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Google just shipped 3 Gemini models, but not 3.5 Pro
Wed, 22 Jul 2026 06:06:22 GMT
Your agents are hallucinating. Tomorrow, we fix that.
Tue, 21 Jul 2026 19:15:21 GMT
Amazon, Microsoft, and Google are building the same thing
Tue, 21 Jul 2026 05:59:41 GMT
Musk doesn't need Grok to beat Claude
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Kimi K3 just topped Arena's coding leaderboard
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Linus Torvalds just reversed his stance on AI
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OpenAI's first gadget
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OpenAI's Codex just hit 8 million users
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Hands-On AI Workshop with Microsoft & Cohere
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Anthropic just extended Fable 5 — again
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Selected Message
From: newsletters@...
To: [email protected]
Date: Tue, 21 Jul 2026 05:59:41 GMT
Subject: Amazon, Microsoft, and Google are building the same thing
To: [email protected]
Date: Tue, 21 Jul 2026 05:59:41 GMT
Subject: Amazon, Microsoft, and Google are building the same thing
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<div id="preview_text" style="display:none;font-size:1px;color:#f2f2f2;line-height:1px;max-height:0px;max-width:0px;opacity:0;overflow:hidden;">Plus: Claude Fable 5 vs. Kimi K3 ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
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<td align="left" class="text-align:left;"><span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:14px; color:#48607a">July 21, 2026</span></td>
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<style data-hse-inline-css="true" data-hse-element-inlined="true"> /* TOC Description WYSIWYG */ .toc-desc p, .toc-desc li, .toc-desc a { font-size: 15px; color: #48607a; margin-bottom: 8px; line-height: 1.5; letter-spacing: 0.5px; font-family: 'Lato', Tahoma, Helvetica, sans-serif; } .toc-desc a { color: #1a6fa8; text-decoration: none; } .toc-desc ul { padding-left: 25px; } .toc-desc li { margin-bottom: 8px; } .toc-desc ul { margin-bottom: 8px; } </style> <table id="toc" class="content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; min-width:410px; max-width:580px; border-radius:10px; overflow:hidden; margin-bottom:15px" width="100%"> <tbody><tr> <td style="background:#fff;padding:28px 28px;"> <h2 style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin:0; color:#142640">Amazon, Microsoft, and Google are building the same thing</h2> <div class="toc-desc" style="margin-bottom: 22px;line-height: 1.5;"> <p style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif">Amazon, Microsoft and Google are racing to build the operating layer for enterprise AI agents, writes TNS contributor Janakiram MSV. Despite different branding, their platforms are converging on the same core capabilities: managed runtimes, memory, identity, tools and observability.</p> <p style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif">This convergence promises convenience, while also creating a familiar risk: When an agent’s deployment, credentials, state and telemetry are embedded in one cloud, moving it elsewhere can require far more work than merely rewriting a few integrations.</p> <p style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif">Today’s lead story examines what agent platforms could learn from Cloud Foundry, why today’s open protocols solve only part of the portability problem, and what a truly cloud-agnostic contract for agents might look like.