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2<img alt="An update on recent Claude Code quality reports" loading="lazy" width="500" height="500" decoding="async" data-nimg="1" style="color:transparent" src="https://www-cdn.anthropic.com/images/4zrzovbb/website/259cb9466c31eee1bd312c230c1ab95c844da488-500x500.svg"/></div><div class="ArticleList-module-scss-module___tpu-a__content"><h3 class="headline-4">An update on recent Claude Code quality reports</h3><div class="body-2 ArticleList-module-scss-module___tpu-a__date"><time dateTime="2026-04-23">Apr 23, 2026</time></div></div></a></article><article class="ArticleList-module-scss-module___tpu-a__article"><a class="ArticleList-module-scss-module___tpu-a__cardLink" href="/engineering/managed-agents"><div class="ArticleList-module-scss-module___tpu-a__spotIllo"><img alt="Scaling Managed Agents: Decoupling the brain from the hands" loading="lazy" width="1200" height="1200" decoding="async" data-nimg="1" style="color:transparent" src="https://www-cdn.anthropic.com/images/4zrzovbb/website/7675e9c4ed4c7a8fe2e4df296fd1c4adac5b652b-1200x1200.svg"/></div><div class="ArticleList-module-scss-module___tpu-a__content"><h3 class="headline-4">Scaling Managed Agents: Decoupling the brain from the hands</h3><div class="body-2 ArticleList-module-scss-module___tpu-a__date"><time dateTime="2026-04-08">Apr 08, 2026</time></div></div></a></article><article class="ArticleList-module-scss-module___tpu-a__article"><a class="ArticleList-module-scss-module___tpu-a__cardLink" href="/engineering/claude-code-auto-mode"><div class="ArticleList-module-scss-module___tpu-a__spotIllo"><img alt="How we built Claude Code auto mode: a safer way to skip permissions" loading="lazy" width="500" height="500" decoding="async" data-nimg="1" style="color:transparent" src="https://www-cdn.anthropic.com/images/4zrzovbb/website/b87185e4d533134bc3f9b949a874396dcfcb2e80-500x500.svg"/></div><div class="ArticleList-module-scss-module___tpu-a__content"><h3 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24, 2026</time></div></div></a></article><article class="ArticleList-module-scss-module___tpu-a__article"><a class="ArticleList-module-scss-module___tpu-a__cardLink" href="/engineering/eval-awareness-browsecomp"><div class="ArticleList-module-scss-module___tpu-a__spotIllo"><img alt="Eval awareness in Claude Opus 4.6âs BrowseComp performance" loading="lazy" width="500" height="500" decoding="async" data-nimg="1" style="color:transparent" src="https://www-cdn.anthropic.com/images/4zrzovbb/website/641d32b3291956d595c7e820d5bf94c5f44baa28-500x500.svg"/></div><div class="ArticleList-module-scss-module___tpu-a__content"><h3 class="headline-4">Eval awareness in Claude Opus 4.6âs BrowseComp performance</h3><div class="body-2 ArticleList-module-scss-module___tpu-a__date"><time dateTime="2026-03-06">Mar 06, 2026</time></div></div></a></article><article class="ArticleList-module-scss-module___tpu-a__article"><a class="ArticleList-module-scss-module___tpu-a__cardLink" 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class="SiteFooter-module-scss-module__JdOqwq__listSection"><h3 class="body-4 bold">Claude Platform</h3><ul class="SiteFooter-module-scss-module__JdOqwq__list"><li><a href="https://claude.com/platform/api" class="SiteFooter-module-scss-module__JdOqwq__listItem body-4" target="_blank" rel="noopener noreferrer">Overview</a></li><li><a href="https://platform.claude.com/docs" class="SiteFooter-module-scss-module__JdOqwq__listItem body-4" target="_blank" rel="noopener noreferrer">Developer docs</a></li><li><a href="https://claude.com/pricing#api" class="SiteFooter-module-scss-module__JdOqwq__listItem body-4" target="_blank" rel="noopener noreferrer">Pricing</a></li><li><a href="https://claude.com/ecosystem" class="SiteFooter-module-scss-module__JdOqwq__listItem body-4" target="_blank" rel="noopener noreferrer">Ecosystem</a></li><li><a href="https://claude.com/platform/marketplace" class="SiteFooter-module-scss-module__JdOqwq__listItem body-4" target="_blank" rel="noopener 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2],\"summary\":\"Evaluating Opus 4.6 on BrowseComp, we found cases where the model recognized the test, then found and decrypted answers to itâraising questions about eval integrity in web-enabled environments.