, rare samples, or contextual knowledge that is difficult to formalize.<\/p>\n\n<p class=\"text-justify wp-block-paragraph\">The figure of 21 hours must also be considered in light of the cost of calculating it. Two hundred ten million tokens, nearly a thousand agents, and the involvement of a specialized team represent significant resources. Without a comparison to a conventional method, it is impossible to translate this timeframe into a net gain in productivity, cost savings, or quality.<\/p>\n\n<div style=\"  display:grid; grid-template-columns:42px 1fr; column-gap:2px; align-items:start; margin:20px 0 30px;  \">\n\n   <div style=\" color:#B18418; font-size:23px; line-height:1.2; font-weight:800; letter-spacing:1px; padding-top:5px; \">\n   05\n <\/div>\n\n  <h2 style=\" margin:0; color:#171D45; font-size:30px; line-height:1.2; font-weight:800; letter-spacing:-0.6px; \">\nWhat the results actually allow us to conclude\n <\/h2> \n\n<\/div>\n\n<p class=\"text-justify wp-block-paragraph\">The preprint reports that ART-associated repeats are expressed during phage infection and appear as distinct RNA units. This finding suggests the existence of an organized functional system, but does not yet reveal its precise biological role.<sup><a href=\"#ref2\" data-type=\"internal\" data-id=\"#ref2\">[2]<\/a><\/sup><\/p>\n\n<div style=\"width:100%; margin:28px auto; overflow-x:auto;\">\n  <table style=\"  width:100%; min-width:760px; border-collapse:separate; border-spacing:0; font-family:Arial,sans-serif; font-size:16px; line-height:1.55; color:#26345f; border:1px solid #e0d5bd; border-radius:12px; overflow:hidden; box-shadow:0 5px 18px rgba(152,110,19,0.12); text-align:center;  \">\n\n    <thead>\n      <tr>\n         <th style=\"width:28%; padding:16px 18px; background:#986e13; color:#ffffff; text-align:center; vertical-align:middle; border-right:1px solid rgba(255,255,255,0.25);\">\n         Level of evidence\n       <\/th>\n        <th style=\"width:28%; padding:16px 18px; background:#986e13; color:#ffffff; text-align:center; vertical-align:middle; border-right:1px solid rgba(255,255,255,0.25);\">\n         As of October 6, 2026\n       <\/th>\n        <th style=\"width:44%; padding:16px 18px; background:#986e13; color:#ffffff; text-align:center; vertical-align:middle;\">\n         Cautionary Note\n       <\/th> \n      <\/tr>\n    <\/thead>\n\n    <tbody>\n\n      <tr>\n         <td style=\"padding:15px 18px; background:#ffffff; color:#986e13; font-weight:700; text-align:center; vertical-align:middle; border-right:1px solid #e0d5bd; border-bottom:1px solid #e0d5bd;\">\n         Signal in the data\n       <\/td>\n        <td style=\"padding:15px 18px; background:#ffffff; text-align:center; vertical-align:middle; border-right:1px solid #e0d5bd; border-bottom:1px solid #e0d5bd;\">\n         Identified in the analysis published by the team.\n       <\/td>\n        <td style=\"padding:15px 18px; background:#ffffff; text-align:center; vertical-align:middle; border-bottom:1px solid #e0d5bd;\">\n         An unusual genomic association was indeed identified.\n       <\/td> \n      <\/tr>\n\n      <tr>\n         <td style=\"padding:15px 18px; background:#faf7f0; color:#986e13; font-weight:700; text-align:center; vertical-align:middle; border-right:1px solid #e0d5bd; border-bottom:1px solid #e0d5bd;\">\n         Initial experimental validation\n       <\/td>\n        <td style=\"padding:15px 18px; background:#faf7f0; text-align:center; vertical-align:middle; border-right:1px solid #e0d5bd; border-bottom:1px solid #e0d5bd;\">\n         Present but limited.