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Talos Linux: A Distro Designed to Help with Kubernetes
November 6, 2025
Talos Linux: A Distro Designed to Help with Kubernetes
Talos Linux, developed by Sidero Labs, is a minimalist operating system designed to help ease the installation and management of Kubernetes without a traditional general-purpose OS host. B. Cameron Gains explains what Talos offers enterprises (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWRJ4d4Cp16NW1H2Sty48PGmfW6cqVBw5Fz9BRMtGxmn3gP0xW7Y8-PT6lZ3nFW4zqFw83JZ2rlVxNT8g2lvCZPW4FzctC7pTmRyW4Py9lp76BkZvW7zYxsJ7dY6r2VXqKCp7LmjL2W8kFb7v5S7LYtW4D9Y-t3RJX00W1kW1hj9hx-TzW8BG7DD87VjrFW1lNZY18PygrBW5R8jLG1w7Xm4W5-XrFG7nkcktVhbhfS7817vlN6hVxNMX5GCnW4JdfC47m3ftWW5NdL3f63QMgbW5kRtxv6VrT_pW2PTsrH6kxTNzW8rSgxG6gr8N0W3x17Gn6lcZV0W9gCGRt2BwPJ4W3-D1wG2YD-8xW3w7yxq7P59tKW8h4Ncm3M0G7LN7s_NzvPSL7cf8Vthlj04 ) , including improved security. Then, in today’s tutorial, he walks readers through installing Talos (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWRJ4d4Cp16NW1H2Sty48PGmfW6cqVBw5Fz9BRMtGxm43gP0xW7lCdLW6lZ3q7W1Y4lDB8hpYJhW7cRV9b1zf-tSW3qwxlC6Xw456W2wp8yK2G2HRbW2zHvx43tkQp5W72kYWN7X2_KfW7vhxG981T3CHW6_xnqL2_nxllW5ZTcbG6NzTDjW790M985pQrRfW33jc7j7syhVjW8_-RPs1WfyBWV1wB3z6jHqHvW6CB2gk7p1zFvW98RhLK7LSyX3W4R8ktH7pflfwW89TFnK7jhKd6W24Xqp81pkpFHW4gJbXm7gnr4lW4rhHPD7CxmW0W5my0v86HyNfGN4w3-Kl8jtkwVMC8hs1F-NLxW5rPd0v2WKlvpf9dLlKR04 ) .
In other developers topics we’re covering today:
- Dark pattern, or deceptive practices, in user experience can create real financial and reputational risks. Find out why developers should prioritize ethical, transparent UX from the start (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWRJ4d4Cp16NW1H2Sty48PGmfW6cqVBw5Fz9BRMtGxmn3gP0xW7Y8-PT6lZ3l8VQYZjf6CffYpW4DpnlB4JhGb9W243gyZ4zr8y8W47Nctj2dNcZqW6DlFxm3mtGvlMSHwpJqrvl5W71G1tN5H0W2NF7f1GmyF7k_W4ngDqn1QDmhnN7Yvz3YV9W4yW8DfmLs2TBp89W6VhqSx4yZjsZW8TrWsM6kWszQW2BLT5Q69dx7gW1P0p7g4DryztW80px-04jMpVPW4-wWFD2_Slz_N2KvZ8V_XCmKN4RM0-4ypC7gW2j28qw98KPdJW6VCvxy2f94PdVJgS_R7_TJqFW2spVcR76cRJVW5MpFGL3lMVxcW1HG24B5Fk5g8W341F3F3VtVCmf44bNWR04 ) .
- Driven by hyperscalers such an Amazon, Microsoft and Google, the enterprise AI stack has quickly evolved into a sophisticated, multilayered architecture designed to support generative AI applications. In today’s post, Janakiram MSV explains what goes into each of the three core domains that constitute this new architecture (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWRJ4d4Cp16NW1H2Sty48PGmfW6cqVBw5Fz9BRMtGxmH3gP0xW8wLKSR6lZ3lkN710wX68-G60VwGZ7v23XlRSW7CbRfR4kZGKmW3XsND_2nM3chW1HBQ8x8P-SWnM3HvQLtdrgrW1Mk-vG2zB8fCW9hmxPC16mxjVW2Mx6tq6V12kZW2lQmJf94vxXXW2Gj2pq2Q48dBW5nGPjs7G-PlWN1HXSQ1V_6B6W2ySWq-4mm8kCV7d0Xz5XLj5RW4nRvbD4HvMJ8W84wTDj61QgsyVXKN5_7S3xytW72JddS8kXgyyVWrSGp3xg2W4VVFlP13N9H-vW1yTlBT4P_6S0W4yNm3d6WVtXYN8sF21KGWhK4W3RY9MD7dl9J4W80Fsgp5LTB9JW6vCWdK4z5855N3NWX-XN73ztf7Rcd4j04 ) .
TOP OF THE STACK
The Reality of Open Source: More Puppies, Less Beer
Featued image for: The Reality of Open Source: More Puppies, Less Beer (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWRJ4d4Cp16NW1H2Sty48PGmfW6cqVBw5Fz9BRMtGxmH3prCCW8wLKSR6lZ3mnW5NVGtq3SFNzdW375tJ92sQFT6W5jp95D5gC4T6VHNJ6021Z2v_W1Fm5ms6DHfBhW69N_871NwspVW3cFJ_T7cJDYsW8MZMcC1VsjJBN4C5Gm5w2X1-W5cTq364bSGQPV6X2kj6xqgSBW5H5Mvx41rJHbN5Md3TLHTsjhW3zplCp6ScYzdV5Fk_d5Lnfs3W9717Gx8s5vjRW65R49R38Rk22Vwwtgy3LMB68W676YNh23H_sDW6lF3BK392C1LW6YbybL43nVb5W5R66v154Q0xhW5YTFCQ24L-WjW5MHbF_80LGMKW8Njm0f51qpXGVzQ8vp8pCpgXW2lf8696v55WzW2C0C1-5j8PsDf7qPQFs04 )
To vet open source software, evaluating the business model, funding and governance behind projects you depend on is essential for business continuity.
The aftermath of Bitnami halting its program of maintaining a library of popular open source containers and pulling down its popular Helm charts for those containers has left many teams wondering when the next shoe will drop in open source software. Bitnami’s decision caused significant disruption,...
READ MORE
NEW Live Webinar: Kafka at Scale
Apache Kafka is the backbone of modern digital-native businesses, but running Kafka at scale often brings cost, complexity, and operational headaches. Join us on November 20 (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWRJ4d4Cp16NW1H2Sty48PGmfW6cqVBw5Fz9BRMtGxm-3gP0xW95jsWP6lZ3mbW6zlrWc2LSDBLW3jpX0v1Qc1ByW4y1djJ4v8YFlW2HDgVD8MbhsyW3n34bN4PB0rnVd3qP541Gh48M_RxGMCKL_PW8Bt9v81BK1_1W2WzJLN1grYBlW7_9bDy69Kb46W2jrsK23lsylTMww5bF8JdnSW91bNpS7v4YX_W1S1YXg2_v7dYW403f5C5swz4bW1RCzb94RbWzNW8gKG5V5gM1XDW6gCRt86f6L8gW97G8Qp5HNBNPW2lJpWp14H4nvW56RfZ41j1GgyW3mnLFH68vVB8N4DsbM8f2R7vW7jWmBf875G56W6zNz6D6Shg-MN8t239DmF0XgW8xDqk_7KChSsW7BBnVq1BbZqLW1pZM7m49YGWYW3TsRSd5tJ02tf51SS6004 ) to explore how leading companies are using Kafka to deliver real business impact. Aiven will be offering a $20 eGift card to anyone who attends and participates in the survey.
REGISTER TODAY
WHAT ELSE IS NEW?
