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Latest research from Anthropic

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Site URL: www.anthropic.com/research

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Posts: 191

Followers: 1

How AI agents shape experts’ judgment calls

Published: October 27, 2026 00:00

As AI does more of the hands-on work, the hope is that experts still make the judgment calls, meaning the decisions with more than one defensible answer. We tested this with 50 professional analysts who did a statistical analysis with Claude Code. On each…

Early progress on accelerating drug development with Claude

Published: October 27, 2026 00:00

We're at the start of a major effort to speed up drug development with Claude. Over the past several months, our scientists have engaged in deep research partnerships with six organizations developing new medicines.

An alignment assessment of the UK AISI cybertesting incident

Published: October 23, 2026 00:00

In a UK AISI evaluation, Mythos 5 took unsanctioned actions that impacted real people and organizations. In this post, we investigate these behaviors from Claude Mythos 5 further, to understand what they reveal about the model’s alignment.

LLMs are making formal software verification feasible at a much larger scale

Published: October 22, 2026 00:00

Formal verification can prove that code is free of certain bugs, but historically it has only been feasible for small codebases. With AI models, however, this is beginning to change. Here, we used Claude to prove security properties in over one hundred…

The AI expectations gap

Published: October 16, 2026 00:00

How will AI reshape the economy in the years ahead? What is the core source of disagreement about AI's future impact on the economy? This note presents new survey evidence on these questions.

Working at the frontier shapes expectations for the future

Published: October 16, 2026 00:00

We’re sharing two reports: the first covers how AI is changing employment inside Anthropic, and the second looks at the gap between how the public and Anthropic employees expect AI to affect work and the economy.

How employment is changing at Anthropic

Published: October 16, 2026 00:00

How has AI restructured work and employment at Anthropic? As a company at the frontier of AI adoption, Anthropic could be a leading indicator of how AI will shift work organization, hiring, and labor demand across the economy.

Designing more efficient quantum circuits with Claude

Published: October 16, 2026 00:00

We gave Claude plain-language specifications for eight quantum circuits, along with an automated evaluator to check and score its designs. Working largely on its own, Claude improved on the best published circuits, in some cases by an order of magnitude or…

Redesigning source control at Anthropic

Published: October 13, 2026 00:00

As our merges per day grew more than tenfold, source control became our biggest development bottleneck. Here, we share how we migrated to an in-house version control system in five months.

AI models may be capable of self-replicating without access to a datacenter

Published: October 12, 2026 00:00

Our experiments suggest that small AI models may be only months away from being capable enough to self-replicate on commercial IoT devices, like Android TVs and smart ovens.

The missing map of the sky

Published: October 8, 2026 00:00

Brice Ménard, an astrophysicist at Johns Hopkins University and a researcher at Anthropic, explains how he worked with Claude Science to produce the first complete map of the sky in UV light.

Claude-shaped science

Published: October 1, 2026 00:00

Guest author Prof. Matthew Schwartz describes what happened when he stopped fighting Claude and allowed Claude to find “Claude-shaped” problems: ones best suited to the capabilities of the current generation of LLM tools. This led him to build BootLoops, a…

What work can robots do?

Published: September 30, 2026 00:00

We built an index of how well today’s robots can perform US job tasks. Robots can already do three-quarters of physical tasks, mostly in limited settings, but are cost-competitive for just 0.3% of them.

Project Swap: What happens when agents trade for us?

Published: September 24, 2026 00:00

To see what works and what breaks when agents are sent into a market, we made a miniature market of Claudes.

Claude discovers a novel enzyme system with CRISPR-like repeats

Published: September 23, 2026 00:00

We’re announcing a new life sciences research group and laboratory at Anthropic. This post introduces the team behind this work and shares early results in which Claude discovered a novel enzyme system with properties reminiscent of CRISPR.

Claude discovers a novel enzyme system with CRISPR-like repeats

Published: September 23, 2026 00:00

We’re announcing a new life sciences research group and laboratory at Anthropic. This post introduces the team behind this work and shares early results in which Claude discovered a novel enzyme system with properties reminiscent of CRISPR.

How Claude is uplifting biomolecular modeling

Published: September 17, 2026 00:00

Claude made the open-source models that scientists use to predict and design biomolecules faster and more memory-efficient. Claude optimized more than 30 of these models in just under four weeks, speeding them up roughly 4x on average. It also created a…

Scenarios for our economic future

Published: September 9, 2026 00:00

Anthropic’s Economics team is sharing a new model of how AI may affect economic growth, jobs, wages, and more by 2030. The model lets you explore the scenarios, tell us what you think will happen, and see how your answers compare to +10,000 Americans.

Automated researchers can reliably mitigate alignment failures

Published: August 28, 2026 00:00

We had Claude autonomously train models to improve their performance on several public benchmarks that measure 10 categories of alignment failure. For all 10, Claude found fixes that improved the target benchmarks without degrading capabilities.

Enabling independent research on how people use Claude

Published: August 26, 2026 00:00

We ran a pilot giving external researchers access to aggregate, real-world Claude usage data. In this post, we share high-level results and what we learned running this pilot.

Patterns and problems in emerging multiagent systems

Published: August 13, 2026 00:00

Here, we identify a few examples of behavioral tendencies in current frontier models and show how they can produce unexpected systemic failures, in hopes of starting a conversation about mitigating these risks.

Learning more about Claude's mathematical capabilities

Published: August 10, 2026 00:00

An unreleased research version of Claude has made strides on a problem related to the Riemann hypothesis.

A “diff” tool for AI: Finding behavioral differences in new models

Published: March 13, 2026 00:00

A “diff” tool for AI: Finding behavioral differences in new models

The assistant axis: situating and stabilizing the character of large language models

Published: January 19, 2026 00:00

The assistant axis: situating and stabilizing the character of large language models

AI models are showing a greater ability to find and exploit vulnerabilities on realistic cyber ranges

Published: January 16, 2026 00:00

AI models are showing a greater ability to find and exploit vulnerabilities on realistic cyber ranges

Introducing Bloom: an open source tool for automated behavioral evaluations

Published: December 19, 2025 00:00

Introducing Bloom: an open source tool for automated behavioral evaluations

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