\n       <\/td>\n        <td style=\"padding:15px 18px; background:#faf7f0; text-align:center; vertical-align:middle; border-bottom:1px solid #e0d5bd;\">\n         The expression of repeats supports the hypothesis of an organized system.\n       <\/td> \n      <\/tr>\n\n      <tr>\n         <td style=\"padding:15px 18px; background:#ffffff; color:#986e13; font-weight:700; text-align:center; vertical-align:middle; border-right:1px solid #e0d5bd; border-bottom:1px solid #e0d5bd;\">\n         Biological function\n       <\/td>\n        <td style=\"padding:15px 18px; background:#ffffff; text-align:center; vertical-align:middle; border-right:1px solid #e0d5bd; border-bottom:1px solid #e0d5bd;\">\n         Undetermined.\n       <\/td>\n        <td style=\"padding:15px 18px; background:#ffffff; text-align:center; vertical-align:middle; border-bottom:1px solid #e0d5bd;\">\n         It is unknown what ART does in the phage and the host cell.\n       <\/td> \n      <\/tr>\n\n      <tr>\n         <td style=\"padding:15px 18px; background:#faf7f0; color:#986e13; font-weight:700; text-align:center; vertical-align:middle; border-right:1px solid #e0d5bd; border-bottom:1px solid #e0d5bd;\">\n         Unauthorized reproduction prohibited\n       <\/td>\n        <td style=\"padding:15px 18px; background:#faf7f0; text-align:center; vertical-align:middle; border-right:1px solid #e0d5bd; border-bottom:1px solid #e0d5bd;\">\n         Unpublished.\n       <\/td>\n        <td style=\"padding:15px 18px; background:#faf7f0; text-align:center; vertical-align:middle; border-bottom:1px solid #e0d5bd;\">\n         The result must be replicated by other teams.\n       <\/td> \n      <\/tr>\n\n      <tr>\n         <td style=\"padding:15px 18px; background:#ffffff; color:#986e13; font-weight:700; text-align:center; vertical-align:middle; border-right:1px solid #e0d5bd; border-bottom:1px solid #e0d5bd;\">\n        \n genetic editing tool        <\/td>\n        <td style=\"padding:15px 18px; background:#ffffff; text-align:center; vertical-align:middle; border-right:1px solid #e0d5bd; border-bottom:1px solid #e0d5bd;\">\n         Not demonstrated.\n       <\/td>\n        <td style=\"padding:15px 18px; background:#ffffff; text-align:center; vertical-align:middle; border-bottom:1px solid #e0d5bd;\">\n         The similarity to CRISPR does not prove either programmability or usefulness.\n       <\/td> \n      <\/tr>\n\n      <tr>\n         <td style=\"padding:15px 18px; background:#faf7f0; color:#986e13; font-weight:700; text-align:center; vertical-align:middle; border-right:1px solid #e0d5bd;\">\n         Medical application\n       <\/td>\n        <td style=\"padding:15px 18px; background:#faf7f0; text-align:center; vertical-align:middle; border-right:1px solid #e0d5bd;\">\n         None at this stage.\n       <\/td>\n        <td style=\"padding:15px 18px; background:#faf7f0; text-align:center; vertical-align:middle;\">\n         Any potential use would require years of research and validation.\n       <\/td> \n      <\/tr>\n\n    <\/tbody>\n  <\/table>\n<\/div>\n\n<p class=\"text-justify wp-block-paragraph\">The paper is a preprint and has not yet undergone peer review. Comments gathered by Nature and WIRED acknowledge the method\u2019s merit, while noting that the significance of the system and its potential role in gene editing remain to be demonstrated.<sup><a href=\"#ref3\" data-type=\"internal\" data-id=\"#ref3\">[3]<\/a><a href=\"#ref5\" data-type=\"internal\" data-id=\"#ref5\">[5]<\/a><\/sup><\/p>\n\n<p class=\"text-justify wp-block-paragraph\">The experiment therefore supports the conclusion that AI agents can quickly identify a promising genetic sequence within a massive dataset. However, it does not yet support the conclusion that Claude has discovered a new CRISPR-like system or produced a therapeutic breakthrough.