Plus: Karpathy's loop changes everything
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(https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVPCQ07v2Q0cW8-DvsQ88vjPVW6G5rDL5LL4vLN3Z5r945m_5PW69t95C6lZ3nvW7LNBD35G0n4dVR5Z5b6tsR1tW89jCwg7fSZMsVSMCXg49l1CMVZT2KV11fQb8W33BysP1wp9VJW9fsbJT5VcvX3W8WrcV65L6bg4W6qVq5T7nMzNrW2K3Xmh7tYbLBW3HlxHz86Qty6W8v4s1d1W7NPVVcqtGc56N9SDW3jVKff1BVnL2W7MHx707m3sCdW4S5x2d5Tzf2qW5_8v0P6F2vGBW2lvZ9j5pnDWDW336YrT1XN65KW7wsgwM1P-By0W1xMq434ZdhQcW6d1tYt2TLG4yW7cp9LQ5CRK5cN7VZPYlTlZ0pW1c7sXy7kPQslW7Gg-xw7LgsznW3qPWYd8vfSTpW3sX8Wh3MzW95W6B9lw05GPB7dW9cS57g6ZvqbnW1Vn_kV8c_q3WW32l8PN8g-xnHW5lVKYJ61fyslW1t94XM5JMpwBW8LnvZj6Vl865W8P-yt_1zcMnQf1D5jJb04 )
March 16, 2026
The Claudefather
Anthropic has made developers an offer many of them won’t be able to refuse: They get double the usage limits on Claude during off-peak hours for two weeks, reports TNS contributor Paul Sawers.
The 2x usage promotion applies to all company plans, including the free, Pro, Max, and Team tiers. Usage limits are doubled throughout the weekend and outside weekday peak hours, which means the higher allowance applies outside weekday business hours. The bonus capacity is applied automatically.
Of course, generosity and strategy aren’t mutually exclusive. There’s an increasingly aggressive race among AI labs like OpenAI, Anthropic, and Google to attract developers who will then anchor new software ecosystems around those AI tools.
“Just when I thought I was out, they pull me back in,” developers may think once they’ve built something with Claude.
And that may be the point. Once you’ve built something meaningful on Claude during a two-week window of doubled capacity, switching costs start to feel very real.
Go deeper: Anthropic doubles Claude usage outside peak hours — but it won’t last forever (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVPCQ07v2Q0cW8-DvsQ88vjPVW6G5rDL5LL4vLN3Z5rbg3prCCW8wLKSR6lZ3mbW9dvglx8fkdrKW62B3Gt8fRRBmV5X9XW5mCsSWW48XBv22vS_3YW3pwCTz1nDf-WW3fHhDc5sRgtMW348R8-1Qt2Y_W8yd95T6kvN-MW6nbsC94qsFPxW2DzWKC7rm996W4d19P_6mLKlCVWvvsK4GwYhLW1TXlC53bJCr6W2rM8Yc1tHMRXW3036Wd33LHpPN3QGdfNC5NHVW2fPt5n3N71tDW1j3Dl180n4TkW6cN4RT2GjLvSW4yYx0x4RrHj4W16cQB34BXktQW4QNYXS7GsK9LV6NFgV6_9MqQW2zwSgV7fpydWW4TQY6L5Ly4D9Mq1rvDs-173W330PZH2jMzFZW3NJ3CM3D9zSvf8fh-6-04 )
More stories for your Monday:
➮ Cursor built a fleet of security agents to solve a familiar frustration (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVPCQ07v2Q0cW8-DvsQ88vjPVW6G5rDL5LL4vLN3Z5r9-3prCCW7Y8-PT6lZ3q5V4nh2h9bwSd2W2Klyqf4xpfXNN5KJnhtxYKbBW4YnL5p6SZpxVW5zg17S4Jm9DQW43kFft8YNB6hW6LTzPM2tVJx_W5zFmfw4Tvdp2W8XZR4J1CvZgjW4-_s4L4H6L6YW4kNzys7ydG5VW920QSQ8g-LcLW363np31qbTq0W1vVz4X3NZPQxN8rcDpxRFSzKW298R8D2c5t2BW4gNtJL2LL1F1W8XfBBL4GwY4gW5csJz-7jr_dFN70R9sR17f1PN2sT5WTgxvYdN6Nt1phBFc4WM9dgj6sPWlnW4ckMGb1d4ZPBW93b3V37PjylkW6J9n2w2rGlNDf8fRXPj04 )
➮ Andrej Karpathy’s 630-line Python script ran 50 experiments overnight without any human input (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVPCQ07v2Q0cW8-DvsQ88vjPVW6G5rDL5LL4vLN3Z5r9-3prCCW7Y8-PT6lZ3pTW7-n4-b5FJ1stW3pyHX089dqLHW5xRS3_8mTh18V9rw8F16N4vBW2ZFC186V7hsvW42wXjc26m4PvW1HdsbZ8n0Bv2V3Q9nJ93XywJW3zC0rp3PTLF4W7bNcpB3-GyPHW5W1NXc6GHjztVzWSXT3kZxyYW1RC_3L3QtrlvN8rYHj4rJwB4W6Z3wv36bbtHzN8NYxB_HtZvkW1BRNM593GNn3W3GNRkd2993WsW3HrfQ697yDywW3hYSbX2Nc9xrW3G00N15P_4JLW3wc8gP21scjGW47jB9645sz9JW7W_b2L7h2N23W3nNcpp3pT7TnW4R1dmp1MGC97f8F_pqj04 )
➮ Anthropic makes a pricing change that matters for Claude’s longest prompts (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVPCQ07v2Q0cW8-DvsQ88vjPVW6G5rDL5LL4vLN3Z5r9-3prCCW7Y8-PT6lZ3psW2Z7Xq-2QFg-8W4s2zjp6d6DsLN1gSj8WrQpYRW2Ffbg07w7x6bW8t3l9Y3-dwJnVtqr_5169mlmW5YhfX929s242W4WChQp250RTqW6SX6D13S0SXwN6zGQmQtbMx0W3F0sG31KWhlDTL6mc69mgyQW6Q2pts8RsyQ3W6QCD9K2JcBKmW5LHF132dpBJ_W3bVv-c79Dp-1W1vBy0f2R51k5W2z-kPn1n4B75W77XXW64Y48lXW44pyMt6tW3pBW9hZ5tp4D5CXKW4YWR908xgr9yW3YJ0Nw1JBd_7W6tlHPQ4wLPpyW27lSQr2RwVYwW5l-Ygx2XLqglf4yHHyF04 )