Featued image for: Future-Proof Your Strategy With an Open Source AI Playbook (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWRJ4d4Cp16NW1H2Sty48PGmfW6cqVBw5Fz9BRMtGxmH3prCCW8wLKSR6lZ3mgW6PtX3Z20RRSkVv6dvt3jjmDHW71PBhS3sc761W3Lbgwr54_ffNW1BrRkW9hM9LbW1dCXtY3xhNRTN5_NCKfmvlqkW5_G1GC15lWjNW3c25s93SMYKbVDBx4_7bWr9LW1k3zSB1LW9cCW3dWD1Y6SML3XW3K7nt94qph0RN1FQqspDswG8VxMJcW6RyHv8W3YvtbP7vx4_1W7W5Ft57SQ8ygN4xR5D62QLC7W3vPt6b3wh_6vW3K2cBY6VvCQGN7Z3nVNdLxxyW5j8z7n3bqnGbW8SV6v_4LkfC6W2Yx9dF40glTZW32ZdSy2mK4ctW13vcsR5Sk5qnW1pFFTd7p34ZVVXPNwK552s8tf8hpWFR04 )
Future-Proof Your Strategy With an Open Source AI Playbook (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWRJ4d4Cp16NW1H2Sty48PGmfW6cqVBw5Fz9BRMtGxmH3prCCW8wLKSR6lZ3mgW6PtX3Z20RRSkVv6dvt3jjmDHW71PBhS3sc761W3Lbgwr54_ffNW1BrRkW9hM9LbW1dCXtY3xhNRTN5_NCKfmvlqkW5_G1GC15lWjNW3c25s93SMYKbVDBx4_7bWr9LW1k3zSB1LW9cCW3dWD1Y6SML3XW3K7nt94qph0RN1FQqspDswG8VxMJcW6RyHv8W3YvtbP7vx4_1W7W5Ft57SQ8ygN4xR5D62QLC7W3vPt6b3wh_6vW3K2cBY6VvCQGN7Z3nVNdLxxyW5j8z7n3bqnGbW8SV6v_4LkfC6W2Yx9dF40glTZW32ZdSy2mK4ctW13vcsR5Sk5qnW1pFFTd7p34ZVVXPNwK552s8tf8hpWFR04 )
Featued image for: Conformant Kubernetes Update Availability Varies Significantly Across Services (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWRJ4d4Cp16NW1H2Sty48PGmfW6cqVBw5Fz9BRMtGxkW5m_5PW50kH_H6lZ3pGN2jf1TydKKS2W1hz_x77bQ9TXW2SCHT_3wfTcGW2HGjJt7qRyv2W4lZhFD3Z27gPTbjgL1MfL2VW3-rYfY2qDVHbW8d55NB71wbKLVwQrwT55L-P-VCRCbv9htczzW1JVgCz315Xz2W326lQB1V0TMrW3TPvgS3QdzhGW2fcG9q10lWYdW56b71l4818wGW4zcN9T4Y3mnRN6jj35dg2LPwV4thN17ZFwLTW1ksQjc8mf9vkW8ydVwx1Jm0CGW6sDKpS7YRYz9W6byWfc57t7HZW2qJXFB6V9Kf1W1Qpz6C5kDVDdF6Sdh67d_glW8KX4Cs57m-wzN3SR_kRDvbf9W8sb0wf8DNB9-W8QK7HD5ZtLrVN5CPQbX1mZLFW5NJtY_7KKGNrW6tJ9Gz5fP881f8hd3wl04 )
Conformant Kubernetes Update Availability Varies Significantly Across Services (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWRJ4d4Cp16NW1H2Sty48PGmfW6cqVBw5Fz9BRMtGxkW5m_5PW50kH_H6lZ3pGN2jf1TydKKS2W1hz_x77bQ9TXW2SCHT_3wfTcGW2HGjJt7qRyv2W4lZhFD3Z27gPTbjgL1MfL2VW3-rYfY2qDVHbW8d55NB71wbKLVwQrwT55L-P-VCRCbv9htczzW1JVgCz315Xz2W326lQB1V0TMrW3TPvgS3QdzhGW2fcG9q10lWYdW56b71l4818wGW4zcN9T4Y3mnRN6jj35dg2LPwV4thN17ZFwLTW1ksQjc8mf9vkW8ydVwx1Jm0CGW6sDKpS7YRYz9W6byWfc57t7HZW2qJXFB6V9Kf1W1Qpz6C5kDVDdF6Sdh67d_glW8KX4Cs57m-wzN3SR_kRDvbf9W8sb0wf8DNB9-W8QK7HD5ZtLrVN5CPQbX1mZLFW5NJtY_7KKGNrW6tJ9Gz5fP881f8hd3wl04 )
Featued image for: Reinventing PostgreSQL for the Next Generation of Apps (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWRJ4d4Cp16NW1H2Sty48PGmfW6cqVBw5Fz9BRMtGxmH3prCCW8wLKSR6lZ3n7V1pkQQ70Wm8XV-gylc8NpwNjW4Mf5sn39dDx2W50tq479dYLjRW76hgRg7D58JQW1xZy7M64-3FXW5T-5Wv94v_BzW4hlQdc1GMwc-W1YpRp_7TcFCsW78d8ss2mVnRNW6YsFyR7FNGHGN5YBN_kjSvtKW1Wq_DF51jFxHW2rzcnN1M6FLXW3L86nQ99SmcQW6n033l3bFmvnW5sf_X53yLVXkW4h06M56jP_3jW5W25fW2d4ZM0W3qFsl25m_5XMW5L5ZnB6s4b8CW8q_Z_22PZTdTW534vPX4fx13XW5N4WhP1sk2fcW8B0kx23jcKcFVYdVdD6WtXQsW7rkhcl4cB6V-W383bw51yMhjbf3MSGMd04 )
Reinventing PostgreSQL for the Next Generation of Apps (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWRJ4d4Cp16NW1H2Sty48PGmfW6cqVBw5Fz9BRMtGxmH3prCCW8wLKSR6lZ3n7V1pkQQ70Wm8XV-gylc8NpwNjW4Mf5sn39dDx2W50tq479dYLjRW76hgRg7D58JQW1xZy7M64-3FXW5T-5Wv94v_BzW4hlQdc1GMwc-W1YpRp_7TcFCsW78d8ss2mVnRNW6YsFyR7FNGHGN5YBN_kjSvtKW1Wq_DF51jFxHW2rzcnN1M6FLXW3L86nQ99SmcQW6n033l3bFmvnW5sf_X53yLVXkW4h06M56jP_3jW5W25fW2d4ZM0W3qFsl25m_5XMW5L5ZnB6s4b8CW8q_Z_22PZTdTW534vPX4fx13XW5N4WhP1sk2fcW8B0kx23jcKcFVYdVdD6WtXQsW7rkhcl4cB6V-W383bw51yMhjbf3MSGMd04 )
Featued image for: Set Up Talos Linux on Your Machine (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWRJ4d4Cp16NW1H2Sty48PGmfW6cqVBw5Fz9BRMtGxmn3prCCW7Y8-PT6lZ3mxN3Gd7MHgchk4W3JwvgK23CBHsW66LpZK3FZMGgW5YDW048XMzB4W5w_4Tn7cX-b3W39vkJG6y00ShW8cLDqN1WMd-NW4qggmD1-LxVpW9hnXmQ2-v3LkW2Sj7Tw7BCLW3W1str-16v8hWpW2G0bjt7fskcPW8sNCMs7PjyGHW2ZJYXR6y4_nlW4FKdb490-r6pVqrnfG2_96wVW4w8LFy7G1XlNW8YxGNv1b7DVpW30-vMC8ryBLWW64gvfS7bhHd3W2Q0JxN1hYyf_N4zgmQwcxnjQW1Cwj7S4gqPtTW4WpMg68Y_JHCW8f3px44pMBfWW7zmpnd1TjvpWf4tl98d04 )
Featued image for: Open Source Talos Linux: Bringing Simplicity to Kubernetes (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWRJ4d4Cp16NW1H2Sty48PGmfW6cqVBw5Fz9BRMtGxmH3prCCW8wLKSR6lZ3kXW6-GKcT6SvSRHW7b_c4n35JB5zW7FxDfT59wtr4W5jTv1h5qMPdbW86Qkgs1DvhHwW1pwhWC66fWwvW6HmrkM7Hz-TKW28jw2c1FL74dW7sp1Xn5KBFmBW1d04Kc4hs7h3W65bRL22xg3_rW1ZyTcH5cG-97W8-v7r35y_6gtW5_cd255VS2MRW9fwvjQ8b47KDW2h8t9s8Sb1ScW1nyflj8wTshBW4cND6H8bXHXwW2hgjzP690kDpW1HbzPT42q4HpW9g746B4TznntW6DpP-l4B6242W5Y8MRW3n9Nk4N7rGFdbPp54sW6nc69w6ZQW1yW5p0FMf19B99NW4mz9Qh6-Cs47W7msV3f7J16f_f44yjnj04 )
Open Source Talos Linux: Bringing Simplicity to Kubernetes (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWRJ4d4Cp16NW1H2Sty48PGmfW6cqVBw5Fz9BRMtGxmH3prCCW8wLKSR6lZ3kXW6-GKcT6SvSRHW7b_c4n35JB5zW7FxDfT59wtr4W5jTv1h5qMPdbW86Qkgs1DvhHwW1pwhWC66fWwvW6HmrkM7Hz-TKW28jw2c1FL74dW7sp1Xn5KBFmBW1d04Kc4hs7h3W65bRL22xg3_rW1ZyTcH5cG-97W8-v7r35y_6gtW5_cd255VS2MRW9fwvjQ8b47KDW2h8t9s8Sb1ScW1nyflj8wTshBW4cND6H8bXHXwW2hgjzP690kDpW1HbzPT42q4HpW9g746B4TznntW6DpP-l4B6242W5Y8MRW3n9Nk4N7rGFdbPp54sW6nc69w6ZQW1yW5p0FMf19B99NW4mz9Qh6-Cs47W7msV3f7J16f_f44yjnj04 )
Featued image for: Survey: Where AI Reduces Toil and Where It Still Falls Short (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWRJ4d4Cp16NW1H2Sty48PGmfW6cqVBw5Fz9BRMtGxm-3prCCW95jsWP6lZ3kPW5g8XbF6HnM2nW5NMyb38qMCBDW3XLsJ41PVLwXW206XFn60h92jW78sZl74L2xQ9W2w4RXK3w9X2cVFfn8c5lX8RbW4fv1Yk5-YkD9W42m9wQ4LXBFKVXsfMj2C2NckN8whqqLxwQ7fVMgylN6ZzSxFW1Hgp1L29yg6_W9j6Bl072cTS2VZ9cVF52KFq2W78qnpN5hGGwTW7wswhf8WcYKtV9NgcR97bHS6W7v5fd_4N5-PDW3wmKsK6y_ZzyW5jrsx58n324wW3KTcbL2qmw9WVj0vMG8RbClqW2WJNXx7Nxm-rVgQtNq5gWrR0W32syJb3gry3HW5GtJYZ46tMwwW7-jSn25lWnV9W8FbWnr6HbMGQW7_YgQx1C5pvff6dYr1z04 )
Survey: Where AI Reduces Toil and Where It Still Falls Short (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWRJ4d4Cp16NW1H2Sty48PGmfW6cqVBw5Fz9BRMtGxm-3prCCW95jsWP6lZ3kPW5g8XbF6HnM2nW5NMyb38qMCBDW3XLsJ41PVLwXW206XFn60h92jW78sZl74L2xQ9W2w4RXK3w9X2cVFfn8c5lX8RbW4fv1Yk5-YkD9W42m9wQ4LXBFKVXsfMj2C2NckN8whqqLxwQ7fVMgylN6ZzSxFW1Hgp1L29yg6_W9j6Bl072cTS2VZ9cVF52KFq2W78qnpN5hGGwTW7wswhf8WcYKtV9NgcR97bHS6W7v5fd_4N5-PDW3wmKsK6y_ZzyW5jrsx58n324wW3KTcbL2qmw9WVj0vMG8RbClqW2WJNXx7Nxm-rVgQtNq5gWrR0W32syJb3gry3HW5GtJYZ46tMwwW7-jSn25lWnV9W8FbWnr6HbMGQW7_YgQx1C5pvff6dYr1z04 )
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Context Engineering: The Foundation for Reliable AI Agents
This article highlights the need for context engineering and associated benefits, identifies the challenges developers face when applying it to build AI agents, and presents a high-level architecture to address these challenges.