<\/p>\n\n<div style=\"  display:grid; grid-template-columns:42px 1fr; column-gap:2px; align-items:start; margin:20px 0 30px;  \">\n\n   <div style=\" color:#B18418; font-size:23px; line-height:1.2; font-weight:800; letter-spacing:1px; padding-top:5px; \">\n   06\n <\/div>\n\n  <h2 style=\" margin:0; color:#171D45; font-size:30px; line-height:1.2; font-weight:800; letter-spacing:-0.6px; \">\n Reproducibility, Attribution, and Biosecurity\n <\/h2> \n\n<\/div>\n\n<p class=\"text-justify wp-block-paragraph\">Agent-assisted research must provide sufficient documentation of its process. The model version, prompts, databases queried, code executed, selection criteria, human interventions, and negative results are necessary to enable evaluation and reproducibility. A final article that published only the selected candidate would obscure the fact that thousands of other leads were ruled out.<\/p>\n\n<p class=\"text-justify wp-block-paragraph\">The origin of ideas has also become an issue. Researchers have questioned the degree of novelty in the results and the source of certain similarities with previous or unpublished work. There is no public evidence to suggest that Anthropic used this work. The company asserts that Claude is not trained on its users\u2019 conversations and that its biology team does not have access to them.<sup><a href=\"#ref5\" data-type=\"internal\" data-id=\"#ref5\">[5]<\/a>[<\/sup><a href=\"#ref6\" data-type=\"internal\" data-id=\"#ref6\"><sup>6]<\/sup> <\/a>The controversy nevertheless highlights the need for attribution and traceability mechanisms tailored to AI-assisted research.<\/p>\n\n<p class=\"text-justify wp-block-paragraph\">In terms of biosafety, Anthropic states that its laboratory operates at BSL-1 and BSL-2 levels, without handling pathogens capable of infecting humans, and that the experiments are conducted by scientists.<sup><a href=\"#ref4\" data-type=\"internal\" data-id=\"#ref4\">[4]<\/a><\/sup> These limitations reduce certain immediate risks. However, they do not fully address the issue of dual-use, especially if future systems are capable of designing experiments or directly controlling equipment.<\/p>\n\n<p class=\"text-justify wp-block-paragraph\">Scientific responsibility remains both human and institutional. A model can provide an analysis, but it cannot guarantee the integrity of the data, approve a protocol, take responsibility for an error, or be held accountable for excessive communication.<\/p>\n\n<style>\n.aiv10-pill{display:flex;align-items:center;gap:4px;background:rgba(255,255,255,0.07);border:1px solid rgba(255,255,255,0.11);border-radius:20px;padding:4px 10px;font-size:11.5px;color:rgba(255,255,255,0.72);white-space:nowrap;font-family:-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,sans-serif;}\n.aiv10-pill svg{width:11px;height:11px;flex-shrink:0;stroke:#3986e1;}\n.aiv10-cta:hover{background:#2f72c8 !important;}\n.aiv10-badge-inner{display:inline-flex;align-items:center;gap:5px;background:rgba(57,134,225,0.12);border:1px solid rgba(57,134,225,0.35);border-radius:20px;padding:3px 10px;}\n.aiv10-badge-dot{width:5px;height:5px;border-radius:50%;background:#3986e1;display:inline-block;flex-shrink:0;}\n@media(max-width:640px){\n  .aiv10-responsive{flex-direction:column !important;}\n  .aiv10-img-wrap{width:100% !important;height:180px !important;}\n  .aiv10-img-overlay{background:linear-gradient(to bottom,rgba(35,38,65,0) 30%,rgba(35,38,65,1) 100%) !important;}\n  .aiv10-body-wrap{padding:18px 