➮ Ex-Snowflake engineers say there’s a blind spot in data engineering — so they built Tower to fix it (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVPCQ07v2Q0cW8-DvsQ88vjPVW6G5rDL5LL4vLN3Z5r9-3prCCW7Y8-PT6lZ3mRW4QvWDX3TdcphW3rMTgy3rlKGNW4Y9QJs8TJYSzW75g5NQ7bKs1kVtFS-q4ns7TKW5zgBwZ2C4kymVyrNpS4d_6lYN2N-CwvWHC-JW8W_g7n8l5KSCW8CbQ5k4rzXJKW6n64bw87dZ34N34_6_DL6s81W6h9hC96F4c18F1MSwLSRCM6W3XFRnn14qxPzW3fTQCx3ZyhbKW1PYWyK4-21vKW6tVlnN1F8XD2W98b2Sj2XhNKVW1N43tx72McCvW3dj06_2cqY8hW7877hs3Tf9tkW2_cG281ZcqnZW2GpBt24Zjx3vW6YqV3W7zkygfW17G4-D1VNt_Nf469LVF04 )
by Nick Lucchesi (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVPCQ07v2Q0cW8-DvsQ88vjPVW6G5rDL5LL4vLN3Z5r9H3prCCW7lCdLW6lZ3n1W2qCDs399nCj0W8lFSQh6F8rzmW8DJ9nR8m5HgBW3ddKSL9lPDY8W8ynRWS9lvQCbW30kb9W6qJ1J7VWZT8V8RzS5hW99dfCt8K6nWjW3Xbxr16rHzDYW2Q1sMQ5G7BBSW95HrR85_XP0hW1FGr2S2DTTFjVWQH9G1K1qXlVD4yy_84SrfHW897dv42SKPzjW1Zl0CY2vPlPgW1XDXwS9fT9WqW2T-dy01tvLPkW3W7vnj1GlffPW7BRX1j96ynZ5N2gwRBSyGg98W8J0d7l4YPNsPW8qLls28HSXDmW4SYJXL516VdRf5GyhX604 )
TOP OF THE STACK
Anthropic doubles Claude usage outside peak hours — but it won't last forever
by Paul Sawers (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVPCQ07v2Q0cW8-DvsQ88vjPVW6G5rDL5LL4vLN3Z5r9H3prCCW7lCdLW6lZ3pjW8rFfdN69Ly4rW5SxCvt50LPVVW4N6bGJ97GhjRW2Y3zbG62J7lhW87qhMm3m-VrbW8q1ykS13fDdPW4cKX2x5xpd32W23lQmN8XS23VW4mnXh745nmFrW1PgcWy7w8YyPN31rg-zmFWwdN3QkNjM9H6YvW5JF8xy1bmcnrW82HV7K3XBY0qW4c88vp6dnlHMW7NHcFz1gGGwGW4SQNQ248h-cNW974l4F7Y158JW7qJcvz9bst8TW2Hk2_M91P_N9VDcR5C4cd875W5cgp5h7djPjFV6rQxg8vWlTZN4B60kc9ZXH5f6wppls04 )
Featued image for: Anthropic doubles Claude usage outside peak hours — but it won’t last forever (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVPCQ07v2Q0cW8-DvsQ88vjPVW6G5rDL5LL4vLN3Z5rbg3prCCW8wLKSR6lZ3lyW4Xm_bs7vSJpJN4S2Jg_Jd6flW1W-xxC4_l3t1W5-CMgP8ndkWkW4dGPVH8T4xCsN913Fgt6x7CdW8Xx93h6hWHWhW954l2c5PQG86N1RLF1hR06-xW4YjWzb7kBXLtN7hw2LPMmn9_W1bc2f98PFwwqW7kv7X172PTbnW6dCX7h1Br1WnVZmZ5s2fpNmSVLfmfn3Wp_XrVLrTSl5N7njQW4bp4-t4pWWhDW2Hy9Sd6T33ghW1hPwMZ3LSYLrN6hL_hyNqMgHW4NhksV1X3yz7W85B1Pz7MJd-CW3CF26y2JvV97W1_3zXY7TW3RlW92jCwD2FVhg3W3BhhlR7Mr80HW2N-BFs7XlVTxf3LymLl04 )
Anthropic is doubling Claude's usage limits during off-peak hours for two weeks — a move that's as much about competing for developer loyalty as thanking users.
AI labs keep searching for ways to pull developers deeper into their ecosystems. The latest move comes from Anthropic, which says it will double the...
READ MORE
(https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVPCQ07v2Q0cW8-DvsQ88vjPVW6G5rDL5LL4vLN3Z5rbg3prCCW8wLKSR6lZ3lyW4Xm_bs7vSJpJN4S2Jg_Jd6flW1W-xxC4_l3t1W5-CMgP8ndkWkW4dGPVH8T4xCsN913Fgt6x7CdW8Xx93h6hWHWhW954l2c5PQG86N1RLF1hR06-xW4YjWzb7kBXLtN7hw2LPMmn9_W1bc2f98PFwwqW7kv7X172PTbnW6dCX7h1Br1WnVZmZ5s2fpNmSVLfmfn3Wp_XrVLrTSl5N7njQW4bp4-t4pWWhDW2Hy9Sd6T33ghW1hPwMZ3LSYLrN6hL_hyNqMgHW4NhksV1X3yz7W85B1Pz7MJd-CW3CF26y2JvV97W1_3zXY7TW3RlW92jCwD2FVhg3W3BhhlR7Mr80HW2N-BFs7XlVTxf3LymLl04 )
Live this week: Scaling real-time AI & ML workloads
Join us this Wednesday as we explore why real-time context is now the core data primitive for intelligent systems. Learn where traditional infrastructure falls short, what modern AI/ML workloads demand, and how purpose-built systems enable predictable, efficient scale.
REGISTER NOW
(https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVPCQ07v2Q0cW8-DvsQ88vjPVW6G5rDL5LL4vLN3Z5rbz3gP0xW95jsWP6lZ3pSW4DjZkR1mCQm9W3m15x25PhM_RW7v3sDy3fYZYcW2Mq8V54-6Ws6W5jCH753fprw9W12hXqY58ND7lW3XRP-W12jY9dW5cWChN1WY_HSW1gQfpY2pWlTbW8bSZMC5LgV8zW44YDlX7LR0NKV86QgG55MGs6VsrGx_3g1gNgW6BCz4l8fqsKtW8ZzZg794TLSmW4J88tQ5x1Rr8W5yYHQS85_1-9V6102J18kNtCV9H-zF6WXZllW5yMmfg62TdQcW8v5yq91P3MfPW6_V_nT8m7vMFN2_jcZ5vjPJBW96RXqK7SkN8ZW4X924Q4Ky0DWW4_0hHh67nd9-W3Z11gV2KfBqBW2WB2lt80j7Q6W8dr3Mj2QmccPW26bQKP1yQBT2f6mRSZv04 )
WHAT ELSE IS NEW?