\",\"title\":\"Eval awareness in Claude Opus 4.6âs BrowseComp performance\"},{\"_type\":\"engineeringArticle\",\"cardImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-d428d11fcf4123ff0d0859d03fba459ad4d3d01a-2554x2554-svg\",\"_type\":\"reference\"},\"height\":2554,\"url\":\"https://cdn.sanity.io/images/4zrzovbb/website/d428d11fcf4123ff0d0859d03fba459ad4d3d01a-2554x2554.svg\",\"width\":2554},\"publishedOn\":\"2026-02-05\",\"slug\":{\"_type\":\"slug\",\"current\":\"infrastructure-noise\"},\"spotIllustration\":null,\"subjects\":[{\"_key\":\"architecture\",\"_type\":\"tag\",\"label\":\"Architecture\",\"value\":\"architecture\"}],\"summary\":\"Infrastructure configuration can swing agentic coding benchmarks by several percentage pointsâsometimes more than the leaderboard gap between top models.\\n\\n\",\"title\":\"Quantifying infrastructure noise in agentic coding evals\"},{\"_type\":\"engineeringArticle\",\"cardImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-7e2e39544a35760367049072406377a54f2b58c0-2554x2554-svg\",\"_type\":\"reference\"},\"height\":2554,\"url\":\"https://cdn.sanity.io/images/4zrzovbb/website/7e2e39544a35760367049072406377a54f2b58c0-2554x2554.svg\",\"width\":2554},\"publishedOn\":\"2026-02-05\",\"slug\":{\"_type\":\"slug\",\"current\":\"building-c-compiler\"},\"spotIllustration\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-44e93e074d53285f64ff717365b04c4a2164a445-1200x1200-svg\",\"_type\":\"reference\"},\"height\":1200,\"url\":\"https://cdn.sanity.io/images/4zrzovbb/website/44e93e074d53285f64ff717365b04c4a2164a445-1200x1200.svg\",\"width\":1200},\"subjects\":[{\"_key\":\"developer-tools\",\"_type\":\"tag\",\"label\":\"Developer Tools\",\"value\":\"developer-tools\"}],\"summary\":\"We tasked Opus 4.6 using agent teams to build a C Compiler, and then (mostly) walked away. Here's what it taught us about the future of autonomous software development.\",\"title\":\"Building a C compiler with a team of parallel Claudes\"},{\"_type\":\"engineeringArticle\",\"cardImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-097b92aa686c266a8fcdd890a491641273d3dae5-2554x2554-svg\",\"_type\":\"reference\"},\"height\":2554,\"url\":\"https://cdn.sanity.io/images/4zrzovbb/website/097b92aa686c266a8fcdd890a491641273d3dae5-2554x2554.svg\",\"width\":2554},\"publishedOn\":\"2026-01-21\",\"slug\":{\"_type\":\"slug\",\"current\":\"AI-resistant-technical-evaluations\"},\"spotIllustration\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-dc34c3eeae881b105ef652d5630d84de6a1fa01a-1200x1200-svg\",\"_type\":\"reference\"},\"height\":1200,\"url\":\"https://cdn.sanity.io/images/4zrzovbb/website/dc34c3eeae881b105ef652d5630d84de6a1fa01a-1200x1200.svg\",\"width\":1200},\"subjects\":[{\"_key\":\"performance\",\"_type\":\"tag\",\"label\":\"Performance\",\"value\":\"performance\"}],\"summary\":\"What we learned from three iterations of a performance engineering take-home that Claude keeps beating.\",\"title\":\"Designing AI-resistant technical evaluations\"},{\"_type\":\"engineeringArticle\",\"cardImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-590360609ccdf39715a8ec6916b52447dcb31f16-1000x1000-svg\",\"_type\":\"reference\"},\"height\":1000,\"url\":\"https://cdn.sanity.io/images/4zrzovbb/website/590360609ccdf39715a8ec6916b52447dcb31f16-1000x1000.svg\",\"width\":1000},\"publishedOn\":\"2026-01-09\",\"slug\":{\"_type\":\"slug\",\"current\":\"demystifying-evals-for-ai-agents\"},\"spotIllustration\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-b87185e4d533134bc3f9b949a874396dcfcb2e80-500x500-svg\",\"_type\":\"reference\"},\"height\":500,\"url\":\"https://cdn.sanity.io/images/4zrzovbb/website/b87185e4d533134bc3f9b949a874396dcfcb2e80-500x500.svg\",\"width\":500},\"subjects\":[{\"_key\":\"testing\",\"_type\":\"tag\",\"label\":\"Testing\",\"value\":\"testing\"}],\"summary\":\"The capabilities that make agents useful also make them difficult to evaluate. The strategies that work across deployments comb