20px 24px !important;}\n  .aiv10-logo-img{width:150px !important;}\n  .aiv10-cta{width:100% !important;text-align:center !important;display:block !important;}\n  .aiv10-badge-hide{display:none !important;}\n}\n<\/style>\n\n<div style=\"background:#232641;border-radius:16px;overflow:hidden;margin:40px 0;box-sizing:border-box;font-family:-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,sans-serif;\">\n  <div class=\"aiv10-responsive\" style=\"display:flex !important;flex-direction:row !important;min-height:240px;\">\n\n    <div class=\"aiv10-img-wrap\" style=\"width:42% !important;flex-shrink:0 !important;position:relative;overflow:hidden;\">\n      <img decoding=\"async\" src=\"https:\/\/aivancity.ai\/sites\/default\/files\/2025-11\/vignette-msc-ia-gen.jpg\" alt=\"aivancity MSc in Generative and Agentic AI\" style=\"width:100% !important;height:100% !important;object-fit:cover !important;object-position:center top !important;display:block !important;filter:brightness(0.9);\"\/>\n      <div class=\"aiv10-img-overlay\" style=\"position:absolute;inset:0;background:linear-gradient(to right,rgba(35,38,65,0) 40%,rgba(35,38,65,0.7) 75%,rgba(35,38,65,1) 100%);\"><\/div>\n    <\/div>\n\n    <div class=\"aiv10-body-wrap\" style=\"flex:1;padding:26px 32px 26px 22px;display:flex !important;flex-direction:column !important;justify-content:space-between;gap:14px;position:relative;z-index:1;box-sizing:border-box;\">\n\n      <img decoding=\"async\" class=\"aiv10-logo-img\" src=\"https:\/\/aivancity.ai\/blog\/wp-content\/uploads\/2026\/05\/BLANC-FRANCAIS-COMPLET.png\" alt=\"aivancity\" style=\"width:170px !important;height:auto !important;display:block !important;max-width:170px !important;opacity:0.95;\"\/>\n\n      <div style=\"display:flex;flex-direction:column;gap:10px;flex:1;justify-content:center;\">\n        <h2 style=\"font-size:22px;font-weight:700;color:#fff;line-height:1.25;margin:0;\">MSc <span style=\"color:#3986e1;\">Generative<\/span><br\/>and Agentic AI<\/h2>\n        <p style=\"font-size:13px;color:rgba(255,255,255,0.58);line-height:1.55;max-width:400px;margin:0;\">Become an expert in generative and agentic AI: LLMs, transformers, enterprise deployment. Silicon Valley learning trip included. RNCP Level 7 certification (Bac+6).<\/p>\n        <div style=\"display:flex;flex-wrap:wrap;gap:6px;\">\n          <span class=\"aiv10-pill\"><svg viewbox=\"0 0 24 24\" fill=\"none\" stroke-width=\"2\"><circle cx=\"12\" cy=\"12\" r=\"10\"><\/circle><polyline points=\"12 6 12 12 16 14\"><\/polyline><\/svg>12 months \u2014 Bac+6<\/span>\n          <span class=\"aiv10-pill\"><svg viewbox=\"0 0 24 24\" fill=\"none\" stroke-width=\"2\"><path d=\"M17 21v-2a4 4 0 0 0-4-4H5a4 4 0 0 0-4 4v2\"><\/path><circle cx=\"9\" cy=\"7\" r=\"4\"><\/circle><\/svg>Bac+5 with experience<\/span>\n          <span class=\"aiv10-pill\"><svg viewbox=\"0 0 24 24\" fill=\"none\" stroke-width=\"2\"><polyline points=\"20 6 9 17 4 12\"><\/polyline><\/svg>Part-time \u2014 Fridays &#038; Saturdays<\/span>\n          <span class=\"aiv10-pill\"><svg viewbox=\"0 0 24 24\" fill=\"none\" stroke-width=\"2\"><path d=\"M12 2C8.13 2 5 5.13 5 9c0 5.25 7 13 7 13s7-7.75 7-13c0-3.87-3.13-7-7-7z\"><\/path><circle cx=\"12\" cy=\"9\" r=\"2.5\"><\/circle><\/svg>Paris-Villejuif campus<\/span>\n        <\/div>\n      <\/div>\n\n      <div style=\"display:flex;align-items:center;justify-content:space-between;flex-wrap:wrap;gap:10px;\">\n        <a class=\"aiv10-cta\" href=\"https:\/\/aivancity.ai\/en\/program\/msc-generative-and-agent-based-artificial-intelligence\/presentation\" target=\"_blank\" rel=\"noopener noreferrer\" style=\"background:#3986e1 !important;color:#fff !important;font-size:13.5px;font-weight:600;padding:10px 24px;border-radius:8px;text-decoration:none !important;white-space:nowrap;display:inline-block !important;\">\n          Discover the program \u2192\n        <\/a>\n        <span class=\"aiv10-badge-hide aiv10-badge-inner\">\n          <span class=\"aiv10-badge-dot\"><\/span>\n          <span style=\"font-size:10.5px;color:#3986e1;font-weight:600;letter-spacing:0.04em;text-transform:uppercase;\">RNCP Level 7 certification<\/span>\n        <\/span>\n      <\/div>\n\n    <\/div>\n  <\/div>\n<\/div>\n\n<div style=\"  display:grid; grid-template-columns:42px 1fr; column-gap:2px; align-items:start; margin:20px 0 30px;  \">\n\n   <div style=\" color:#B18418; font-size:23px; line-height:1.2; font-weight:800; letter-spacing:1px; padding-top:5px; \">\n   07\n <\/div>\n\n  <h2 style=\" margin:0; color:#171D45; font-size:30px; line-height:1.2; font-weight:800; letter-spacing:-0.6px; \">\nWhat to Watch for Now\n <\/h2> \n\n<\/div>\n\n<p class=\"text-justify wp-block-paragraph\">The first step will be peer review, followed by independent replication. Researchers will need to determine the substrate of ART, its mechanism, its role in bacteriophages, and whether it can be programmed.<\/p>\n\n<p class=\"text-justify wp-block-paragraph\">We will also need to compare the system to more traditional methods. How many relevant candidates does it generate? What is its false-positive rate? How much human labor does it save, taking into account the necessary verification, calculations, and experiments? These metrics will allow us to assess the actual acceleration rather than just the execution speed.<\/p>\n\n<p class=\"text-justify wp-block-paragraph\">Finally, the community will need to establish publication standards for agent-assisted discoveries: activity logs accessible to reviewers, disclosure of human interventions, data sources, and attribution rules. In 2026, the NIH further strengthened its initiatives focused on the replication and reproducibility of biomedical research.<sup><a href=\"#ref8\" data-type=\"internal\" data-id=\"#ref8\">[8]<\/a><\/sup><\/p>\n\n<p class=\"text-justify wp-block-paragraph\">The ART case does not yet demonstrate that AI can replace scientific reasoning and experimentation. It shows something more specific: when a problem can be formulated, implemented, and documented, agents can significantly expand the scope that researchers are able to explore. The next step will not only be to find solutions faster, but to prove them more effectively.<\/p>\n\n<section style=\"  width: 100%; margin: 34px auto; padding: 30px; box-sizing: border-box; background-color: #3b4b84; border-radius: 16px; box-shadow: 0 8px 24px rgba(38, 52, 95, 0.18); font-family: Arial, sans-serif;  \">\n\n  <div style=\"  margin-bottom: 24px; padding-bottom: 20px; border-bottom: 1px solid rgba(255, 255, 255, 0.25);  \">\n     <h2 style=\" margin: 0 0 12px; color: #ffffff; font-size: 27px; line-height: 1.3; \">\n     To learn more\n   <\/h2>\n\n    <p style=\" margin: 0; max-width: 850px; color: #e8ebf5; font-size: 17px; line-height: 1.7; \">\n     To learn more\n <strong style=\"color: #ffffff;\">     about the connections between artificial intelligence,\n     biological data, health, and the scientific method<\/strong>,\n     check out these analyses from the aivancity blog.\n   <\/p> \n  <\/div>\n\n  <div style=\"  display: grid; grid-template-columns: repeat(auto-fit, minmax(280px, 1fr)); gap: 16px;  \">\n\n    <!