Featued image for: Nvidia brings together AI labs to build the next generation of open base models (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVPCQ07v2Q0cW8-DvsQ88vjPVW6G5rDL5LL4vLN3Z5r9-3prCCW7Y8-PT6lZ3p4W2zK3PT3YvrvrW4ns7Yk2QvVS4W8T4WWw1hFrPWVBR0CT189JZQW7rLLfq7V21f9N6VfGjy7G3HqW3MPGfP2ddTn4W38kLQd74gJLTW6RPymx5-ClMKW7CBSz-74nx0LW6NHgjg6TTpLTW3lH8qL8zgjj1W4ssq3v13qdnHW4Dxn5f6dNz7rW1rHXBB2rrRSHW1QrX1w1t89ZvW5KGT753BRdsyW6ZlQHK2NCrX5W78kZdX4qp1NyW8VJVGF2rw7RCW1vMZ1F3MG5NgW97lHv54584P-W1BJzwr55gFCxW26cgrx6N8Y2sW5Kbv3g7m4qWYW1ZSdX632XS4Xf2fbt8d04 )
AI Models (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVPCQ07v2Q0cW8-DvsQ88vjPVW6G5rDL5LL4vLN3Z5r9H3prCCW7lCdLW6lZ3p8W62g3Wm72gjD9W13wG8F70t9t2W1714081xC7LzN1bs-sWQ5nPqW1lvB865bY0nGW6tQBjZ1RCQVfN3Hpkx-GcVftN28LLtynh1XwW2jCMyp6j2XjZW8MpHNk4fc2xBW1rvSY642XVwwW3zW6Vb3KMVckW6Bw5jH1RN7pxW43Z7J_7lhwz8N49nZS47Hxx5W2P_-1Y3xrMLFW7PksYf89Mll2W4Jp3Y648N5bvW1z-fg08QT9L2W1wGXkM706j6fW1Qvg7n640v-FMH2Y51C1TWKW5NNxsn42fmL5W77PVN-3LYLr7f8gTN8x04 )
Nvidia brings together AI labs to build the next generation of open base models (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVPCQ07v2Q0cW8-DvsQ88vjPVW6G5rDL5LL4vLN3Z5r9-3prCCW7Y8-PT6lZ3p4W2zK3PT3YvrvrW4ns7Yk2QvVS4W8T4WWw1hFrPWVBR0CT189JZQW7rLLfq7V21f9N6VfGjy7G3HqW3MPGfP2ddTn4W38kLQd74gJLTW6RPymx5-ClMKW7CBSz-74nx0LW6NHgjg6TTpLTW3lH8qL8zgjj1W4ssq3v13qdnHW4Dxn5f6dNz7rW1rHXBB2rrRSHW1QrX1w1t89ZvW5KGT753BRdsyW6ZlQHK2NCrX5W78kZdX4qp1NyW8VJVGF2rw7RCW1vMZ1F3MG5NgW97lHv54584P-W1BJzwr55gFCxW26cgrx6N8Y2sW5Kbv3g7m4qWYW1ZSdX632XS4Xf2fbt8d04 )
by Frederic Lardinois (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVPCQ07v2Q0cW8-DvsQ88vjPVW6G5rDL5LL4vLN3Z5r9-3prCCW7Y8-PT6lZ3q1W8J014_70nv3vW6JMTT52GK02_W2wgkM-1lhZnwW1T8bm53kWN2wW8D4q6x3F7MptW1dlXwW1fSJNvW1s1R_X38V2GpW3dPT-h9bhHGCV8gLtr1z1_VgW9lVTdV8zc83fMkzyDTqHCyZN4JR7RFhMl80W7Kyx4v2jgq_SW1dZ9f-8Gs7shW3xzH478xjC6pW6R350y37b8BDW2sSDsx2VsR80VtnCPQ6w2HCHW7zw_Kl1fBGS-VdMRwL2kLpYyW93w-zj7ZjQfMW6jPncb7f7ZFgW5zpDyK3d7rCBW4hXTcD8JmPYzW31qRvq8Q70DpW45PjmK2dcFZ0f51Jdlx04 )
Featued image for: Nvidia’s NemoClaw is OpenClaw with guardrails (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVPCQ07v2Q0cW8-DvsQ88vjPVW6G5rDL5LL4vLN3Z5r9-3prCCW7Y8-PT6lZ3pwW6KGYjn4Hmh-NN8DLFp6brYkSW4WWKkp68jP_WW9hLlN917ZYv7N5hNTN6YDRHtW5FVWbs85j5JvW784plr318YkKW90-ygF6FdvBJW9kk1Hk70bx26W2WnW-K4qlxdbW2-fLTP2xt41tW443PkN7kb7K-W81DB7P64khXCVQmMRL4TSZ9TVKr27g2QhTMvW1_q0Cq4GcYjpV3WDnw5tbR9TVb2Hws7pTbqyW4SSXV02BQ5R7N6sjY41KG1VxW4pZMbb5FbQfMW1Dl_HL2wbxp5N4KM5D0nHFMzW3DpMZV3dlwdrW3FZnCq4MSq6GW8C2bYC7lGmQpf6BZsvR04 )
AI (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVPCQ07v2Q0cW8-DvsQ88vjPVW6G5rDL5LL4vLN3Z5r9n3prCCW6N1vHY6lZ3p1W8G7t2c3lTfj9W5J687y3wv3VPW82sN_08p8jT9N8jxypkSQYTzW1c8Hkh6M5pkwW20HdVk5BRkVfW47Y3kM2vkVPrW5nK-6v5czzJtW6jm4vK5WXsZ-W2gJ5pR2s4_wHW6F-TS7386CMPN9ghRfZT-YxBW885hdz2d-V98VNC_Fh1DDNkbW40Slkn5tXFcBW6-Y2BN6dyzw-W1grCwj21ttjKW78MNYK7DGqy-W2T1z2Q1JXgCHW2NqWq17hHwsZW4bxtP596Sm0WN3Cvn6xzBTk9f5W1x-C04 )
Nvidia's NemoClaw is OpenClaw with guardrails (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVPCQ07v2Q0cW8-DvsQ88vjPVW6G5rDL5LL4vLN3Z5r9-3prCCW7Y8-PT6lZ3pwW6KGYjn4Hmh-NN8DLFp6brYkSW4WWKkp68jP_WW9hLlN917ZYv7N5hNTN6YDRHtW5FVWbs85j5JvW784plr318YkKW90-ygF6FdvBJW9kk1Hk70bx26W2WnW-K4qlxdbW2-fLTP2xt41tW443PkN7kb7K-W81DB7P64khXCVQmMRL4TSZ9TVKr27g2QhTMvW1_q0Cq4GcYjpV3WDnw5tbR9TVb2Hws7pTbqyW4SSXV02BQ5R7N6sjY41KG1VxW4pZMbb5FbQfMW1Dl_HL2wbxp5N4KM5D0nHFMzW3DpMZV3dlwdrW3FZnCq4MSq6GW8C2bYC7lGmQpf6BZsvR04 )
by Frederic Lardinois (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVPCQ07v2Q0cW8-DvsQ88vjPVW6G5rDL5LL4vLN3Z5r9-3prCCW7Y8-PT6lZ3q1W8J014_70nv3vW6JMTT52GK02_W2wgkM-1lhZnwW1T8bm53kWN2wW8D4q6x3F7MptW1dlXwW1fSJNvW1s1R_X38V2GpW3dPT-h9bhHGCV8gLtr1z1_VgW9lVTdV8zc83fMkzyDTqHCyZN4JR7RFhMl80W7Kyx4v2jgq_SW1dZ9f-8Gs7shW3xzH478xjC6pW6R350y37b8BDW2sSDsx2VsR80VtnCPQ6w2HCHW7zw_Kl1fBGS-VdMRwL2kLpYyW93w-zj7ZjQfMW6jPncb7f7ZFgW5zpDyK3d7rCBW4hXTcD8JmPYzW31qRvq8Q70DpW45PjmK2dcFZ0f51Jdlx04 )