</p> <p class="p1" style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif"><span class="s1" style="color:#48607a; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px"><b>Go deeper: <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVsXg0WNl20W335sG14B7N4LW2SWDgt5RLv_wN15bQXR3qgz0W8wLKSR6lZ3nZW1ZTy5R33LTBmW41vM8R25mB4WW357H6n2PhG97VqcTsc1DqR1MW4HLhz-8XCz1QW6vs2LX6h-pBMMFYCsjjwYvKW9660YM3RvgFhW2mNcR55rBnlDW4_bSRw3439rmW3-Vy832fsjb-W9htlMZ68JslpW86Lknj7srfB1W1h23dq65VBX-N1bKZv8hvj04W6kXGCn7ZwL1xW33d9F82KYYQMN8bkY2sRpRwQF7RTqR-BDDpW6KY-jF86V8hhW39l84j7cZzkNN4NchlLLZjK7W6fHwNs4TXMfQW8QlNMg2Y0yCYW381_mC634qc6W8SJ28367RyvgW58HB-Z7QncK5W3HF3KK5GgTLKf9bh-WM04" style="font-size:15px; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; color:#1a6fa8; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="V9W44ntB" target="_blank">Amazon, Microsoft, and Google are converging on the same enterprise agent architecture</a></b></span></p> <p class="p1" style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif"><span class="s1" style="color:#48607a; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px"><i>More fresh reads from TNS:</i><i></i></span></p> <p class="p1" style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif"><span class="s1" style="color:#48607a; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px">▹ </span><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVsXg0WNl20W335sG14B7N4LW2SWDgt5RLv_wN15bQXR3qgz0W8wLKSR6lZ3lSW67SLGK4J29YzW5yxzvg7ghgQ2N4PklyH2tckcVP7-yB2N_4fmW15rXLh5Q-0KgN1f6fRJ7c2_jW3x-xw151MX3NW11rn156g5PQdN5bZm33HZqxfW1pF2XN5dc720W8QK34d9htDhHW81jCQP6syMF8VLxfvF4G_dGtW6VyGmd7f379VW3dw3WF1vy-8SW6k8Qwb4YYl1lW14x6sL6Xv5K7W1sHchY20YV1BW7_25fc4yxkYwW6CxTpS7rXHbxW1vNmBq3YGKxdW4qmfmt14qnq2W2cbf7R1M91F0W4RJG3w3LHqLCW7SnfCk6QTCc4W6KQtjP8P3wRfW6gB-rF23_nCyW90MNgr8-ypj6f2bzlC804" target="_blank" rel="noopener noreferrer" style="font-size:15px; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; color:#1a6fa8; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="l0InFff4">Anthropic employees worked “literally around the clock” to keep Fable 5 from disappearing</a></p> <p class="p1" style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif"><span class="s1" style="color:#48607a; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px">▹ </span><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVsXg0WNl20W335sG14B7N4LW2SWDgt5RLv_wN15bQXR3qgz0W8wLKSR6lZ3lJW4WYm8x5XLcvFW3LcVfW6PMxFWW4Nrrtn53rDW_W4329rm7h3zgDVJR2M18yX9XTW9h0Zxw6j-BjVW1W4-3j42bKH3W4WrbY37myqBYW5V-J5t7rTjGJW5K4Q-f4TpQqHW8r3N8d3B2FplW6Dzf9q4_Nv-GW2TQhX44V46KrM_yJJc2t9qhW41402C1j8VRDW8KCvxS6WTJcVW6H0-8C6b8mgmN6cywPXltMcTN37v1ZYWxP6pW8HsFr83pTydHW4R1dkL209mD9W3kpwKx63jnPGW6_MYbf2hQJMPW5KGk1K1PP7ysW2HpQrD47tXVpW5qM08x6cD9PCVbVJSJ14QvjNW2Rc8dQ2HD4h4f9gN-7z04" target="_blank" rel="noopener noreferrer" style="font-size:15px; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; color:#1a6fa8; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="cusg8mQt">The bottleneck for AI agents isn’t the model anymore. It’s the context layer.</a></p> <p class="p1" style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif"><span class="s1" style="color:#48607a; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px">▹ </span><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVsXg0WNl20W335sG14B7N4LW2SWDgt5RLv_wN15bQXx3qgz0W7Y8-PT6lZ3mYN4CdRd5Kr1s6W7mjD3J1s4HTZW4Rb_9v2NND6sN2yz-J4CLNsSW6zj6r-5tpw5FW8CDPy97Br6YwW5HpKtF65wpd5W4LpnFH4j9mjRW1CfH3918R-w4VjhfrJ23Z_T1W4qTG7Y8hJDbnW35Wthl8lkTpdW4NHhsC6Hpc-6W75cv8d7_y7G4W7TKNlt9dbCrxW2GwRsb4w-7HmW8vjtSk33CW-jW1zt6zB6ZTw2GW5Sn8mG2CM0nyV9MPJJ5-ZPZBW7jLvTB8yvVPHW6rX5jk7Rb99wW44CVbR1nZmrlW5F85kn9cXWJJW18X1py8m55pTW1FlrxQ2F3GT8f94q6g404" target="_blank" rel="noopener