-- CARTE 1 : PHENOPROMPT -->\n\n    <a href=\"https:\/\/aivancity.ai\/blog\/en\/phenoprompt-rag-and-agent-based-ai-meet-clinical-phenotyping\/\" target=\"_blank\" rel=\"noopener noreferrer\" style=\"  display: flex; flex-direction: column; justify-content: space-between; min-height: 185px; padding: 21px; box-sizing: border-box; background-color: #ffffff; border-top: 5px solid #3358ff; border-radius: 11px; color: #26345f; text-decoration: none; box-shadow: 0 4px 12px rgba(20, 29, 60, 0.16);  \">\n      <div>\n         <span style=\" display: inline-block; margin-bottom: 13px; padding: 5px 10px; background-color: #e9edff; color: #3358ff; border-radius: 20px; font-size: 12px; font-weight: 700; letter-spacing: 0.5px; text-transform: uppercase; \">\n         AI Research\n       <\/span>\n\n        <strong style=\" display: block; font-size: 17px; line-height: 1.5; \">\n         PhenoPrompt: RAG and Agentic AI\n         Meets Clinical Phenotyping\n       <\/strong> \n      <\/div>\n\n      <span style=\"  display: block; margin-top: 18px; color: #3358ff; font-size: 14px; font-weight: 700;  \">\n         Read the analysis \u2192\n      <\/span>\n    <\/a>\n\n    <!-- CARTE 2 : ADN ET SANT\u00c9 -->\n\n    <a href=\"https:\/\/aivancity.ai\/blog\/en\/our-dna-speaks-volumes-ai-is-beginning-to-understand-what-this-means-for-our-health\/\" target=\"_blank\" rel=\"noopener noreferrer\" style=\"  display: flex; flex-direction: column; justify-content: space-between; min-height: 185px; padding: 21px; box-sizing: border-box; background-color: #ffffff; border-top: 5px solid #009688; border-radius: 11px; color: #26345f; text-decoration: none; box-shadow: 0 4px 12px rgba(20, 29, 60, 0.16);  \">\n      <div>\n         <span style=\" display: inline-block; margin-bottom: 13px; padding: 5px 10px; background-color: #e3f5f2; color: #007c71; border-radius: 20px; font-size: 12px; font-weight: 700; letter-spacing: 0.5px; text-transform: uppercase; \">\n         AI and Health\n       <\/span>\n\n        <strong style=\" display: block; font-size: 17px; line-height: 1.5; \">\n         Our DNA Speaks: AI Is Beginning to Understand\n         What This Means for Our Health\n       <\/strong> \n      <\/div>\n\n      <span style=\"  display: block; margin-top: 18px; color: #007c71; font-size: 14px; font-weight: 700;  \">\n         Read the analysis \u2192\n      <\/span>\n    <\/a>\n\n    <!-- CARTE 3 : VACCIN UNIVERSEL -->\n\n    <a href=\"https:\/\/aivancity.ai\/blog\/en\/ai-takes-on-future-pandemics-with-a-first-of-its-kind-universal-vaccine\/\" target=\"_blank\" rel=\"noopener noreferrer\" style=\"  display: flex; flex-direction: column; justify-content: space-between; min-height: 185px; padding: 21px; box-sizing: border-box; background-color: #ffffff; border-top: 5px solid #986e13; border-radius: 11px; color: #26345f; text-decoration: none; box-shadow: 0 4px 12px rgba(20, 29, 60, 0.16);  \">\n      <div>\n         <span style=\" display: inline-block; margin-bottom: 13px; padding: 5px 10px; background-color: #f7eed9; color: #986e13; border-radius: 20px; font-size: 12px; font-weight: 700; letter-spacing: 0.5px; text-transform: uppercase; \">\n         AI and Health\n       <\/span>\n\n        <strong style=\" display: block; font-size: 17px; line-height: 1.5; \">\n         Universal Coronavirus Vaccine:\n         AI Reaches a Milestone\n       <\/strong> \n      <\/div>\n\n      <span style=\"  display: block; margin-top: 18px; color: #986e13; font-size: 14px; font-weight: 700;  \">\n         Read the analysis \u2192\n      <\/span>\n    <\/a>\n\n    <!