Featued image for: Cursor built a fleet of security agents to solve a familiar frustration (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVPCQ07v2Q0cW8-DvsQ88vjPVW6G5rDL5LL4vLN3Z5r9-3prCCW7Y8-PT6lZ3q5V4nh2h9bwSd2W2Klyqf4xpfXNN5KJnhtxYKbBW4YnL5p6SZpxVW5zg17S4Jm9DQW43kFft8YNB6hW6LTzPM2tVJx_W5zFmfw4Tvdp2W8XZR4J1CvZgjW4-_s4L4H6L6YW4kNzys7ydG5VW920QSQ8g-LcLW363np31qbTq0W1vVz4X3NZPQxN8rcDpxRFSzKW298R8D2c5t2BW4gNtJL2LL1F1W8XfBBL4GwY4gW5csJz-7jr_dFN70R9sR17f1PN2sT5WTgxvYdN6Nt1phBFc4WM9dgj6sPWlnW4ckMGb1d4ZPBW93b3V37PjylkW6J9n2w2rGlNDf8fRXPj04 )
Security (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVPCQ07v2Q0cW8-DvsQ88vjPVW6G5rDL5LL4vLN3Z5r9H3prCCW7lCdLW6lZ3mnW851LvX3FrjvmW6H19Ww3QkvBPW43gmvp1MN0cfW92Z2k26ZRtDDW2vf6gh6yZGmfW5Bk8NK9hD90tW3Z-WYB2qk_ZWN5vLH_23fzCnVkK-qN2svwMXW1PzV3n2NPdWtW18Y5cN35YqDLW5mMWxc4pnGL-W7bpNZ22GdR_5V5pZNg6n0Fh7N8P5nVkjlltBW4RfVv31jb1H4N7323KpmWtqzW46fP4X553HvpW67TzCN8rnx5mW5D4Vhw5nRNxtW8k6PLM9jqmGWW5j789q2mvv2XW748tKT3p-9YMN4FND5TKFC2gdlHZGY04 )
Cursor built a fleet of security agents to solve a familiar frustration (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVPCQ07v2Q0cW8-DvsQ88vjPVW6G5rDL5LL4vLN3Z5r9-3prCCW7Y8-PT6lZ3q5V4nh2h9bwSd2W2Klyqf4xpfXNN5KJnhtxYKbBW4YnL5p6SZpxVW5zg17S4Jm9DQW43kFft8YNB6hW6LTzPM2tVJx_W5zFmfw4Tvdp2W8XZR4J1CvZgjW4-_s4L4H6L6YW4kNzys7ydG5VW920QSQ8g-LcLW363np31qbTq0W1vVz4X3NZPQxN8rcDpxRFSzKW298R8D2c5t2BW4gNtJL2LL1F1W8XfBBL4GwY4gW5csJz-7jr_dFN70R9sR17f1PN2sT5WTgxvYdN6Nt1phBFc4WM9dgj6sPWlnW4ckMGb1d4ZPBW93b3V37PjylkW6J9n2w2rGlNDf8fRXPj04 )
by Frederic Lardinois (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVPCQ07v2Q0cW8-DvsQ88vjPVW6G5rDL5LL4vLN3Z5r9-3prCCW7Y8-PT6lZ3q1W8J014_70nv3vW6JMTT52GK02_W2wgkM-1lhZnwW1T8bm53kWN2wW8D4q6x3F7MptW1dlXwW1fSJNvW1s1R_X38V2GpW3dPT-h9bhHGCV8gLtr1z1_VgW9lVTdV8zc83fMkzyDTqHCyZN4JR7RFhMl80W7Kyx4v2jgq_SW1dZ9f-8Gs7shW3xzH478xjC6pW6R350y37b8BDW2sSDsx2VsR80VtnCPQ6w2HCHW7zw_Kl1fBGS-VdMRwL2kLpYyW93w-zj7ZjQfMW6jPncb7f7ZFgW5zpDyK3d7rCBW4hXTcD8JmPYzW31qRvq8Q70DpW45PjmK2dcFZ0f51Jdlx04 )
Featued image for: Why AI workloads are breaking traditional Kubernetes observability strategies (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVPCQ07v2Q0cW8-DvsQ88vjPVW6G5rDL5LL4vLN3Z5r9-3prCCW7Y8-PT6lZ3nLW8kGVrC2s4HMjW8dnGDv3xR4MfW4WSCkR8HqdqCW1d_wgm2f_hs2W4QQvyW3nCPYnW3t3zWf83pbWZW5jk2d14CjsgWVC3qV66t-S8HW1d5z1r8KJSnvVJcv1_2T_PxLW6WntYs8q30mXW2DYXJq46fp_gW2m2f_w7xgp9jW6rB5Vz5LppjzW1-0gfz9kN3TBW7nMh284ZXv2LVFH3jF27TfLgW5LH2_j7sS0sLVNX2jW1vhWkQW2gpnJV8B1DSBW2StqZP91V5BRW1WHDYD2DtXfGW6tGJtW2537LMVJxklQ7Dgvk5W4T-4ks37vVPDW4rz5PG4ysXHCdb0DXK04 )
Observability (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVPCQ07v2Q0cW8-DvsQ88vjPVW6G5rDL5LL4vLN3Z5r9H3prCCW7lCdLW6lZ3pPW3NsrxZ1RVF8VW4DTPhS9jYd4wW3RNjxH5pM9CtW8KP0Xb4rQszvN8W_5wktpFfVW13n7dJ1R160FW6XRbRv4tKM1hW7sDWBn82wTJSN6Cc_kcyVKzhW156vqF83MZWrN6Zz4T5k5l1-W1P0Yh46fPz38W4czYdD8WyvF0W7L5Qb85RRT1cW6ys1j26xgfvgW30gdnw4W6BLmV41jVy4Zn8YFW93b13-8R4jFMW132LXw5VkNYrW6M8pFt8MJkJQW69Zz4S5ZJSTNW3K9cNW985MlqVv5pty44gbCFW6V58bS9gpmQlf8TBZLl04 )
Why AI workloads are breaking traditional Kubernetes observability strategies (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVPCQ07v2Q0cW8-DvsQ88vjPVW6G5rDL5LL4vLN3Z5r9-3prCCW7Y8-PT6lZ3nLW8kGVrC2s4HMjW8dnGDv3xR4MfW4WSCkR8HqdqCW1d_wgm2f_hs2W4QQvyW3nCPYnW3t3zWf83pbWZW5jk2d14CjsgWVC3qV66t-S8HW1d5z1r8KJSnvVJcv1_2T_PxLW6WntYs8q30mXW2DYXJq46fp_gW2m2f_w7xgp9jW6rB5Vz5LppjzW1-0gfz9kN3TBW7nMh284ZXv2LVFH3jF27TfLgW5LH2_j7sS0sLVNX2jW1vhWkQW2gpnJV8B1DSBW2StqZP91V5BRW1WHDYD2DtXfGW6tGJtW2537LMVJxklQ7Dgvk5W4T-4ks37vVPDW4rz5PG4ysXHCdb0DXK04 )
by TNS Staff (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVPCQ07v2Q0cW8-DvsQ88vjPVW6G5rDL5LL4vLN3Z5r9H3prCCW7lCdLW6lZ3mLW62-y-G5BmhwZW4rRNfW37vD8_W589vNS1shJWCW82mGPv2zV6F7W4tgJLf7XcR7sW1dhJdv6SgcG6VRqpcN55T5h8W1RVbCb4j1S7pW4sSc905BBphDW2RJjbR6mbgVhW4Qf67857ZXbDW5JrTQY4tmLkYW5pvNbV57crCDW2jcNRG5YtNl2N8B8xr_C75WqW8vPX_54KXxXSW1Yx4--1d_4jWW3ZjB325HCg5FW6B3xDj8fVyqwVq5_pk3SNBcPW1WD_1m4bDBKKN5DNXYFNnnfpW5z3PRq69R474VrxKfY4CvPTSf8pNqyF04 )