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<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWRJ4d4Cp16NW1H2Sty48PGmfW6cqVBw5Fz9BRMtGxlv5nR3bW69t95C6lZ3pbW8kM8cZ4jkKNFW5rTW2f1rSb33W4bGs2s68spQrN6VKnmyt44mMW4cnmRm2Txz8BW1S4GVT3QJCzKW9d8bqk4GdRV0W4Pp9b857J8r8N7BV9s5d24_mN6-H6w-jdhYZW8ZhjNy84CczsVKlkrL5P7nVxVGPYB1981rJbW4kNLf27ZjjdXVwYNGJ1jBnRBW78gngD43hXQ3N8YrsXXCtXrPW1Cjj4C3q-zq6N198w3_1jCZhW7BlYMp4MMDQ5W81P5tB8KvCGYVXfQ4-8-2hfLW3hm78b5p59vNW1HZ62Z1gHf13W6Qkv9Z30fm3dW8zcFxC4jtQSKW3lzHDy3hlDHhW6dNZml2HqGwQW7mR8mT1y662vVSvq1l2fwqKmVP8-Qh6KqXxsW8GzNgc1mS1pTW8v4Kpp6VwHsTW202Yl81c3Q8JN2tRv7jDgVLRW6q7dg74-_ydZf3cb5FC04" class="link-view-in-browser" target="_blank" style="text-decoration:none; color:#142640" data-hs-link-id="0" data-hs-link-id-v2="O3dgEDXW">
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November 6, 2025
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<h1 style="font-size:24px; line-height:1.1">Talos Linux: A Distro Designed to Help with Kubernetes</h1>
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<p style="margin-bottom: 1em; ">Talos Linux, developed by Sidero Labs, is a minimalist operating system designed to help ease the installation and management of Kubernetes without a traditional general-purpose OS host. <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWRJ4d4Cp16NW1H2Sty48PGmfW6cqVBw5Fz9BRMtGxmH3hCZYW8wLKSR6lZ3pFN2K3nPy-rzc1W7h13GH73TbFKW813D0z1KmS7XMJ4v4Jlsgb-W5T5v7D79-_s2W3K_K9S11ms4gW8Zmxt68S7rT-W5HkS0f9k-4z3W4TKK_J7SP9SBW7-LYjP4rzCsbW6tYg9C5MT7T-W6t5dKg5KGDgBW3YK6Lm5qht0VW44BjyS3WrtCHW1Jh9rR71hWdKW5pzNsD2FsCNVW7NTWxy3SHV3ZW3_v-Vp1F_2y1W6hs68z3P_BRpW8FXPBh6Mgyq3W8N4Ppm5jHgdPW7ZlkRw1cJL-9W2nDCYn7bh4_QW3-sfr_6sVnhYW7ql1Vd8dJhFWW51DTsx5XdSz4W7JPjQT1gTkLRVNZS2f2xQbwQf3mXCpP04" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="ZhtPvHfy" target="_blank">B. Cameron Gains explains what Talos offers enterprises</a>, including improved security. Then, in today’s tutorial, <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWRJ4d4Cp16NW1H2Sty48PGmfW6cqVBw5Fz9BRMtGxm43hCZYW7lCdLW6lZ3lfW79d9nn7m99m9VjF-Cx8_y15LW2hjDl-6bpXC4W2CXd8t172049W92MhkF7tNJjVVZxGv-8F-pZHW7w10xZ5hmgGVW53Lq5f6ny1h8W1M7TkM7xS0sgW8Mm4c62MRZyKM2Ht1qmKq45W8MkdJN90Y-TFW80QLcP2dpqNMW8md0cV1GrjPDW5tZs6D73GzzRW8XlGlh6sgpcKN8m6mgh-mqlCVj1hlT6TB5mqN6LxttRGshbYW427hjZ8_kzXdN4fBggtkWW51Vh7YmT7R3mfhW8Pp84c9drM3tW5qQ0zv5_psk_f53t0vx04" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="3R0my5mp" target="_blank">he walks readers through installing Talos</a>.</p>
<p style="margin-bottom: 1em; ">In other developers topics we’re covering today:</p>
<ul>
<li style="margin-bottom:15px">Dark pattern, or deceptive practices, in user experience can create real financial and reputational risks. Find out <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWRJ4d4Cp16NW1H2Sty48PGmfW6cqVBw5Fz9BRMtGxmn3hCZYW7Y8-PT6lZ3lYW6W8cMd39CvpLW2ZXkFh7c0dHQW7QTbCz3GKb99VK66247rWJSMW8y6bsp3y9ZDdW4gRh4_3zW8nGW3DXKp586w5glW2Y-DZs7xdFrTW8dDwB27bZNXXW3bqkMm1jf98NW33fN7q559V6yW6xVKm342Kb5SW69N7ty6J5xSbW2z31fh8JqzNBW3jVl6519Kf41N6HXnHFC33sDW1x5pPX2DhYdXW941f0Z3VNJ8FW1TBjgf781MCtW7z-KmR6KH5kQW6sBdfr92M7VHW2kBq_B2dC3PqW5Jg5qd6WTYK_W4d0FT55GYBzvW3yv-G94Xr-rJW5777_44F6WpKdrJ0DF04" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="6Ca3pa4G" target="_blank">why developers should prioritize ethical, transparent UX from the start</a>.</li>
<li style="margin-bottom:15px">Driven by hyperscalers such an Amazon, Microsoft and Google, the enterprise AI stack has quickly evolved into a sophisticated, multilayered architecture designed to support generative AI applications. In today’s post, Janakiram MSV explains <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWRJ4d4Cp16NW1H2Sty48PGmfW6cqVBw5Fz9BRMtGxmH3hCZYW8wLKSR6lZ3mSW1vYVwd9k3f5yW1Qs3JL1QR7YDW9j2ff991BkD_W3L78yw86lRqSW9gs68_5wbd0CV1HPMP9hGh53W6Pyhl04RBd8RW1Hfr783TLJsLW5fWSNr5bHZPsW995jZf1JpG2fW8JqS9F1DgR_8W43VtqT9gxLRZW1rl6My6_WF_fW96nGmW3smF3qVdBGHc69x_W7W7QG3gH6S2Qh5W1Ftdbd7drFSyW3kNhjf6_KGxCW41VclY247VSPVW76s92qcQJmN96dCkPX6GRHW2fqtbW2fq19nW2wrybB3nWslDW1LN5HG51-09bW8nCQfr1z12ZnVpdmHD48W1yjW5Q_71f3SgrQpW31m7Bq2X9Wl6f2fcT2404" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="Vpqf5ORs" target="_blank">what goes into each of the three core domains that constitute this new architecture</a>.</li>
</ul>
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<table id="toc-author" class="author" border="0" cellpadding="0" cellspacing="0" style="position:relative">
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by <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWRJ4d4Cp16NW1H2Sty48PGmfW6cqVBw5Fz9BRMtGxmn3qgz0W7Y8-PT6lZ3p2W9jYPhV2zWpSwW1KQZzC51wCmJVmPXQ38pwvy3W98r0Pg7p9SpfW1Xw2Fw2zR7NPN9f2nFF8T60SW55XtcN5JVy9nW69j-bk3PdYTqVfyJsK7BvdchW3LsjTT5rLhJHW58gjjt1y4ycLN8l6K3kY03sjW3FCpV577f4lzW6l-KRr3Ry7hMW3L-NyJ1jsgYtW3YNxxY7vsz5-W7pH90s1LmnclW2vt8Cn5x3zL4W7CJTyt2qv-5zW67w7nx4ccmc0W3Yx7P98xfJQkW47RSck4W1XBgW5pRKcG59wh8JN7y0tsHhCDRlW20rK4b1BDScXW5Lq8Tt2cm3msf411h2j04" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="sO4F2z1B" target="_blank">Loraine Lawson</a>
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</tbody></table><br>
<table class="content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; max-width:640px" width="100%">
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<img class="rule-gradient" width="640" style="display:block; width:100%; max-width:100%; height:auto" src="https://cdn.thenewstack.io/media/2024/04/50ddec29-tns-daily-rule-gradient.png" height="auto">
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<h2 style="color:#00aff4; font-size:14px; font-weight:bold; line-height:1; margin-bottom:10px">TOP OF THE STACK</h2>
<h1 style="font-size:24px; line-height:1.1">The Reality of Open Source: More Puppies, Less Beer</h1>
<div class="byline" style="margin-bottom:15px; display:block; font-size:12px; font-weight:400; color:#48607a">
by <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWRJ4d4Cp16NW1H2Sty48PGmfW6cqVBw5Fz9BRMtGxmn3qgz0W7Y8-PT6lZ3nQW5nPHwW7s0kvWN5sTKwz7sBPMW8JC-3h267wbNV-XPSt4xWB7tW6B777n7T4zqvW3pR3R04T0NG6W2g7qyn8X5JpHW12w7_M19jtJWW2NGlt92P3jVhW18JDLT131mFgVyDtZ44hxZ_vMHzk1dpFkbNVQ2kX57JpJWwW9bd7Mq1xZ5WDVWnD584SrYzvW4x_1Xg3DPHWyN7xtGmRTdckYW6b-wW37WRVlHW81V8mj9fk83xW5gmRp733DrdVW8vd-7p69WXC1W96WXyk5HPgRGW4KdD9j5J2M-5W7CrMRS307KZJW4VSn8P2TpPL4W3XJdTG2ygXV1f7nSZlW04" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="XplmhML3" target="_blank">Michael Donovan</a>