2ine techniques to match the complexity of the systems they measure. \\n\",\"title\":\"Demystifying evals for AI agents\"},{\"_type\":\"engineeringArticle\",\"cardImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-5dfb835ad3cbbf76b85824e969146eac20329e72-1000x1000-svg\",\"_type\":\"reference\"},\"height\":1000,\"url\":\"https://cdn.sanity.io/images/4zrzovbb/website/5dfb835ad3cbbf76b85824e969146eac20329e72-1000x1000.svg\",\"width\":1000},\"publishedOn\":\"2025-11-26\",\"slug\":{\"_type\":\"slug\",\"current\":\"effective-harnesses-for-long-running-agents\"},\"spotIllustration\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-c041b5e0498972014414a7c3d044727982f26bde-500x500-svg\",\"_type\":\"reference\"},\"height\":500,\"url\":\"https://cdn.sanity.io/images/4zrzovbb/website/c041b5e0498972014414a7c3d044727982f26bde-500x500.svg\",\"width\":500},\"subjects\":[{\"_key\":\"developer-tools\",\"_type\":\"tag\",\"label\":\"Developer Tools\",\"value\":\"developer-tools\"}],\"summary\":\"Agents still face challenges working across many context windows. We looked to human engineers for inspiration in creating a more effective harness for long-running agents.\",\"title\":\"Effective harnesses for long-running agents\"},{\"_type\":\"engineeringArticle\",\"cardImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-151600be7f9c23247aad8dcb6aacb2e1ab024f44-1000x1000-svg\",\"_type\":\"reference\"},\"description\":\"Illustration for advanced tool use article.\",\"height\":1000,\"url\":\"https://cdn.sanity.io/images/4zrzovbb/website/151600be7f9c23247aad8dcb6aacb2e1ab024f44-1000x1000.svg\",\"width\":1000},\"publishedOn\":\"2025-11-24\",\"slug\":{\"_type\":\"slug\",\"current\":\"advanced-tool-use\"},\"spotIllustration\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-2aa849e93e76ae567502dcae2db8921062531fa1-500x500-svg\",\"_type\":\"reference\"},\"description\":\"Illustration for advanced tool use article.\",\"height\":500,\"url\":\"https://cdn.sanity.io/images/4zrzovbb/website/2aa849e93e76ae567502dcae2db8921062531fa1-500x500.svg\",\"width\":500},\"subjects\":[{\"_key\":\"developer-tools\",\"_type\":\"tag\",\"label\":\"Developer Tools\",\"value\":\"developer-tools\"}],\"summary\":\"Weâve added three new beta features that let Claude discover, learn, and execute tools dynamically. Hereâs how they work.\",\"title\":\"Introducing advanced tool use on the Claude Developer Platform\"},{\"_type\":\"engineeringArticle\",\"cardImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-42f40f6fae9ec2d7cf2e5a98908a16d0216b91be-1000x1000-svg\",\"_type\":\"reference\"},\"height\":1000,\"url\":\"https://cdn.sanity.io/images/4zrzovbb/website/42f40f6fae9ec2d7cf2e5a98908a16d0216b91be-1000x1000.svg\",\"width\":1000},\"publishedOn\":\"2025-11-04\",\"slug\":{\"_type\":\"slug\",\"current\":\"code-execution-with-mcp\"},\"spotIllustration\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-848e961961a97ada3a7edb2d1d17378792c3288d-500x500-svg\",\"_type\":\"reference\"},\"height\":500,\"url\":\"https://cdn.sanity.io/images/4zrzovbb/website/848e961961a97ada3a7edb2d1d17378792c3288d-500x500.svg\",\"width\":500},\"subjects\":[{\"_key\":\"open-source\",\"_type\":\"tag\",\"label\":\"Open Source\",\"value\":\"open-source\"}],\"summary\":\"Direct tool calls consume context for each definition and result. Agents scale better by writing code to call tools instead. Here's how it works with MCP.\",\"title\":\"Code execution with MCP: Building more efficient agents\"},{\"_type\":\"engineeringArticle\",\"cardImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-0321b0ecbbf53535e93be1310ae1935157bcebdd-1000x1000-svg\",\"_type\":\"reference\"},\"height\":1000,\"url\":\"https://cdn.sanity.io/images/4zrzovbb/website/0321b0ecbbf53535e93be1310ae1935157bcebdd-1000x1000.svg\",\"width\":1000},\"publishedOn\":\"2025-10-20\",\"slug\":{\"_type\":\"slug\",\"current\":\"claude-code-sandboxing\"},\"spotIllustration\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-33d37e1ae729f4e960d11fecf143ac14c0fb369d-500x500-svg\",\"_type\":\"reference\"},\"height\":500,\"url\":\"https://cdn.sanity.io/images/4zrzovbb/website/33d37e1ae729f4e960d11fecf143ac14c0fb369d-500x500.svg\",\"width\":500},\"subjects\":[{\"_key\":\"developer-tools\",\"_type\":\"tag\",\"label\":\"Developer Tools\",\"value\":\"developer-tools\"}],\"summary\":\"Claude Code's new sandboxing features, a bash tool and Claude Code on the web, reduce permission prompts and increase user safety by enabling two boundaries: filesystem and network isolation. \",\"title\":\"Beyond permission prompts: making Claude Code more secure and autonomous\"},{\"_type\":\"engineeringArticle\",\"cardImage\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-b52f6dbff1c4323ef2371ba0ac50df994835435a-1000x1000-svg\",\"_type\":\"reference\"}
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