Featued image for: Anthropic makes a pricing change that matters for Claude’s longest prompts (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVPCQ07v2Q0cW8-DvsQ88vjPVW6G5rDL5LL4vLN3Z5r9-3prCCW7Y8-PT6lZ3psW2Z7Xq-2QFg-8W4s2zjp6d6DsLN1gSj8WrQpYRW2Ffbg07w7x6bW8t3l9Y3-dwJnVtqr_5169mlmW5YhfX929s242W4WChQp250RTqW6SX6D13S0SXwN6zGQmQtbMx0W3F0sG31KWhlDTL6mc69mgyQW6Q2pts8RsyQ3W6QCD9K2JcBKmW5LHF132dpBJ_W3bVv-c79Dp-1W1vBy0f2R51k5W2z-kPn1n4B75W77XXW64Y48lXW44pyMt6tW3pBW9hZ5tp4D5CXKW4YWR908xgr9yW3YJ0Nw1JBd_7W6tlHPQ4wLPpyW27lSQr2RwVYwW5l-Ygx2XLqglf4yHHyF04 )
AI Models (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVPCQ07v2Q0cW8-DvsQ88vjPVW6G5rDL5LL4vLN3Z5r9H3prCCW7lCdLW6lZ3p8W62g3Wm72gjD9W13wG8F70t9t2W1714081xC7LzN1bs-sWQ5nPqW1lvB865bY0nGW6tQBjZ1RCQVfN3Hpkx-GcVftN28LLtynh1XwW2jCMyp6j2XjZW8MpHNk4fc2xBW1rvSY642XVwwW3zW6Vb3KMVckW6Bw5jH1RN7pxW43Z7J_7lhwz8N49nZS47Hxx5W2P_-1Y3xrMLFW7PksYf89Mll2W4Jp3Y648N5bvW1z-fg08QT9L2W1wGXkM706j6fW1Qvg7n640v-FMH2Y51C1TWKW5NNxsn42fmL5W77PVN-3LYLr7f8gTN8x04 )
Anthropic makes a pricing change that matters for Claude's longest prompts (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVPCQ07v2Q0cW8-DvsQ88vjPVW6G5rDL5LL4vLN3Z5r9-3prCCW7Y8-PT6lZ3psW2Z7Xq-2QFg-8W4s2zjp6d6DsLN1gSj8WrQpYRW2Ffbg07w7x6bW8t3l9Y3-dwJnVtqr_5169mlmW5YhfX929s242W4WChQp250RTqW6SX6D13S0SXwN6zGQmQtbMx0W3F0sG31KWhlDTL6mc69mgyQW6Q2pts8RsyQ3W6QCD9K2JcBKmW5LHF132dpBJ_W3bVv-c79Dp-1W1vBy0f2R51k5W2z-kPn1n4B75W77XXW64Y48lXW44pyMt6tW3pBW9hZ5tp4D5CXKW4YWR908xgr9yW3YJ0Nw1JBd_7W6tlHPQ4wLPpyW27lSQr2RwVYwW5l-Ygx2XLqglf4yHHyF04 )
by Paul Sawers (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVPCQ07v2Q0cW8-DvsQ88vjPVW6G5rDL5LL4vLN3Z5r9H3prCCW7lCdLW6lZ3pjW8rFfdN69Ly4rW5SxCvt50LPVVW4N6bGJ97GhjRW2Y3zbG62J7lhW87qhMm3m-VrbW8q1ykS13fDdPW4cKX2x5xpd32W23lQmN8XS23VW4mnXh745nmFrW1PgcWy7w8YyPN31rg-zmFWwdN3QkNjM9H6YvW5JF8xy1bmcnrW82HV7K3XBY0qW4c88vp6dnlHMW7NHcFz1gGGwGW4SQNQ248h-cNW974l4F7Y158JW7qJcvz9bst8TW2Hk2_M91P_N9VDcR5C4cd875W5cgp5h7djPjFV6rQxg8vWlTZN4B60kc9ZXH5f6wppls04 )
Featued image for: Agents write code. They don’t do software engineering. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVPCQ07v2Q0cW8-DvsQ88vjPVW6G5rDL5LL4vLN3Z5r9-3prCCW7Y8-PT6lZ3mwW2nv8bW398h_XW2C9Dt-3v6WHCW2V_HG48H_rMwW3NC29X5_pmrrN3KPtXF_mYl2W6d0T4Y77QxRtW695VSv93K28pN8R9JXJgb-LDW8SvkBz6rBNM1W1BM9jH12QrSTW7SScYR2wmwYjW6_hY2X6Ly4WlW5FcFFm40XxmfW6QSZR29jpY0LW7LttM46QhJKMMTzz0SJt2TgW2DFGHy8rfxr4N6ZjF8dmwH3pW5MM8W97R6-N-W2tfCX27zgK_KW5lwfgH4-7ww9W49ngJw2SKBnWN5p-bjTjd5wkMwSWvHL9ptZW5PlpyB2Tbf9NW8Ss02d7gLCt7f3plH8C04 )
AI Agents (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVPCQ07v2Q0cW8-DvsQ88vjPVW6G5rDL5LL4vLN3Z5r9H3prCCW7lCdLW6lZ3nHVTYkHW4bfM6gW4NPPyn8gVg11W4Y_hQ66qd8BRW6tFJzy6ZZLH0W28jScV89snXrW4hgmZj2zJNyjW26cwNL4TMQtDW6lK6tF9dmpRxW79BnVy5lSqtkW2X1VyM5XTKllW4ljXsK35YPnBW68npQj87JBbMW9gYRMW6nK8jYW437zqc7s3QqDW38cVnc7v3NM3W64WnKJ3pC0JwW3w-zF_1lgCHXW12fTrc5s4llnW2MmgNg5rwy-DW5GM7t34XYb0_W4kjPRs3DFX7HW81CxM35qX8n_N7sqSdZzcyrgW4SMPv-84tBQ1f7PbBdR04 )
Agents write code. They don't do software engineering. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVPCQ07v2Q0cW8-DvsQ88vjPVW6G5rDL5LL4vLN3Z5r9-3prCCW7Y8-PT6lZ3mwW2nv8bW398h_XW2C9Dt-3v6WHCW2V_HG48H_rMwW3NC29X5_pmrrN3KPtXF_mYl2W6d0T4Y77QxRtW695VSv93K28pN8R9JXJgb-LDW8SvkBz6rBNM1W1BM9jH12QrSTW7SScYR2wmwYjW6_hY2X6Ly4WlW5FcFFm40XxmfW6QSZR29jpY0LW7LttM46QhJKMMTzz0SJt2TgW2DFGHy8rfxr4N6ZjF8dmwH3pW5MM8W97R6-N-W2tfCX27zgK_KW5lwfgH4-7ww9W49ngJw2SKBnWN5p-bjTjd5wkMwSWvHL9ptZW5PlpyB2Tbf9NW8Ss02d7gLCt7f3plH8C04 )
by Arjun Iyer (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVPCQ07v2Q0cW8-DvsQ88vjPVW6G5rDL5LL4vLN3Z5r9H3prCCW7lCdLW6lZ3mPW72g5216TlRJWW8x6jYl8CvrqPW45Y0cH2k_RjdW11d4yG3r6l4gW942MQG5Y5JTWN8v1ZlMg9wq3W1pXLSB4KCG53W8TzqGv1B57JfV_3xZk68c272W5ldk1V6j-cr-W3Vb5NN5SwnjzW454vnc2PKv2LW6KzQ4-4Z5-tFW6tD1xx2XVxNzN94hC2ZXPDP7W6hTt9q5V1fzhW5XHVZV83c3QhV-t98Q7scfsvN7jlVBjRk6ZDN7HP7vZjzSqJW4g_zV354rlYBN2ZK2LwmLPgJW8nsXKF6LZlZ3W8WFj0r15FYTsd_xHVq04 )
Featued image for: A beginner’s guide to vibe coding (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVPCQ07v2Q0cW8-DvsQ88vjPVW6G5rDL5LL4vLN3Z5r9-3prCCW7Y8-PT6lZ3mdW49snhV2zJdShW8p_Vqg47YFrGVgXLBs3_MF5zN8PcY_7NBJ4QW8QPGmb7byrzTW2RP5Zp4nJ6LnW4Nj5jh3VCfplW4sVrgL6m-XVQW7JyLZy4MKW3bW99Hbwp97zRdXW86rQSX35ZL0-W5ypvtb8mByDdW64Q_c62gjCcRW1HTfz66KskWNVWf3453kcpCHW1yNgjY7py1HpW5SQpVr1751m1W9dhWlp94l6_qW5ZW16S7tZ7J7W7mpf7B2qF_4NW4D5wlP1LghPyW6xXMbX96RxVKW5Dqz9T7zfT5mW7BYdDW6Kd7F9W1lsKw72tVTSFW40nmSn1BbX-wf8brjVg04 )