</div>
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWRJ4d4Cp16NW1H2Sty48PGmfW6cqVBw5Fz9BRMtGxmH3qgz0W8wLKSR6lZ3mHW6SRx5-4t1ycCW4vB91c4pKfygW921NbT30kXPXW5J1kWK3g5tJXW5jqyHn3q_syGN3jwQz5Gh4vVW7dFBVj3gH5z4W7Kjghr5X3Y8gW2Vd66W6w6YH8W5fXRtK7ybDyjW7wbKkb27CwGVW9ktxSQ4FS1qZW1MYcbp44mzW6W3NJ1ZX3QVyTjW2wKJqT4g4--6W73prsW5nN9pKW6H-3F34Q8SzrW2tB6GF8KlwKnW7DtZJW3LqJFpVcmcvz67lHcHW4PB10M2rbSsGW2zC7jn7ZjPGTW2kn17y2CsrywW6rhs9J84D_fFW81lVft3BWFxMW5rJvXr6KPdF-W3BPrKS2gSzS_W55yw2X4fCHSMf4YRjPH04" target="_blank" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="IqwuhY64">
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<div class="excerpt" style="margin-bottom:15px">
To vet open source software, evaluating the business model, funding and governance behind projects you depend on is essential for business continuity. </div>
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The aftermath of Bitnami halting its program of maintaining a library of popular open source containers and pulling down its popular Helm charts for those containers has left many teams wondering when the next shoe will drop in open source software. Bitnami’s decision caused significant disruption,... </div>
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWRJ4d4Cp16NW1H2Sty48PGmfW6cqVBw5Fz9BRMtGxmH3qgz0W8wLKSR6lZ3lkW1fBkGT6l8dNFW7qT_Zt7PHQ_9W7RvXn581-qpVW4KRtCR56s6D1W9cmsqY6x7dqzV78Q9238lpwhW3HSKbp2PCnGHW3rWZ4M4gSl-4W1_hh13444lpxW1DQScJ6BxBPPW7zNnWr8yFHTJW11st7V5cFpZpW65GNkX26DzBmW3560f32ccsW_W5rgZss5KGSc8W61pB2x5fdp3XW4Rp18Q8MXfhVW7RJSH-75D246W86H55y7MkhsxN4SZ0kXXrhdSW7DT1Z79fRp6VW2103-_3lVY-4MY0MLR8pk52W8pBVCF52zqN0W7scgRr1XyM6yW6YCtWW2VVgygW8hSP7c7Rv3V1W5tQk7-4NtWpdf4_2db-04" style="color:#ff3287; text-decoration:none" data-hs-link-id="1" data-hs-link-id-v2="SCd2aKbt" target="_blank">
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<h1 style="font-size:24px; line-height:1.1">NEW Live Webinar: Kafka at Scale</h1>
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWRJ4d4Cp16NW1H2Sty48PGmfW6cqVBw5Fz9BRMtGxm-3hCZYW95jsWP6lZ3l2W7ZTpqB77PMTVW68LZT52GzZHrW5HdZnr8khpTLW4sH4ZY6X8kXdW2ZZ3_Q4TqxWlW3X9Xc02qfJ2ZW6YjTXl8tWk5SW83bGyT8fYBvPN8bPNGkfsF53W5CbwWK1KVpxXW6MWz5K8p3G6VW5GRCtc53Zjc0W1cw92213rpT-W7QZ_Ry61QtHNW4pYFd45KvVJfMC2CbftlNgzW7BpCRz5LjrYbW2xkgMj7xXpSvW5ct47z5nCzp4W5l2pWJ9hD-tzN8kkmLbswzqGW2BsZg91T5_NhW3J2rVj3XDGJXW2jp50R8FSM1LW41lRLl7kKvDzW2ZVJtV6QTxf8W6gDxgq6yyRRwN5BH8t6q0QJ7W2dJVlg92K2HVW7GQwlR6KydjRf1HVtKW04" target="_blank" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="jFgKuHRA">
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<p style="margin-bottom: 1em; ">Apache Kafka is the backbone of modern digital-native businesses, but running Kafka at scale often brings cost, complexity, and operational headaches. <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWRJ4d4Cp16NW1H2Sty48PGmfW6cqVBw5Fz9BRMtGxm-3hCZYW95jsWP6lZ3lSW4-zsXP8v5vnwW1Hx2-g3kyr54W9djJRn3gPwq9W2K_nYG4hVf-xW5mKkwp55J4khW4CpYyM8JVxKrN7nQrh4YMR-jW3HC48Z4KJZH5N6dqDgWFl8ZqW5sD2j15kBfr1W8C1-sd4plWZZW3W5BqD14tllZW1jJ0y_2rc9dPW39SX0N1C9tgsW8PrPCF53VLQXW97zmH75gd8znW8SZfr-2-0jpXVm4cD84yK8DsW1Yq1GD5b8qFmW2DNWkN8Yf7k7N3Bpyffy1_k-W1f8fdK8kClRXW2GK1J534WT_jW7Rb_0H7C8j1TW3XXgVL2h-JMSW5lnps412Yw8bN5MydxksDyMdN5Gty4dVkDvPN5t5rPSmDk0PVjrbhD6rfDq2f7SQ7wv04" style="color:#ff3287; text-decoration:none" data-hs-link-id="1" data-hs-link-id-v2="AmKupV5q" target="_blank">Join us on November 20</a> to explore how leading companies are using Kafka to deliver real business impact. Aiven will be offering a $20 eGift card to anyone who attends and participates in the survey.</p>
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<h2 style="color:#00aff4; font-size:14px; font-weight:bold; line-height:1; margin-bottom:10px">WHAT ELSE IS NEW?</h2>
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<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWRJ4d4Cp16NW1H2Sty48PGmfW6cqVBw5Fz9BRMtGxm-3qgz0W95jsWP6lZ3pXW5LZwmy59CxcHW5MDjH94XF2YbW8jjD1Q2j97cSN50G5hzk-YPqW7WF9dD3403D1W3mNK_f4X2-C8W7j99Db7L8DsDW4pPkvQ5qmGT0W561QcS2gg2gFW8FBX5H9d-JxtW3bckBy4Q3v-ZW4m7Fsx7wpc1FVf4RSr8VzzwWW5454jS5Cy1xhW8twt2Z58ZDvfN41__rfPCCb0W6YX52j2NSnNCW2DFbxj1rn0f8MYLpT65kFNRN8PCdTchmrNnW6KXNNJ65rVKPW7gdJjB1XYZr4W7xZvjc3YJlfYW1W9lt58JWCfWW8rVbQS1_1QbZW1WJbzW5GgbkrW8QLrf_7Zh3ZDW1dqMYs9kyR6KW8jl3465Vl-24W2Bp3Wb5FrC1wdmdDwv04" target="_blank" style="color:#ff3287; text-decoration:none; display:block; padding-top:7px" data-hs-link-id="0" data-hs-link-id-v2="+71cc/m9">
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</td>
<td class="daily-digest-heading" style="padding-left:15px">
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWRJ4d4Cp16NW1H2Sty48PGmfW6cqVBw5Fz9BRMtGxm43qgz0W7lCdLW6lZ3lrW57rpLk1m-2_ZW5XbjsL3X2RsfW4pwD6724kj8HW81V1lk89S2fMW7Dq8vM2N3Qx6W4FVhGb3Y5kRTW5VG7RG4hKKXVW1TRM1X3Y5Rr7W3j-3s32JmFrLW8kcnn86lj2lkW8Yh3gK5r5lqxW40Rwr_5fcBxvN3f58NvtxCx7W2y8mRq4CGHDRW4QVCKh6VYjHvW1db1pN3zGbTVW4H_f-s36gygcW6K1C0f174GJXW83f8nL5WdS7HW5kMb2b8bP1MDW768lxX8Z2P2SW2CJwC16lNJTQW8SbyC-65877wW1SmPqw33LzgYf63cCVz04" class="category" target="_blank" style="text-decoration:none; font-size:12px; font-weight:400; color:#8b8b8b; text-transform:uppercase; margin:0px" data-hs-link-id="0" data-hs-link-id-v2="hnUZD6DZ">
AI </a>
<br>
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWRJ4d4Cp16NW1H2Sty48PGmfW6cqVBw5Fz9BRMtGxm-3qgz0W95jsWP6lZ3pTW4Rt3yc6P1zwFN8ZkV56STG6gW8XnsL57Xm2ySW3tKYdn19nMngW4Zn7x91yWNppW35k4lR3XpsCCW7vJW1F4Q_LTWW3rYVtx4D3NWLW6tnn7q4cH4YHW45Tb-J355TWbW6r4ftj179s4GW7hf25n708P8HW16CZZ-6MtkrDW97CDXL2SXbn3W2pKwbQ6zTNK8N4s44bVHczRFW7WQ3Zd5yDZyNW87jC-N4YbSQDW2lk2pY6gyCxsMKHF16V4Z8KW8p0Ybv4rJC-0W9llrxr7RnX4nW8vSFkY3QXJJjW8ScHMP2k30QCW4vGwvv8h5wtLVYlB_Y2NhMSCW3M_Fgj8Yzch_V5TxcF5ml3MyW1hbDWQ2V9PmgW12wwJm8L2t1Sf3XMr5604" class="headline" style="text-decoration:none; color:#000000; font-size:18px; line-height:1.2" target="_blank" data-hs-link-id="1" data-hs-link-id-v2="V4BWOwyv">
Future-Proof Your Strategy With an Open Source AI Playbook </a>
<br>
<div class="byline" style="margin-bottom:15px; display:block; font-size:12px; font-weight:400; color:#48607a">