-- CARTE 4 : IA G\u00c9N\u00c9RATIVE ET SCIENCE -->\n\n    <a href=\"https:\/\/aivancity.ai\/blog\/en\/generative-ai-just-the-tip-of-the-iceberg\/\" target=\"_blank\" rel=\"noopener noreferrer\" style=\"  display: flex; flex-direction: column; justify-content: space-between; min-height: 185px; padding: 21px; box-sizing: border-box; background-color: #ffffff; border-top: 5px solid #e91e63; border-radius: 11px; color: #26345f; text-decoration: none; box-shadow: 0 4px 12px rgba(20, 29, 60, 0.16);  \">\n      <div>\n         <span style=\" display: inline-block; margin-bottom: 13px; padding: 5px 10px; background-color: #fde8ef; color: #c2185b; border-radius: 20px; font-size: 12px; font-weight: 700; letter-spacing: 0.5px; text-transform: uppercase; \">\n         Generative AI\n       <\/span>\n\n        <strong style=\" display: block; font-size: 17px; line-height: 1.5; \">\n         Generative AI: Just the Tip\n         of the Iceberg\n       <\/strong> \n      <\/div>\n\n      <span style=\"  display: block; margin-top: 18px; color: #c2185b; font-size: 14px; font-weight: 700;  \">\n         Read the analysis \u2192\n      <\/span>\n    <\/a>\n\n  <\/div>\n<\/section>\n\n<section style=\"  width:100%; margin:32px auto; padding:28px 30px; box-sizing:border-box; background-color:#f4f6fb; border:1px solid #d9dce8; border-radius:14px; box-shadow:0 5px 18px rgba(59,75,132,0.10); font-family:Arial,sans-serif;  \">\n\n  <div style=\"  margin-bottom:22px; padding-bottom:14px; border-bottom:3px solid #3b4b84;  \">\n    <h2 style=\"  margin:0; color:#3b4b84; font-size:25px; line-height:1.3; font-weight:700;  \">\n       Sources\n    <\/h2>\n  <\/div>\n\n  <div style=\"  display:flex; flex-direction:column; gap:13px;  \">\n\n    <!-- SOURCE 1 -->\n    <p id=\"ref1\" style=\"  margin:0; padding:16px 18px; background:#ffffff; color:#26345f; border-left:4px solid #3358ff; border-radius:8px; font-size:15px; line-height:1.65; text-align:justify;  \">\n      <strong style=\"color:#3358ff;\">[1]<\/strong>\n     Anthropic. (September 23, 2026).\n <em>     Claude discovers a novel enzyme system with CRISPR-like repeats<\/em>.\n <a href=\"https:\/\/www.anthropic.com\/news\/claude-discovers-novel-enzyme-system\" target=\"_blank\" rel=\"noopener noreferrer\" style=\"color:#3358ff;font-weight:700;text-decoration:underline;overflow-wrap:anywhere;\">    \n        View source\n    <\/a> \n    <\/p>\n\n    <!-- SOURCE 2 -->\n    <p id=\"ref2\" style=\"  margin:0; padding:16px 18px; background:#ffffff; color:#26345f; border-left:4px solid #009688; border-radius:8px; font-size:15px; line-height:1.65; text-align:justify;  \">\n      <strong style=\"color:#007c71;\">[2]<\/strong>\n     Yoon, P. H. et al. (2026).\n <em>     Autonomous AI agents discover reverse transcriptases with tandem repeat arrays<\/em>.\n     Preprint.\n <a href=\"https:\/\/www-cdn.anthropic.com\/22573675ada52a8ca8a97a1a4b4326b2f208a071.pdf\" target=\"_blank\" rel=\"noopener noreferrer\" style=\"color:#007c71;font-weight:700;text-decoration:underline;overflow-wrap:anywhere;\">    \n        View the preprint\n    <\/a> \n    <\/p>\n\n    <!-- SOURCE 3 -->\n    <p id=\"ref3\" style=\"  margin:0; padding:16px 18px; background:#ffffff; color:#26345f; border-left:4px solid #986e13; border-radius:8px; font-size:15px; line-height:1.65; text-align:justify;  \">\n      <strong style=\"color:#986e13;\">[3]<\/strong>\n     Nature. (September 25, 2026).\n <em>     Anthropic\u2019s AI biolab finds \u2018CRISPR-like\u2019 DNA in viruses. What\u2019s next?<\/em>\n <a href=\"https:\/\/www.nature.com\/articles\/d41586-026-03039-6\" target=\"_blank\" rel=\"noopener noreferrer\" style=\"color:#986e13;font-weight:700;text-decoration:underline;overflow-wrap:anywhere;\">    \n        Read the article\n    <\/a> \n    <\/p>\n\n    <!