Vibe Coding (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVPCQ07v2Q0cW8-DvsQ88vjPVW6G5rDL5LL4vLN3Z5r9H3prCCW7lCdLW6lZ3mYW5Bt9_Z41MvXSW9dWkZf5sMdBpVLyF-b5Dl6gBW4jp0yG881DqRW5PYk0147G2MgW3th9X07krDvMVy6mWJ3j5pVQVHH3Jp3xTr5lW3g5XH57snsHxW7GYtKB5tpsxdW5BglJ08gpdfyW3rwYWg6qYL-dW353T8R3mM4crW7WP0kq8YPctRN27YGKl6ykkPN8qcsvxWrX1kN8dqwpWFq2NCW6RWFrK3RbY3tW1ryDXD684vPBW2L8VLr6xdxFLW5BK80Y2J5YlVW3M5b1q3hfZtxN4kFcGMvyDc3N8b1RdThF2Q8f2xK1d404 )
A beginner's guide to vibe coding (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVPCQ07v2Q0cW8-DvsQ88vjPVW6G5rDL5LL4vLN3Z5r9-3prCCW7Y8-PT6lZ3mdW49snhV2zJdShW8p_Vqg47YFrGVgXLBs3_MF5zN8PcY_7NBJ4QW8QPGmb7byrzTW2RP5Zp4nJ6LnW4Nj5jh3VCfplW4sVrgL6m-XVQW7JyLZy4MKW3bW99Hbwp97zRdXW86rQSX35ZL0-W5ypvtb8mByDdW64Q_c62gjCcRW1HTfz66KskWNVWf3453kcpCHW1yNgjY7py1HpW5SQpVr1751m1W9dhWlp94l6_qW5ZW16S7tZ7J7W7mpf7B2qF_4NW4D5wlP1LghPyW6xXMbX96RxVKW5Dqz9T7zfT5mW7BYdDW6Kd7F9W1lsKw72tVTSFW40nmSn1BbX-wf8brjVg04 )
by Jessica Wachtel (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVPCQ07v2Q0cW8-DvsQ88vjPVW6G5rDL5LL4vLN3Z5r9-3prCCW7Y8-PT6lZ3mdN72lpvpcxNLlN7NBM2jPnWQYW62CNbM1F8h-XW3XRCzF5PXBSRN7rD6phtBtrKW5pB1fD33S6tHW2jpP0n5SxqvyW83wrkV2ySDxCW3bf-9M3SyWDYMWCNxt1Tl_sW85Xj8M5F5GfmW1SV38g7G0q7dW3Pn51C33fNgCW7d2K_Z7WfXZvW4KrDwc2GXYp8VCspyc9kp6jgVZ275V7gvt1yW11qSMy1h7NX-W3Q7KbQ4d4YjBN7HQ2sJRxXl4N33sjfwHGCSMW54hbmK4jxxgKN90BTdDpz2HtV5rGVg3cBMf3W6g5ZDp68G1vVW8dd-tg7ZwM_Jf368lkF04 )
Featued image for: Ex-Snowflake engineers say there’s a blind spot in data engineering — so they built Tower to fix it (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVPCQ07v2Q0cW8-DvsQ88vjPVW6G5rDL5LL4vLN3Z5r9-3prCCW7Y8-PT6lZ3mRW4QvWDX3TdcphW3rMTgy3rlKGNW4Y9QJs8TJYSzW75g5NQ7bKs1kVtFS-q4ns7TKW5zgBwZ2C4kymVyrNpS4d_6lYN2N-CwvWHC-JW8W_g7n8l5KSCW8CbQ5k4rzXJKW6n64bw87dZ34N34_6_DL6s81W6h9hC96F4c18F1MSwLSRCM6W3XFRnn14qxPzW3fTQCx3ZyhbKW1PYWyK4-21vKW6tVlnN1F8XD2W98b2Sj2XhNKVW1N43tx72McCvW3dj06_2cqY8hW7877hs3Tf9tkW2_cG281ZcqnZW2GpBt24Zjx3vW6YqV3W7zkygfW17G4-D1VNt_Nf469LVF04 )
Data (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVPCQ07v2Q0cW8-DvsQ88vjPVW6G5rDL5LL4vLN3Z5r9n3prCCW6N1vHY6lZ3kNW5-vJX239rP2cW3Fp2qX9f8M13W5sN7r81kN1ngW8Stk543kPXJ0W75CQc44BNwK8W8yT60G3CdYvjW11xyXj6lhG2fW7SnBFl8h4GqfV17M_j4KJCCMN9k8m3RV12GJN48ZVVqTzW30VS0Pzk6sQvqRW5sKfpX4C09BGW8HNVsQ3qrfpFW1lrDdF28XyWjW6xFqYZ49KxSNMrjzcJf8cs0W8TzzwF3604w_W8fgbxp6rYPNlW3FgJ4Q9d0L1xN2q7S4bK-b08VJX5WQ4WlNwPf6_HdXb04 )
Ex-Snowflake engineers say there's a blind spot in data engineering — so they built Tower to fix it (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVPCQ07v2Q0cW8-DvsQ88vjPVW6G5rDL5LL4vLN3Z5r9-3prCCW7Y8-PT6lZ3mRW4QvWDX3TdcphW3rMTgy3rlKGNW4Y9QJs8TJYSzW75g5NQ7bKs1kVtFS-q4ns7TKW5zgBwZ2C4kymVyrNpS4d_6lYN2N-CwvWHC-JW8W_g7n8l5KSCW8CbQ5k4rzXJKW6n64bw87dZ34N34_6_DL6s81W6h9hC96F4c18F1MSwLSRCM6W3XFRnn14qxPzW3fTQCx3ZyhbKW1PYWyK4-21vKW6tVlnN1F8XD2W98b2Sj2XhNKVW1N43tx72McCvW3dj06_2cqY8hW7877hs3Tf9tkW2_cG281ZcqnZW2GpBt24Zjx3vW6YqV3W7zkygfW17G4-D1VNt_Nf469LVF04 )
by Paul Sawers (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVPCQ07v2Q0cW8-DvsQ88vjPVW6G5rDL5LL4vLN3Z5r9H3prCCW7lCdLW6lZ3pjW8rFfdN69Ly4rW5SxCvt50LPVVW4N6bGJ97GhjRW2Y3zbG62J7lhW87qhMm3m-VrbW8q1ykS13fDdPW4cKX2x5xpd32W23lQmN8XS23VW4mnXh745nmFrW1PgcWy7w8YyPN31rg-zmFWwdN3QkNjM9H6YvW5JF8xy1bmcnrW82HV7K3XBY0qW4c88vp6dnlHMW7NHcFz1gGGwGW4SQNQ248h-cNW974l4F7Y158JW7qJcvz9bst8TW2Hk2_M91P_N9VDcR5C4cd875W5cgp5h7djPjFV6rQxg8vWlTZN4B60kc9ZXH5f6wppls04 )
Featued image for: A practical guide to the 6 categories of AI cloud infrastructure in 2026 (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVPCQ07v2Q0cW8-DvsQ88vjPVW6G5rDL5LL4vLN3Z5r9-3prCCW7Y8-PT6lZ3n4VgGQ3r2TYTNfW7Pdjl_6zx1hbW9g8xHp8BHrbHW7QwdQ-1rQVRsN4fYpNy1XkmbW7blCNj88zT-GW7srt5C1w5yDqW7BFcJz8R6gVCW1FzdBh2n4x_sW8zq4m08SGJY6W7qwssW6TNQv0W1YtM5Q2y4bStW83q8tx23wshpW7rw4sp2-sXRRN6_n80yYN53dW99-ycY3zHxQTW2qPL7G7gVFzsW4fJ8Cg8XvxznW9czpmh8bL778W8lqg9F16SbdVW33VDdW2HTRPzW8QQW0Z7khfqfW1dqRQD70syN3W2Mv7Ng7wwqCrW7k-Q_T33TpXXW4QNwLd4MhyNPf6NlNcP04 )