by <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWRJ4d4Cp16NW1H2Sty48PGmfW6cqVBw5Fz9BRMtGxmn3qgz0W7Y8-PT6lZ3lDW1QcX4L6hKbsVW94kY8Z1_gpkYW3SfJ0N2N9zhCW5KcmRq7c4_5MW34R-WS94BSyVN5b2B6Bh9qYMW3bQxVh7NX3ZmW8P-xF83W22sMW22hzPv7vGVVrW8H04qr6Z60GvW2JYc584DH6WcW7SSzhz1_41jvVPThV61bwqlgV63DzP9kLnVWW56-mdq8GjJWFW5PrTty6tC_4mW5Tdhv25wmQq3TGd1R2yFTqQW19hPFR7YY-Q-W3pYHJQ83MRgbN806Zt0BG2p3W7dPCGR6z4blDW6qGmxw5SLKMwW1dwF5j5vt3L8W3jGZvV6tMQhHW75NmC-1SFVrVf2QS7dn04" target="_blank" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="G9dDaEzo">Vicki Walker</a>
</div>
</td>
</tr>
</tbody></table>
<br>
<table class="daily-digest-story">
<tbody><tr>
<td class="daily-digest-thumbnail" style="width:100px; vertical-align:top" width="100">
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWRJ4d4Cp16NW1H2Sty48PGmfW6cqVBw5Fz9BRMtGxkW5nR3bW50kH_H6lZ3mgW8blSPm3bf5jVW8SBGw27TgwT9W16sTPH8WlNG0W66sc5W94F6V5N43fVcmQQy3vW7Y2x-b6Fd4bKW8dFtB-6TkHHgW8dDD9Y6_s2P9W381p-j5QTPjJW5TNKpB4JCLFFW5v2Rpn7y2scxW1KJQNQ39pQVtN4RWR3TmGcCyW68zSR73fYWc3W5dPstQ5G0_DcN1n0lRw2lPsyW8_HM0v7HT9ZnW8mbTqC3SPsq-W83SCPT8vBzsRW6v3Yr59dWvsJW77BlKd5zs2jNN4Fy577BkgvzVvzGNQ1KRDzcW7mDG0T7Q203yW2xQWdM5BWLZcW74BLvd2Ynz0RW78LsLH7RHB0HV-77vJ7yxQ4jW8l45V84pN0zWW47XRQx98sNtvW2vG4S_50slBqW3CGT6V4K4KRVf1N_JYs04" target="_blank" style="color:#ff3287; text-decoration:none; display:block; padding-top:7px" data-hs-link-id="0" data-hs-link-id-v2="uu8cjfhF">
<img src="https://cdn.thenewstack.io/media/2025/11/84156df4-ilya-pavlov-oqtafyt5ktw-unsplash-1-1024x684.jpg" alt="Featued image for: Conformant Kubernetes Update Availability Varies Significantly Across Services" width="100" style="display:block; width:100%; max-width:100%; height:auto" height="auto">
</a>
</td>
<td class="daily-digest-heading" style="padding-left:15px">
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWRJ4d4Cp16NW1H2Sty48PGmfW6cqVBw5Fz9BRMtGxm43qgz0W7lCdLW6lZ3lZVmYxLZ3VS2c2W35pL8D5rFZLkW56bhj45GkrNvN7MZ_jwC8GyVW5tgDHN8hpZ5WW4b1FCJ2tfNvbN3JHWbWvYl6yW1QVP2C7Y5ZM9W7QJfR03LBYY7W1DDpr775M6HWW5VhHK49bt2BYW70nn556nx2FCW7tDbW71rBnGQW43zK3t2SFfkHVJFf5v3l9N3bW7vG78m5pKxg6W5VJP-N3hZBRmW6RPsq12yh7ltW5HwTP92fPDspW2DmzvZ7dS29QW4byylm89m26FW3JmjN16l_yHxW3szBjj1QxDShW6D8Kbr8pBdHPf1jm_5q04" class="category" target="_blank" style="text-decoration:none; font-size:12px; font-weight:400; color:#8b8b8b; text-transform:uppercase; margin:0px" data-hs-link-id="0" data-hs-link-id-v2="KdJppM4D">
API Management </a>
<br>
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWRJ4d4Cp16NW1H2Sty48PGmfW6cqVBw5Fz9BRMtGxkW5nR3bW50kH_H6lZ3msW8N-Gq-6kYBTTW1DHtJF8BtRgtW1VTSXj82bGqBW1dGqtw35_MnSW3Kf1Lz1MBhBTW8BZnGH3VgZWvW3cLxHD550R5wN2Yv54kDc_WtW157JWc17z1R8W7Nc0ZG8G8vpfN8Pnv4WhbN_zW2VPyQj1Md3-gW39Pg7c5xdjnbW4dwt_x5pvBDdW6_pCk41xkWqQW5rL3hK5-j9MGW1f32wX4RltvBW5p71Nw8Lg8w7W2FM3TW8bfZTSW2RxrQM58VRdyN8RLB41VW6nqW9j6H1h2DpLdKW4szZ1-823-hrVTRW_J6LqHW4W8NQ2Fp7fJz0jW5RhGWt4bLzbYW42xX9K3JbcvBW5SXDFf694zbfVfjKg12-TZ8NW2X_rBH8bC6R2W8CXhP56Vggk2N5fJSBW2Xwytf3fdk6804" class="headline" style="text-decoration:none; color:#000000; font-size:18px; line-height:1.2" target="_blank" data-hs-link-id="1" data-hs-link-id-v2="Xf0HseU5">
Conformant Kubernetes Update Availability Varies Significantly Across Services </a>
<br>
<div class="byline" style="margin-bottom:15px; display:block; font-size:12px; font-weight:400; color:#48607a">
by <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWRJ4d4Cp16NW1H2Sty48PGmfW6cqVBw5Fz9BRMtGxmn3qgz0W7Y8-PT6lZ3n8VXF9dv4KdNqNW3Fn4g_6V5Bt2W3vZ_447gXtL6W6mkWbX5w_7t5N1qljVTKg18MW1CD2qZ3ht4bfW89DSZM45wZ8hN7169vCfwqFwW4Lp8hN3GbKvZW6lC9YF8pxvNMW6sFsvv6nwDxyW2BsQ_Q32vVgsV3XNGY7lrHVdN4w49_fWjxdvW75Czzl3kDsk5W4cZdKf31T2pSW4y1Pjn6PCKf9W8J1Jz-56H-R-W6vsHHq2xm6qVW7YCFXv17nd49Ty5k1179pW1W1s4RCZ3yNh_-W2cmHR_2F-hNlW2kwFNB2rH80YW2j4yWz6f9jCWW2g32Yz96k_5Tf27D82R04" target="_blank" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="gwPZOmWD">B. Cameron Gain</a>
</div>
</td>
</tr>
</tbody></table>
<br>
<table class="daily-digest-story">
<tbody><tr>
<td class="daily-digest-thumbnail" style="width:100px; vertical-align:top" width="100">
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWRJ4d4Cp16NW1H2Sty48PGmfW6cqVBw5Fz9BRMtGxm-3qgz0W95jsWP6lZ3pFW501c2N3Y8TWqW3508jd61tBY7W3TzVfM7P88S7W77Wm9g70k8pMW6jSClK8vXcrhW7lm3y65_BdbrW7hw84C2KsgGgN2fzL7VXT9CCW2tbwxs65JKxNW91jR-18srpQMW4VY0lh3Rn-h7W5XyLVS1wxndmW6qk2ZH6PwmRFW8Mc9LK6Dsc55W3Y3g181Y-Kb7N7QB7lql3zm8N68t6z2sJ5jfW6VbWm_49Z0GVW6LLTLm1sh0y9W8-Nd7D7899H9W4DR2-t7WMntMW1TNWTD7MWMNWW1fDCdC6MRl16W33SH0d1MZNDFW46YFxr8WQ0QrVHqG3r786tMJVc-j815CDmXFW2Yg24w8NvDsTW2fQmqL9br-R7W564JH_1Rk4Jkf4vkbRs04" target="_blank" style="color:#ff3287; text-decoration:none; display:block; padding-top:7px" data-hs-link-id="0" data-hs-link-id-v2="VLBhmETN">
<img src="https://cdn.thenewstack.io/media/2025/11/079a5804-reinventingpostgresqlnextgenerationapps-1024x576.jpg" alt="Featued image for: Reinventing PostgreSQL for the Next Generation of Apps" width="100" style="display:block; width:100%; max-width:100%; height:auto" height="auto">
</a>
</td>
<td class="daily-digest-heading" style="padding-left:15px">
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWRJ4d4Cp16NW1H2Sty48PGmfW6cqVBw5Fz9BRMtGxm43qgz0W7lCdLW6lZ3mFV8bhHW92dnpRW1DDCV88QkMqhW2kWpNz7WYlVtVlqK7r6MTRTGN62nDYyCq8MjW7vg5jT3sFMpjV_jPZX1YgGScW5FzS351qqLQKW8pCKVp485jqyW84Q8sq88Y3tRW4HrK4f7FBkKPW6KRRH61dgXCwW145D-B92vjlmW336pNp1S7XCsW3H8n6P92zvg7W5lRRGZ1VqhQ7W2RvD81883KkGW8HyFD33y6Cb3W8W8vT39084wFW3MdMzR7V4yZHW4BvLXM8mdzs-W8BRNny7KnsYGN91mk234bRM1W6MTQ6195BWXdf2RC_Cd04" class="category" target="_blank" style="text-decoration:none; font-size:12px; font-weight:400; color:#8b8b8b; text-transform:uppercase; margin:0px" data-hs-link-id="0" data-hs-link-id-v2="w+6syV2B">
Databases </a>
<br>
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWRJ4d4Cp16NW1H2Sty48PGmfW6cqVBw5Fz9BRMtGxm-3qgz0W95jsWP6lZ3mfVzj30p4WS4BhW7hZjXD16R-N5W2MNMNW8LP3JxW2PblGY4588ZHW46zDyf4_-6rRW4PzHJ51glCJLW1FCZSh9l3H8GW2dgVhQ6yyCR3W5hpBmY8NmyfHW2JwXFG1lNZ6fW8Fscml1Mp051W3kgh3P27sz_nW5ZDJK_8xhwPFW42RcKW7TvyWSW22hjMQ3f2SRHW7tgwh-50hbXHW2kF19H40lPxNN1TbrSyL2rTGW8p4jqV1Nx0bpVwD0zz61JKTjVxS79-8k1_C3W2j7Bmc7YqLCkW6M83005nDytpW1HjBTq65RTJNN4PNYG8z1XqtV10J725zVw5vW7jGnKh19mWLFW1Brc5z7vNZBWW6rvy3z3M39LdW7Sp30v7bkfh5f8gV82R04" class="headline" style="text-decoration:none; color:#000000; font-size:18px; line-height:1.2" target="_blank" data-hs-link-id="1" data-hs-link-id-v2="k4qxyFle">