-- SOURCE 4 -->\n    <p id=\"ref4\" style=\"  margin:0; padding:16px 18px; background:#ffffff; color:#26345f; border-left:4px solid #e91e63; border-radius:8px; font-size:15px; line-height:1.65; text-align:justify;  \">\n      <strong style=\"color:#c2185b;\">[4]<\/strong>\n     TechCrunch. (September 23, 2026).\n <em>     Anthropic says its biology lab has already made a major discovery<\/em>.\n <a href=\"https:\/\/techcrunch.com\/2026\/09\/23\/anthropic-says-its-biology-lab-has-already-found-something-big\/\" target=\"_blank\" rel=\"noopener noreferrer\" style=\"color:#c2185b;font-weight:700;text-decoration:underline;overflow-wrap:anywhere;\">    \n        Read the article\n    <\/a> \n    <\/p>\n\n    <!-- SOURCE 5 -->\n    <p id=\"ref5\" style=\"  margin:0; padding:16px 18px; background:#ffffff; color:#26345f; border-left:4px solid #3b4b84; border-radius:8px; font-size:15px; line-height:1.65; text-align:justify;  \">\n      <strong style=\"color:#3b4b84;\">[5]<\/strong>\n     WIRED. (September 29, 2026).\n <em>     Anthropic Says It Discovered a CRISPR-Like System. Now What?<\/em>\n <a href=\"https:\/\/www.wired.com\/story\/anthropic-says-it-discovered-a-crispr-like-system-now-what\/\" target=\"_blank\" rel=\"noopener noreferrer\" style=\"color:#3b4b84;font-weight:700;text-decoration:underline;overflow-wrap:anywhere;\">    \n        Read the article\n    <\/a> \n    <\/p>\n\n    <!-- SOURCE 6 -->\n    <p id=\"ref6\" style=\"  margin:0; padding:16px 18px; background:#ffffff; color:#26345f; border-left:4px solid #3358ff; border-radius:8px; font-size:15px; line-height:1.65; text-align:justify;  \">\n      <strong style=\"color:#3358ff;\">[6]<\/strong>\n     The Atlantic. (October 4, 2026).\n <em>     AI\u2019s Real Gift to Science<\/em>.\n <a href=\"https:\/\/www.theatlantic.com\/science\/2026\/10\/anthropic-artificial-intelligence-science-biology\/688878\/\" target=\"_blank\" rel=\"noopener noreferrer\" style=\"color:#3358ff;font-weight:700;text-decoration:underline;overflow-wrap:anywhere;\">    \n        Read the article\n    <\/a> \n    <\/p>\n\n    <!-- SOURCE 7 -->\n    <p id=\"ref7\" style=\"  margin:0; padding:16px 18px; background:#ffffff; color:#26345f; border-left:4px solid #009688; border-radius:8px; font-size:15px; line-height:1.65; text-align:justify;  \">\n      <strong style=\"color:#007c71;\">[7]<\/strong>\n     Korn, A. M. et al. (2021).\n <em>     Comparative Genomics of Three Novel Jumbo Bacteriophages Infecting Staphylococcus aureus<\/em>.\n     Journal of Virology.\n <a href=\"https:\/\/pubmed.ncbi.nlm.nih.gov\/34287047\/\" target=\"_blank\" rel=\"noopener noreferrer\" style=\"color:#007c71;font-weight:700;text-decoration:underline;overflow-wrap:anywhere;\">    \n        View the study\n    <\/a> \n    <\/p>\n\n    <!-- SOURCE 8 -->\n    <p id=\"ref8\" style=\"  margin:0; padding:16px 18px; background:#ffffff; color:#26345f; border-left:4px solid #986e13; border-radius:8px; font-size:15px; line-height:1.65; text-align:justify;  \">\n      <strong style=\"color:#986e13;\">[8]<\/strong>\n     National Institutes of Health. (2026).\n <em>     Strengthening Replication and Reproducibility of NIH-funded Research<\/em>.\n <a href=\"https:\/\/www.nih.gov\/replicationandreproducibility\" target=\"_blank\" rel=\"noopener noreferrer\" style=\"color:#986e13;font-weight:700;text-decoration:underline;overflow-wrap:anywhere;\">    \n        View source\n    <\/a> \n    <\/p>\n\n  <\/div>\n<\/section>\n","protected":false},"excerpt":{"rendered":"<p>On September 23, 2026, Anthropic presented the initial findings from its AI-assisted biology lab. 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