AI Infrastructure (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVPCQ07v2Q0cW8-DvsQ88vjPVW6G5rDL5LL4vLN3Z5r9H3prCCW7lCdLW6lZ3pFW1m3VT919phxKW7LvMmN1QWlSzW5Qd5rJ27zZvBW8tdF6k7nNf_LW3CZz475G382jW2vY8B76Yj8_XN8Cz2c9rKtmqW16R7q45FDB71W6r_q7M4dRqlSW7J3PW-2-sPfQN4Tzwg7wlnHMW3Tn6Lg1n9g8kW1YrZPM86jGppW5t790Y58R_-vVWGC7L42JmpNW1ympmb36b3PvW5_ZgSz2ZNh3cW3ZG1b170L-_wW1Y6zHY9c117vW14QQgz6pvSqmW5CPtRQ7v6HTNW7jJ5tT1C6b-KW7-30Yc86FDQHW8sGFjF4rkmQ5f6XFRFH04 )
A practical guide to the 6 categories of AI cloud infrastructure in 2026 (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVPCQ07v2Q0cW8-DvsQ88vjPVW6G5rDL5LL4vLN3Z5r9-3prCCW7Y8-PT6lZ3n4VgGQ3r2TYTNfW7Pdjl_6zx1hbW9g8xHp8BHrbHW7QwdQ-1rQVRsN4fYpNy1XkmbW7blCNj88zT-GW7srt5C1w5yDqW7BFcJz8R6gVCW1FzdBh2n4x_sW8zq4m08SGJY6W7qwssW6TNQv0W1YtM5Q2y4bStW83q8tx23wshpW7rw4sp2-sXRRN6_n80yYN53dW99-ycY3zHxQTW2qPL7G7gVFzsW4fJ8Cg8XvxznW9czpmh8bL778W8lqg9F16SbdVW33VDdW2HTRPzW8QQW0Z7khfqfW1dqRQD70syN3W2Mv7Ng7wwqCrW7k-Q_T33TpXXW4QNwLd4MhyNPf6NlNcP04 )
by Janakiram MSV (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVPCQ07v2Q0cW8-DvsQ88vjPVW6G5rDL5LL4vLN3Z5r9H3prCCW7lCdLW6lZ3npN83-2w1ttf3KW53Lj-N1CNZZyW7snsTc8kxYYpW1G-TKN3y-znhW7w1BfG3ZDkv1VR9KDR9dQng0W5swB5H4cHHVWN2Xv-mHk3bd9VX3z5N88RF9gW7FvmJM2lfsW_V5PXmN2N0rTfW7vnwDN7Qhsr5W1JvZ7L8jFvt8W1zzlqV8BWZFSW94CdXw6TVzw6W8zZjrR4ml8rwW5nWXzB4263r8Vx4Nfq2Z8PNSW8K_SHv8ts4bKW2M656T63MYBGW3_NpQF29z84_W4FGGpn5G_BWLN4QPXh1hRg_QW3JMmj-4F8XDSdDlx1v04 )
Featued image for: Why AI systems are failing in familiar ways (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVPCQ07v2Q0cW8-DvsQ88vjPVW6G5rDL5LL4vLN3Z5r9-3prCCW7Y8-PT6lZ3ljW8C42bv5mQpt5W1k87Tt2-PFFqW6nkWPX64xXjsW4RzkZv1zpcYDV5G2gb3RBKkjN5F9D3D9fZswVjWWjZ5Zr0bsW5K4QyQ4t7sgFW4CmCMZ6D7nFZW8b7XhK98RVy1W6LGRkc2xN7YpW1-yl0L4lX__vW8dH40g6j5TD6W4YPd9d6wsFm6W7Qs5FB7r2dCsW64pnS75cBbYJW3xgyl26XCYdJW7tm4CF4vgl-PW4bqSZB23wSx6W835-2b63qz8GN8Yh7rjXZwQcW5BcshQ91FcT6W7mC32x6y_mQ1W5LW9V-5S1N5CW377nKH1XQpHWW2qnhJ468W3ZBf1p8nkP04 )
AI Infrastructure (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVPCQ07v2Q0cW8-DvsQ88vjPVW6G5rDL5LL4vLN3Z5r9H3prCCW7lCdLW6lZ3pFW1m3VT919phxKW7LvMmN1QWlSzW5Qd5rJ27zZvBW8tdF6k7nNf_LW3CZz475G382jW2vY8B76Yj8_XN8Cz2c9rKtmqW16R7q45FDB71W6r_q7M4dRqlSW7J3PW-2-sPfQN4Tzwg7wlnHMW3Tn6Lg1n9g8kW1YrZPM86jGppW5t790Y58R_-vVWGC7L42JmpNW1ympmb36b3PvW5_ZgSz2ZNh3cW3ZG1b170L-_wW1Y6zHY9c117vW14QQgz6pvSqmW5CPtRQ7v6HTNW7jJ5tT1C6b-KW7-30Yc86FDQHW8sGFjF4rkmQ5f6XFRFH04 )
Why AI systems are failing in familiar ways (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVPCQ07v2Q0cW8-DvsQ88vjPVW6G5rDL5LL4vLN3Z5r9-3prCCW7Y8-PT6lZ3ljW8C42bv5mQpt5W1k87Tt2-PFFqW6nkWPX64xXjsW4RzkZv1zpcYDV5G2gb3RBKkjN5F9D3D9fZswVjWWjZ5Zr0bsW5K4QyQ4t7sgFW4CmCMZ6D7nFZW8b7XhK98RVy1W6LGRkc2xN7YpW1-yl0L4lX__vW8dH40g6j5TD6W4YPd9d6wsFm6W7Qs5FB7r2dCsW64pnS75cBbYJW3xgyl26XCYdJW7tm4CF4vgl-PW4bqSZB23wSx6W835-2b63qz8GN8Yh7rjXZwQcW5BcshQ91FcT6W7mC32x6y_mQ1W5LW9V-5S1N5CW377nKH1XQpHWW2qnhJ468W3ZBf1p8nkP04 )
by Steve Fenton (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVPCQ07v2Q0cW8-DvsQ88vjPVW6G5rDL5LL4vLN3Z5r9H3prCCW7lCdLW6lZ3kzW4yB5NL5kznJ5W831sX-3b-SqtW51yrGq5H4vs2W4Srnqv6fk82GW4FT0h79gMfcXW7zf4yf1mVf70W3lqTCK2DYm2xW7QVlr11yFpX5N6ZV6yJJVgT9W2lYWgy4bhL9kVzXp621SPRB8T-NbH2JYZWSW7GR7GK68-hLqW3msfkb6bSgptW4KM6l33Sn2XqW1CHxzS5cBL5KW9470_j7MfTS5W1v4vRv1Hr3CNW5lQGhP92dXYJVWdNJ58LYb8QN6lC12KgcGYdW6Xj_sL3-_r7KW167W2X3JhMvgW83TlMR6mxTVjdx3FdM04 )
Master SQL with roadmap.sh
From our partner
(https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVPCQ07v2Q0cW8-DvsQ88vjPVW6G5rDL5LL4vLN3Z5r943gP0xW69sMD-6lZ3mkW6JcLny3vPZc5W7fv4vd2MHNl9N3l-kT7ZJyZMW6YmXrK8pkQt6W370y3P3xbF_jW2-PMtq5180HgW56LD-37bVT39W45MB_45Lj8tnW2DCqwm7cJH5xVzwLLy5D44kjW9kfHBQ8KmwbYW1RQC2n6mnhszN25kc8DN26Z1W3xgJcz2G7HRHW89H18-86ycNmW72Q_rs7csys5MYNkj1dC9x0V7R46R6SFQKKW2W8YpR4B-SrlW5wcGwy79t9j9f3rCP-j04 )
SQL remains the essential backbone of the modern tech stack, whether you’re optimizing databases or scaling data-driven apps. Our sister site, roadmap.sh, offers a comprehensive SQL course designed to take you from foundational queries to advanced database management through hands-on, practical learning.