Reinventing PostgreSQL for the Next Generation of Apps </a>
<br>
<div class="byline" style="margin-bottom:15px; display:block; font-size:12px; font-weight:400; color:#48607a">
by <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWRJ4d4Cp16NW1H2Sty48PGmfW6cqVBw5Fz9BRMtGxmn3qgz0W7Y8-PT6lZ3kXW7XdTyL1dFPhLW6wlzbT5Lx4rgW2JVhdp2W-mLXW2bnKwc56BxnmW1k9zqX5SdKBMW2G3x9L2tFRlxW5Zp9D06kR7T8W8x2YJp183PbmW8VDC1M5_qY5-W2ryhvy94D4McVSJ1_w8bwwH2W7GBr-x14HH9kW4F621W6jY20yW5rL_-s42T82VW9cJXvP5WDVxvW4RJGm87Jyd0hW64K1mS6ql9rWW8RM4hL76C9TMW7XQ13C6_Hc_RW7kqpwt690m5NW3146mr1yH4ZhW3SNGPJ5FMfwmW3NJrH475tz-3N2yWzxRWyQmkW90JcDN25PXDMW4l7j-n1820Jxf4dTFKH04" target="_blank" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="qIRdugG3">Chris J. Preimesberger</a>
</div>
</td>
</tr>
</tbody></table>
<br>
<table class="daily-digest-story">
<tbody><tr>
<td class="daily-digest-thumbnail" style="width:100px; vertical-align:top" width="100">
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWRJ4d4Cp16NW1H2Sty48PGmfW6cqVBw5Fz9BRMtGxmH3qgz0W8wLKSR6lZ3l8W290n592N55C0W2rWfSw2cw_6RW8SvlXC41YkrnW7sW8Lp6lyWVJW5_YdH017sqPtW60gpsc5wWl5qW6C3qpF1zGBKMVq6yrq1G_HRBN4GDTJXnpPWWN6JKlqnqrF9qW3Zz5nY4QPnvbW22L3BR7XY-gmVz-0Gj7tl4tdW78M2yL2Q9SHsW4fJPSl8zdc0qW4CKdgf2_mXQhW1QYL-Q6YX49ZW1SvF79529YGVN2bGCSCJ98T8W3bFLTS3JCZTkW512N7F6Ht7X2W2Hd9zq3bR66YW6NVSXS1N_9qyW8D9Ngb2lKn65W5HzB0V7Fm45HW7fsT108nKxjbW1rvx4-1GXNDCF7bnhCvQ0xGf6GZRH004" target="_blank" style="color:#ff3287; text-decoration:none; display:block; padding-top:7px" data-hs-link-id="0" data-hs-link-id-v2="zl88MIlg">
<img src="https://cdn.thenewstack.io/media/2025/11/f2153871-talos-linux-tutorial-2-1024x576.jpg" alt="Featued image for: Set Up Talos Linux on Your Machine" width="100" style="display:block; width:100%; max-width:100%; height:auto" height="auto">
</a>
</td>
<td class="daily-digest-heading" style="padding-left:15px">
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWRJ4d4Cp16NW1H2Sty48PGmfW6cqVBw5Fz9BRMtGxm43qgz0W7lCdLW6lZ3prW8GddfJ7hN274W98FXNb2mb0-TW53hs7_8q9H3FN1bshqZ7XD1RF18wHK6S8GQW4q4Rj98X9FVFW6K9HJl9hH9zyW6st5Q02pYKLCW3FjzvJ3QDGsKW8BBB-h6TsCSHW6Wyq4q707CPkW7xcv016_Trg0W6Stjd33kGfkBW7Y1QHw5Xh2-HW3Wk74N7VXLlHVD4K5n8Tq1fyW3814Fv8r6P4hW4c_GFZ6lqPd1W995NXl4fYCNJW4tF5th88Z5ZmW7_l7Zk3c4TW9W86XY0H6yTyLWW8bWRW07-Jwg0W7QSSKz48CYYqf3pS48s04" class="category" target="_blank" style="text-decoration:none; font-size:12px; font-weight:400; color:#8b8b8b; text-transform:uppercase; margin:0px" data-hs-link-id="0" data-hs-link-id-v2="LcU4aDRX">
Linux </a>
<br>
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWRJ4d4Cp16NW1H2Sty48PGmfW6cqVBw5Fz9BRMtGxmH3qgz0W8wLKSR6lZ3lnV7JXKH8gZdGvW3ZCfRM1gg28xW1c2MW75LCMP8VPD4PY3XGtM-N1WBDS29yLQ2W3zpyG74_kLDjW5b3kJ449kMwgW6GYbv293rt5vW90nddg7W7QYPW6MFhG26Q6MDPVY7mkQ5VsMSkW5346T28VFKrpW43yby278F_JHW2H4RSy3pJBLNW5QpWqL9dKv1qW7JRsHN6S209FW54K_-n9bz5DmW3xHR2J5ylPz4W7BSXLp2dF-rTW5lrfjG86NlR5W2xRQ1q7T5Xw8W7w9DFw41WGMrW2wlw994MdRH5W1vfjYd6Cw3djMnq_GTRf4tjW6RfLsz1x8fs9W2HpZqL33tWhHW8Vp7GF5Bbvcbf2Kb0lH04" class="headline" style="text-decoration:none; color:#000000; font-size:18px; line-height:1.2" target="_blank" data-hs-link-id="1" data-hs-link-id-v2="TRxvv5JR">
Set Up Talos Linux on Your Machine </a>
<br>
<div class="byline" style="margin-bottom:15px; display:block; font-size:12px; font-weight:400; color:#48607a">
by <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWRJ4d4Cp16NW1H2Sty48PGmfW6cqVBw5Fz9BRMtGxmn3qgz0W7Y8-PT6lZ3ptVFsYCT8gndWhW4FxHw73gJ4DCVvPq1_38qYXtW536ldG5xTvGvW8nBhHY5v1V4dN6Cgp4kJd6pqW78HMVk1HrGngW4BvRb15qrYQ9V5ZMx-4L6x9MW29D0kn94Jf4BW4Y90PT42vkNxVktdht64DzwSW4pr5G73ptVdmW4M6MtD5vLF41W4kK9Kg8wpWCNW560plP3757Z0W97RsJv7VTy9FW3wftSb3rJKR0W2qxwPW62dmyMN8RhwQ6HZZjNW5fHC9R3J0zsBW8x9fLQ8N9mTkW3wcWkJ40knYtW8dhZvP5Yp6fGN83nc6bDpQzHW1jkZXP8D4Y4ff2dX5C-04" target="_blank" style="color:#ff3287; text-decoration:none" data-hs-link-id="1" data-hs-link-id-v2="UI4cXK9r">B. Cameron Gain</a>
</div>
</td>
</tr>
</tbody></table>
<br>
<table class="daily-digest-story">
<tbody><tr>
<td class="daily-digest-thumbnail" style="width:100px; vertical-align:top" width="100">
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWRJ4d4Cp16NW1H2Sty48PGmfW6cqVBw5Fz9BRMtGxm-3qgz0W95jsWP6lZ3mKW5S08cX2Ldj12W6spb687l6L24W24RRBN7zjqwXW7wTZqH1WZctBW8dr8vG5RntwYW1tvrNR48bJZ4VMMypL2HCgK5W3YBCTg8Jp9pYW4Z0vRF5cqc9tW4nyrBK5dy5wvN6VhNHMz9FQrW7B8fDj97DV_WW1yK2GK5Wss3XW5mjGnn8d1GxvW6C9YC180MtBvW5KjTcp5M65N-W7qK-sH4kt6YzW2K-2c489wNXPW6G0xVh7b0Jk5N1T4hs7995NkW3Bt1-f65g1-FW4W8TzF8cVrTZW1DrrWY6zg6Q9W5M8Kqg1gj_CCW4jX9N68Rnm9yW5ZTk0-1f1DflV7N18k2ySpG_W3HYNVB7B-8S1W8mQSQt3nVd1yW8N1czm4kXxz4d97Mg-04" target="_blank" style="color:#ff3287; text-decoration:none; display:block; padding-top:7px" data-hs-link-id="0" data-hs-link-id-v2="SUIylRNW">
<img src="https://cdn.thenewstack.io/media/2025/11/36476e17-talos-linux-2-1024x576.jpg" alt="Featued image for: Open Source Talos Linux: Bringing Simplicity to Kubernetes" width="100" style="display:block; width:100%; max-width:100%; height:auto" height="auto">
</a>
</td>
<td class="daily-digest-heading" style="padding-left:15px">
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWRJ4d4Cp16NW1H2Sty48PGmfW6cqVBw5Fz9BRMtGxm43qgz0W7lCdLW6lZ3l6W7qsHrK4fJZQBW45ZL6z7J4YygW5HfjVs8b0wXNW2Hcsv8268yByVt0j9h8rCf-mN9lQhm1D8WN1W5DQVwv66W2bLN5QB-TxkBm1zW6Fjr-m4JWx-7VyRlPf6C9x8vW5CD9Vv7845L_W3qPK3M7XssKtW37j6DX3LJscfW7S1_hY8BC1yWN5J9_DQt3l6dW7rmv0X55XyHRV5mflX7LVlGhW4_sb8h2Ff-82W3_HJGv8bSBGbW7PV1CS52NNC1W2Scs5J2tXDKXW7K5JvY40hKl3W4zgTfv7LK6rQW1vHqm729wg6Cf6ZNyLP04" class="category" target="_blank" style="text-decoration:none; font-size:12px; font-weight:400; color:#8b8b8b; text-transform:uppercase; margin:0px" data-hs-link-id="0" data-hs-link-id-v2="oG0D6vQ8">
Kubernetes </a>
<br>
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWRJ4d4Cp16NW1H2Sty48PGmfW6cqVBw5Fz9BRMtGxm-3qgz0W95jsWP6lZ3pYVq-2Cp6PhFHdW5HkTrn6r4MxkW2hKL207WR8xBW1HgXtp6k_FzpW6VRKWp68pV0gVVGdWT961n2pW7cx6nf3r07FJW59sp1K7bPtctW30gFX08zzGJQW5fz6bS32pW7mW4vsfV863Ky7kW82bBrH30t5RZW4G7bGN68VhV1W3HcKVD7bYmgfW3z212P1gBdyRW5QWd0H1z-mYZW5CJqKP3xQ34pW4nqsLz2tztF8W7lQGwd2VCsKwW8lphld3xWh3xW5lWdsj2RRM2lW7b66NK50bRNMW18cbRw7w9YsjVv0RJr7hgM3JW7QdYnq52ybJJW7gz6Dr8WVkNbW62thB04s5zfwW7yRZq519TTCnW6WmCnr7Hgn_CW7Fn5fT6BhyR6f5y89K804" class="headline" style="text-decoration:none; color:#000000; font-size:18px; line-height:1.2" target="_blank" data-hs-link-id="1" data-hs-link-id-v2="vnoWcWID">