GET STARTED WITH SQL
(https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVPCQ07v2Q0cW8-DvsQ88vjPVW6G5rDL5LL4vLN3Z5r943gP0xW69sMD-6lZ3mkW6JcLny3vPZc5W7fv4vd2MHNl9N3l-kT7ZJyZMW6YmXrK8pkQt6W370y3P3xbF_jW2-PMtq5180HgW56LD-37bVT39W45MB_45Lj8tnW2DCqwm7cJH5xVzwLLy5D44kjW9kfHBQ8KmwbYW1RQC2n6mnhszN25kc8DN26Z1W3xgJcz2G7HRHW89H18-86ycNmW72Q_rs7csys5MYNkj1dC9x0V7R46R6SFQKKW2W8YpR4B-SrlW5wcGwy79t9j9f3rCP-j04 )
FLOW STATE
Upcoming webinar: AI-powered Kubernetes observability best practices in 2026
Join us live this Thursday to explore how to leverage AI-powered insights to ensure the health, performance, and security of your increasingly complex K8s environments.
Register to join
(https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVPCQ07v2Q0cW8-DvsQ88vjPVW6G5rDL5LL4vLN3Z5rbz3gP0xW95jsWP6lZ3lgW5Nsf0B8MdVXQMxC6R_LFW6gW5m8SsH3hpSbgW1PwWrz17GKzyN8jkxf0nrM9pW1tHCQh17N8nQW1VSHyS6rVShgW3lzt483PjK82N5GH2mDq1H3wW5Lzkr84XxPGNW6W0-456YmJX1W7k_QJN9d8whnVCzcsR4zTlR4W7xgf7d5R4H40Vk5jwC4DFnhkW6ZL9-m2kgPqsW50Q9-G6JBC2VW63llqf93s3PxW916yhq740H-wW4NDGVy7nnZYzW1NwlW-7zs3dxW81LZLg1nLxD3W5R6LW51Xk-y8W35hLTz79ycy7W8nFV032W07fBW1KQXyj6h5T4PV_3wxM4-5qfMW2zwQRV4LJfBbVtBMPv3T4rYfW7LVQVg1P9h99f8gq2Fx04 )
Trending now: Andrej Karpathy’s 630-line Python script ran 50 experiments overnight without any human input
Andrej Karpathy's AutoResearch ran 50 AI experiments overnight on one GPU. The design pattern behind it applies far beyond ML training. Here's how it works.
Explore the article
(https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVPCQ07v2Q0cW8-DvsQ88vjPVW6G5rDL5LL4vLN3Z5r9H3gP0xW7lCdLW6lZ3pPN1J5dpMzsRFQW5Ml_pN4gX876VN1Zp_8YRJVSW54fMd_7vzxzkW4fgSB59kHyGjV2_SDl4pj0sSW3gsFXL8ZwjKkW7NFLlN4VHSKrW1x0j2v4ghfwCW2VbGBk2CMC9QW5_RCbq4-FTZFW1V4HtX21YMmKW43Bczv1cxVZ8W5Knff-9gs7jNN5VQcDHDsnjzW8rRy4S31ZMH7W2q0dsc2_1rwjW8lwL9J4F_FMjW8H78ZL5hrQRhW96qT2c7yf9pfW1CZb2J7bqQZbW83DVT-13kHF2W97k5_M3m05VcW2wrpzj5ZpZGXf30-Zml04 )
Look: How context rot drags down AI and LLM results for enterprises, and how to fix it
Context rot is undermining enterprise AI and LLM performance. Elastic's Abhimanyu Anand and analyst James Kobielus explain what it is and how to fix it.
Take a look
(https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVPCQ07v2Q0cW8-DvsQ88vjPVW6G5rDL5LL4vLN3Z5r9H3gP0xW7lCdLW6lZ3nJW3-WDD38yKw0qW5zh8VQ8CvxyjV75z1r5vHV1lW4P3cSs2ZJYVyW3Y_KXL5_yVB-W8btf9058WHKkW95ZGZV5x9d1qW74GgrJ4688BZW1x1HWl3Rc0gqW8Md7cV3SrLH_W97Q81y8zNs3SW4d54PD4yRgN2W14P6vb6rqg-vW4-fSD-6hkkcgW1t9LP57rFWWtW7y5CJ0812J4nW5MWHj18s1D_kW36QVWW3k_cqxW5btbTN6RB3tFW7gw0gT3Y1KfHW2sjPWl84pkDPW7t3fzS9hDTsQW2l5C0759qwgvW8PRb49702fZVf1lZmFC04 )
One developer, team power: The future of AI-driven DevSecOps
AI won't replace developers. Discover why DevSecOps and collaborative learning are vital for self-sufficient, AI-augmented engineering teams.
Read more
(https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VVPCQ07v2Q0cW8-DvsQ88vjPVW6G5rDL5LL4vLN3Z5r9n3gP0xW6N1vHY6lZ3mFV-L6qb6fJ2pjVC1t_r96CVnPW4VJwBV9lVvwqN4m8405gpHMHW9cVHRG56NG0zV5W36T2RhcbVW12vDqZ4Kp-28W90c4c26f5hXVW1-BJwz7PqnctW6QWmH952gMMtW4_zxpw4Zb2P1W1ckHtP2YmyZpW7yY0cl2wDXFxVM--Y36l0s-PW2YZsDS7gTB-0W8RcfnC4fx3rhW20JxfQ8G-sfWW81PNBP3L73YpW70xN-76JnLNzW6hfWNd3sK9NVW58kQPC6x4YmDW13yJ455FmJQkf56cM9Y04 )
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