Open Source Talos Linux: Bringing Simplicity to Kubernetes </a>
<br>
<div class="byline" style="margin-bottom:15px; display:block; font-size:12px; font-weight:400; color:#48607a">
by <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWRJ4d4Cp16NW1H2Sty48PGmfW6cqVBw5Fz9BRMtGxmn3qgz0W7Y8-PT6lZ3kKN68_QDzxg-99W48VBRG1SKvRSW5w6YLt9kH_tqN9fVB0VCJ2ctW7yq91J973CygW7r3-x61HPmW1W55DKlg3dKC1yVdgMdJ2Fg47tN8lBKX062djYN79nsBvPH9_7W4rp66h8N4cFjW4116H-5c6f18W7CcljT36L4KJW1xhF1g7BM6N1V2rxL17DVg9GW5rn3wY36whLqW6Rzlqp5gsXCnW2KxWhF2TjVbhW36cDPs12kB9kW46gqMc817xRBW62H2WP5FlsnRW7yXPk37v1npQW32wBJn1-bD7KW3D_FZK27LxFZW460h5D2vgl9PW5cJPbB33Z_jPf5BnhtT04" target="_blank" style="color:#ff3287; text-decoration:none" data-hs-link-id="2" data-hs-link-id-v2="S30u46Mc">B. Cameron Gain</a>
</div>
</td>
</tr>
</tbody></table>
<br>
<table class="daily-digest-story">
<tbody><tr>
<td class="daily-digest-thumbnail" style="width:100px; vertical-align:top" width="100">
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWRJ4d4Cp16NW1H2Sty48PGmfW6cqVBw5Fz9BRMtGxm-3qgz0W95jsWP6lZ3p3W2PnQ537zcnprW7c3mP87d5_S1W4g4ssT10Yks4W5bCXN393Wb_TW7XtcQP24nqTRW4Qp4_n8vGvJbW1nzVFj7B376nW177pZv2w5-YXN19L7TYK9FyTVJJ9Kd4_MpHCW6sM9rS92kJnwW7ld5S05lzh98W81HP4M221lPsW1Z6b1y1pVGY4W8WXq5414_W24W7s6PK36jwpkDW2L92qN320yS0W2BkdrB43Ym8JW8-4ClN2xpsDnW8YjT6B7YZjPlN4sfdFRcRPqlW1v5TL_2V8psgW4mRG4b4n3vYCW7zhLjy2nPtm6W7xh4Cf1nkB0sW2TbZkn8v09djW6pJ_GD6Gh6pYN7jZbYhFcsKMVYZtBv6JDXKZW5tMv-97HH77Yf5ZyPZg04" target="_blank" style="color:#ff3287; text-decoration:none; display:block; padding-top:7px" data-hs-link-id="0" data-hs-link-id-v2="8EBNlpqL">
<img src="https://cdn.thenewstack.io/media/2025/11/b291058a-chess-1024x576.jpg" alt="Featued image for: Survey: Where AI Reduces Toil and Where It Still Falls Short" width="100" style="display:block; width:100%; max-width:100%; height:auto" height="auto">
</a>
</td>
<td class="daily-digest-heading" style="padding-left:15px">
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWRJ4d4Cp16NW1H2Sty48PGmfW6cqVBw5Fz9BRMtGxm43qgz0W7lCdLW6lZ3nBW6WK4095-qm6FN1j8tdsLykrZW3llRsK6t-FbZW3xZvJm5DQfWYW1FZdZJ4d5MJGW1B9Bf-2w67ZjW36SFhv1ydx1VW3k94Rp8zWQFyTjs6G7w4GHCW8sKzvY55gcZsW5Nc1yW5Ys0m6W18CKZB5ss-s3W576kWh5Gz302W7XhmdJ4Y90WPW6BBSPn7FZHQ3W1HgyZ65hRW85N4_7Pvy5r7CDW4HQC_15QX0kYVQrv5N1Yg7Z3W92Y80m7tP2cCW18Yqjt9kTqZCV4J4JP3LVfdyW90Hwxn1jq-QDW4rnpNS1dF4Dgf1V_3Sg04" class="category" target="_blank" style="text-decoration:none; font-size:12px; font-weight:400; color:#8b8b8b; text-transform:uppercase; margin:0px" data-hs-link-id="1" data-hs-link-id-v2="94jhs6lq">
AI </a>
<br>
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWRJ4d4Cp16NW1H2Sty48PGmfW6cqVBw5Fz9BRMtGxm-3qgz0W95jsWP6lZ3lyW3qXS77970thMW45ggqb9jz8_DVTw2Nd5l43-lW8s4xHZ6rfH96W2xTm4b3ZP9NWW79Hs1n4t11_7W11_bQk3r7ZtrW8v9ntZ8LyyP0W4qYN4p6sQq7XW2BLDJp5qBgTtW2mg_cp3lwdzzV9W6217QSlZNVQjnzz45Pyx2W4t88PK8MztwjW28PXW31f3X3jW2GKhsP1W25PHW2JVDKz5kKHtVW4wGwBK2KNR4mW3fFZjf29Lzr7VCl0LG68lDG-W1gwXTJ2TgW3_W3WnJ126C0vHPW3wy-2K4jKL8CN1k5hZ-9hKRHW98q_SZ7pr5f2W3z3qvx4wccplW7NCJ4W48lc8qN37VZVZPqzlnN8sHR9BMm-0lW5nY5Xx7g-D6ff5z11Nz04" class="headline" style="text-decoration:none; color:#000000; font-size:18px; line-height:1.2" target="_blank" data-hs-link-id="1" data-hs-link-id-v2="zFHny3Hc">
Survey: Where AI Reduces Toil and Where It Still Falls Short </a>
<br>
<div class="byline" style="margin-bottom:15px; display:block; font-size:12px; font-weight:400; color:#48607a">
by <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWRJ4d4Cp16NW1H2Sty48PGmfW6cqVBw5Fz9BRMtGxmn3qgz0W7Y8-PT6lZ3m8N8wBNPFgNDXXW80KJ7b8slTQwW6T6vC68PFHQFW5_R2d25PCVWyVxhx653yNqp6V4r2s645CsGxW7dfPXY8xCfmlW70WckR854vhFW56lN-v5mNcWVW8sTy5f3WFNNtW8NPz9l4Vl8SGW7zjNnh7YLr4NW28Bwkn2BL4wBV5BqY14jf-K_W992DhF5YX_7BW6Vgl8C6Nf1V_W1Lkbyn4lxN3vN7vtWDk-yb45N2YKV7dg3PTmN8m0Wfg7r87lW2WP3T_3qCqP8W6l86jn2qKm7LW207Ltz1SD4SJW1FbStC5qvsPkW92FlSS6mxy8vW3D9XyM5lmS1_f9lGpVv04" target="_blank" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="7QpaY8vG">Fahmid Kabir</a>
</div>
</td>
</tr>
</tbody></table>
<br>
<table class="daily-digest-story">
<tbody><tr>
<td class="daily-digest-thumbnail" style="width:100px; vertical-align:top" width="100">
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWRJ4d4Cp16NW1H2Sty48PGmfW6cqVBw5Fz9BRMtGxm-3qgz0W95jsWP6lZ3n6W7lDYd178h11pW7g4rSf5bXsswW7vDSRR2_Fvz3W7m_VP_544r8dW5qT4vc5BHP6DVw08pR327bRSW78-RN968CS_TN1WqnSFzzGnSW4nScX74w29GtW3v684C2dG9D_W7mkqn-39XWZcW6Nmgj01T0qgQW7VN2RF33kM4kW1JVB-j2Zh242VK5MMX6TppXSW6q-4RP8yVnF_W3rKfYz83zYKMW8Z8C1x4NlFfQW83jgMl33mLCWVxsNy98_rshpW7DkYDD7hpwthW5r1kh14G1Y4QW43wcnm57VlzfW3F12NH9fvtnwW2b7m7g971LPzW4lB3KK94nWh-N98xWCy52sb5W2q97qL3bDh4DW2yfTPF3VhMgBW90VwHX5c8bWYf1KHFBg04" target="_blank" style="color:#ff3287; text-decoration:none; display:block; padding-top:7px" data-hs-link-id="0" data-hs-link-id-v2="r7lX/KRP">
<img src="https://cdn.thenewstack.io/media/2025/11/8305c69b-alex-shuper-hpxhqgm8pdc-unsplashb-1024x576.jpg" alt="Featued image for: The Production Generative AI Stack: Architecture and Components" width="100" style="display:block; width:100%; max-width:100%; height:auto" height="auto">
</a>
</td>
<td class="daily-digest-heading" style="padding-left:15px">
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWRJ4d4Cp16NW1H2Sty48PGmfW6cqVBw5Fz9BRMtGxm43qgz0W7lCdLW6lZ3l3W8Xwhm31_-qS0W69TjP_2CKgx0W4hrYBj94hZG7W4GgwWX7CChV7W8l9pZF3xCSxfW1NKd7q7R1-v7W5L2Sv37bc1LBW91v-n73MCkK4W1hP6CY3fcfHVW3PkCRV8J2CF0W1YRq1l22qcWqV4rmnJ2KMhqTW84SR8G8PV18dW1fx0kx5n6yPsW2YwF926SPXm8N2-RB9NRJBJ7W4G4sKZ5N988yVVwLNp3ct6YjW4nbkVY7wTmgdW61RFdx7S4xGHW3dvH_95fyCVmW3Vh_1M38sCHcV-xSBP83ZJNZV9CmjC4YqWlFf6W6d7604" class="category" target="_blank" style="text-decoration:none; font-size:12px; font-weight:400; color:#8b8b8b; text-transform:uppercase; margin:0px" data-hs-link-id="2" data-hs-link-id-v2="qJ+t59NC">
AI </a>
<br>
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWRJ4d4Cp16NW1H2Sty48PGmfW6cqVBw5Fz9BRMtGxm-3qgz0W95jsWP6lZ3nYW3YTQpm7Jg_cRW4n82gS4hY7GyW4BDcMV1lb3KYW3vT3v27fH2XnW8Bsm4r1p8rP6W32l6Cc3MZ9qlVXnJ3s4Mxc2TW1VhGXc67PystW1rXfNb6h2ldKW95GlDQ9cPGVXW1Wpfjp7LRhGzW1KxMz35JN1BNW1QXgtm7XRVxFW8l8fYJ3qtMCgW2lbK7K4q0StQW6HcyMr2bXBw6W4jbsHf7Hd6myN4-jXM0tCM4rW2nkmz-5hP9rtW13NhlF2yyZhSN7f5L7NjRgH0W6MkGt19c-pPgW3BFRKk3QLczgW7643cc8T40WJV3KF5v95WMn6W5J3SJT8_b8-mW6v4hBK13kpp8W9b1p6y5BDGVyW1sNFjk1X5QJPVktjnl2fDB4vf5DbW_Y04" class="headline" style="text-decoration:none; color:#000000; font-size:18px; line-height:1.2" target="_blank" data-hs-link-id="1" data-hs-link-id-v2="JtuIFFwt">
The Production Generative AI Stack: Architecture and Components </a>
<br>
<div class="byline" style="margin-bottom:15px; display:block; font-size:12px; font-weight:400; color:#48607a">
by <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWRJ4d4Cp16NW1H2Sty48PGmfW6cqVBw5Fz9BRMtGxm43qgz0W7lCdLW6lZ3kYW71lnzC4b-jxzW56xZ0w8nhC72N1lt-7tXWX3SW6rTfCV38KjgcW8NbXtW2ZQmp1W9kdtnw563PHgW2nF6T_24fJKJW311BrY5T_Q86W2ZyHl27gFdzHW8brzq-5Pz13JW5ZPsJc6tRSZjW4dyK8F6PCYZJW6rSgZn5mWdzlW83wl464zf9GGW2ThLl-47GrjBN5SQZlnY-mr6W6_JXN93P4KthW55r89d5CWMQ9W6z0Z5R64s08DVJwk4G2L776TW2KV98X4fFjPdW52BqdB2th9LpVD1V5x2FDSFhN51WL8k2sTZ2f3MlM-s04" target="_blank" style="color:#ff3287; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="6GPz8nv9">Janakiram MSV</a>
</div>
</td>
</tr>
</tbody></table>
<br>
<table class="daily-digest-story">
<tbody><tr>
<td class="daily-digest-thumbnail" style="width:100px; vertical-align:top" width="100">
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWRJ4d4Cp16NW1H2Sty48PGmfW6cqVBw5Fz9BRMtGxm-3qgz0W95jsWP6lZ3nyN5s1sb31HRVYN8gL8-ptnl6jW6ZDqvd6DMcN7W49WvPJ5GDkzlW21-KNP786bVVW2xVBMK51Jk3VW2hwq9C7mG0p0W6DKq2w6kRvz6VSPWkD2KTr1ZW1-8K-N1hkl68W3DCCQj37VzdGW8_fLJY1PJvsyW7bTQpt25xbK9W44ns1p37Qj7HN7bsjprQChp3VQq6Gr5JT1G0N74M-bS7kBG6W7Lq1BQ69xYbpW1Ssjyy3ggbXwW8kTm704LmhsvW41lBPY2bLGhzN7t0Sd0qyX6bN1cLDqb5R8CwVPLS8G8f2XfwW81Pss32rqpX7W1Ss0gm8by0-2VgnJWw36rn4vW3wK4Dw1XblPpW4BhG972RyQ7cW4DNMQC4R6vgkf6dcFNb04" target="_blank" style="color:#ff3287; text-decoration:none; display:block; padding-top:7px" data-hs-link-id="0" data-hs-link-id-v2="ugO35jvj">
<img src="https://cdn.thenewstack.io/media/2025/11/d7ce4190-selam_moges_deceptive_patterns-1024x576.jpg" alt="Featued image for: Why Frontend Developers Should Ditch Dark Patterns" width="100" style="display:block; width:100%; max-width:100%; height:auto" height="auto">
</a>
</td>
<td class="daily-digest-heading" style="padding-left:15px">
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWRJ4d4Cp16NW1H2Sty48PGmfW6cqVBw5Fz9BRMtGxmn3qgz0W7Y8-PT6lZ3q2W9bv0XW36pGLvW46TBLh6ZCw71V5WVc29gSvk0W8VzcSw4rdDSNW1dCcFT4lRKgZW2_LkQp4f204TW4grkpX60JKPTW4tZ_-L4Pbp10VxC6FD39fszhW8QvjsY2-D1qGMvByjTLBRS1W2cWsKs7gxwvyV64RK-1-P57LW8spFqC4JSTvBW7G10xc25Hg8ZN3vPJ8QdWV1nW1wkY8Z75KpK1W3j0rwp6LD8tRW6PMBBF6bP5-BW4wNy0S4VgYCfVl9Yth8WWWwwW4dlpCl7hW0N1W2fPWg359ZjbQN3PW3wdb6cLTW75rlBH8V0J1NW8ctn9h6dC7SLf3zyx6n04" class="category" target="_blank" style="text-decoration:none; font-size:12px; font-weight:400; color:#8b8b8b; text-transform:uppercase; margin:0px" data-hs-link-id="0" data-hs-link-id-v2="ky8n3a/M">
Frontend Development </a>
<br>
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWRJ4d4Cp16NW1H2Sty48PGmfW6cqVBw5Fz9BRMtGxm-3qgz0W95jsWP6lZ3nxW7C67wM4kY-YFW8z5tss7kDl9sVRWnyp1BHlKVW84T9Hn4vRF0FW8D0M3g7pZYlKVRnkKb6TXPKvW8Sl9Qn4CC_-WW38PfHx1zGspZMZywymNSzbbW5C8ltL4-Yz7bW4Fc3PN7hVyt-W8MW01Q5vNPhHN6DScqnRhPFnW4BT2tL302nc5W7GBR7r1PkzqFV2vSfl7-cWDHVjylfx7TqP2CW7XSYTf1k-YDMW5xRtf51jGSQLW7qlTQl6yDFXHN7gBD80x-z1PW3ghrb385Z8QqW8Zb2N66T0xXsW4Zmvhk2pJYX6VV1BzD1H_3HpN3znKVPskJSQW7d-vm_11s563VfPcY-5FxZ_0VKGn1421zPB6Vhfz__5jz95hf95kYQz04" class="headline" style="text-decoration:none; color:#000000; font-size:18px; line-height:1.2" target="_blank" data-hs-link-id="1" data-hs-link-id-v2="8Ps1FG33">
Why Frontend Developers Should Ditch Dark Patterns </a>
<br>
<div class="byline" style="margin-bottom:15px; display:block; font-size:12px; font-weight:400; color:#48607a">
by <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWRJ4d4Cp16NW1H2Sty48PGmfW6cqVBw5Fz9BRMtGxmn3qgz0W7Y8-PT6lZ3kPN4P_s1CDh645W3bYjTv26nh-gN70kRPNv-qTmN6rY8s9f8qQzF1LQYM_PNCMW3h3c5_7Jf7tGW1gYkqC4pX1JFW6l7MJM4JF7ktW2xsXm62KDHTzN7p_W8WvQJ51W3LKZHV5l1p2dN6--s5tSvpfYW4Zr-dV8q4LNJVlB3kq8rCHmVW7DFG1w6y_x4jW5n-ZDm1NBZnrW8mlrps9cL7PYW84yclS2fjrJpW2V_7RK7W8cxgN4M_f8L85jMlW5lM-9-36NZbzW3GzFyZ5BllFnMg3r5k3r5CDV-YMKW5M55NFW2M0GdP7gmr6PW7Tdl775xx1Xsf1zltLl04" target="_blank" style="color:#ff3287; text-decoration:none" data-hs-link-id="1" data-hs-link-id-v2="ssHdq9Wg">Loraine Lawson</a>
</div>
</td>
</tr>
</tbody></table>
<br>
<table class="daily-digest-story">
<tbody><tr>
<td class="daily-digest-thumbnail" style="width:100px; vertical-align:top" width="100">
<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWRJ4d4Cp16NW1H2Sty48PGmfW6cqVBw5Fz9BRMtGxm-3qgz0W95jsWP6lZ3kBW5VhDhF2zbmr9W72h9JM2GW-PbW8P8tsB1_7SThW4phFV-2GHCkPVnNGvd3Cc4JbN7JcfxKT2g6cW6LkpjQ2c_93dVgLqVn3QF2l4W27JH3Y6rMmZdW25sJJn8FjPjRW2L5RbM5zKbxxW7xcMXV7jRMT-Vp-tm2846JLdW1DGpbg3h5DTcW14JKKB3ylKQnN4_wDLq3klzSW4FJrz87H_0tdVKh3T-2Dj4YyW2Ygvc-2CK2yCVCKHn-8gw--rW3X8-CT7Cjq4_W4h5pMQ2BTH38W17m82p29Fvm-W2fPbsD6HDZ6lW7NpcrR84SXRhW59_HFx1Dl8WMW5jbTWX27K7tTVcKw156vHwj9W8pV6S_2_FPSKW85B53N8QVRFXf2npTgx04" target="_blank" style="color:#ff3287; text-decoration:none; display:block; padding-top:7px" data-hs-link-id="0" data-hs-link-id-v2="0T9lzGv0">
<img src="https://cdn.thenewstack.io/media/2025/11/127a69cf-innovation-1024x576.jpeg" alt="Featued image for: How AI Can Boost Human Ingenuity in Software Development" width="100" style="display:block; width:100%; max-width:100%; height:auto" height="auto">
</a>
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<td class="daily-digest-heading" style="padding-left:15px">
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<h1 style="font-size:24px; line-height:1.1">Context Engineering: The Foundation for Reliable AI Agents</h1>
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<p style="margin-bottom: 1em; ">This article highlights the need for context engineering and associated benefits, identifies the challenges developers face when applying it to build AI agents, and presents a high-level architecture to address these challenges.</p>
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Must-Read: Why Synthetic Tracing Delivers Better Data, Not Just More Data </div>
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Synthetic tracing is like sending a robot to test your app before people use it, providing a cost-effective alternative to traditional APM. </div>
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