noreferrer" style="font-size:15px; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; color:#1a6fa8; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="a7/brLQC">Claude Fable 5 vs. Kimi K3: Same results, one-third the cost, 4x slower</a></p> <p class="p1" style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif"><strong>💡 </strong>On July 23, <strong>Chas Clawson</strong>, VP of Security Strategy at <strong>Sumo Logic</strong>, will lead a live conversation and share a practical framework for SecOps teams working to <strong>get control</strong> of their signal-to-noise problem. <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVsXg0WNl20W335sG14B7N4LW2SWDgt5RLv_wN15bQXR3hCZYW8wLKSR6lZ3q0W5RX3403DQ8-mW5tdFqN1GCKpQW5PCMN46kNFxfW1tLwcR2XCBxhW1FDXjp1F-7BTN6WqqDHHNgJ6VCmhfZ8ymphGW6QYC1D38g_7mW7j4KpP1nyrQtW4_K9-g58l4S0W20mTWw8QqRcSN5WzMLrjSBSpW4j891B8n9JBWW9gcpXR8XBX8HW58m4Pm7WQKVSW246b6L4jZvBVW4nh1X-68Thh_W76nHMz82TjB1W77qjgS3hf5WNW6-GmW92hs4vSW6YFTmL2VCLNyW5sjdHq1knX0ZVtJ3j51XqrkZW3NRRR_6Gk2l7W4CFFkM14yGP0W2RZ9Qk8hWRT9W649ptj306vjZW5DH7BW3yYPDZf6SHP0M04" style="font-size:15px; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; color:#1a6fa8; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="053oB4Vm" target="_blank"><strong>Register to join this free conversation</strong></a>.</p> </div> <div> <table> <tbody><tr> <td class="author-img" valign="middle" style="width: 48px; height: 48px;"> <img src="https://thenewstack.io/wp-content/uploads/2025/12/b0ce81f3-cropped-5f5868db-nick-luchessi-2-600x600.png" width="48" height="48" style="width:48px;height:48px;border-radius:50%;"> </td> <td class="author-name" valign="middle" style="vertical-align: middle; padding-left:12px;"> <span class="font--default" style="color:#48607a; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:13px">by </span> <a class="link--default" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVsXg0WNl20W335sG14B7N4LW2SWDgt5RLv_wN15bQXx3qgz0W7Y8-PT6lZ3nvW7kYSMf9dMKvKW8ylPtY5S7kX3W1ndbBh2Z81KfW5hJld-2YR_SGW8b_3pJ5fW0ZKW7c_Fhm5kTVlqW4XFGpd7TLdHcW1vNXL0987ZynW7j1lKj61DRhXW7zkCD759Ds3hW19NG495jg2BwW6v2yYy5T-lzKVnWhW96Rmld1N4N50PNZFdS3W1Kzwtd4dXPZSW4H3zD98_l43JW2wgfly2BN944W7rvghG7FFFPtW4R4W6q1JCQGcN1GZ7ZCF9dD2Vt-Fc63XYcm5W1nrlWr1zCFj7W2h3xgY30ZHMgW5TF6y711l1SbN6BkYkPXzdvPW4mz-Gr2kD5F9f6ZrHc604" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#1a6fa8; font-size:13px" data-hs-link-id="0" data-hs-link-id-v2="JrAEXaiN" target="_blank">Nick Lucchesi</a> </td> </tr> </tbody></table> </div> </td> </tr> </tbody></table><style data-hse-inline-css="true" data-hse-element-inlined="true"> .sponsor-desc p, .sponsor-desc li { font-size: 15px; color: #48607a; margin-bottom: 8px; line-height: 1.5; letter-spacing: 0.5px; font-family: 'Lato', Tahoma, Helvetica, sans-serif; } .sponsor-desc ul { padding-left: 25px; } .sponsor-desc li { margin-bottom: 8px; } .sponsor-desc ul { margin-bottom: 8px; } </style> <table class="sponsor content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; min-width:410px; max-width:580px; border-radius:10px; overflow:hidden; margin-bottom:15px" width="100%"> <tbody><tr> <td style="background: #fff;padding: 28px 28px;"> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVsXg0WNl20W335sG14B7N4LW2SWDgt5RLv_wN15bQWY5g8t6W6N1X8z6lZ3l4W6y4XpV27KC0dW47sB328FlwTgW7pkwcF7B4LnTW3tcygV6HZBDgW4g32YM4JMy3hW56XbQ060FFgKW4bQ6Vx5ngHnhW5_svff72ZgktN3x8nBNqcMP6W16BwbN3ZXVLbW4lw9Ny5-RFg_W4rlQZ-6ft3bXW2X53c643dm64W7bmHhR1qF4K-W7sdd-5535dHmVR5-8h2fkFX_W7fs3M43bz4_gW7Zd2X41MdWSZW4K9G6h3WGxBTW5-7CG53QpvhcW4D1vyx2R0XLfVPYhWS4HBB6mW2ScFkL1F0-sLN5s59C3zBgypW8M1lH-1Ryfz4W6mSMh83pl8Z7W5bKPGt5HJsn5N8Ng2f0gXm8qW25RMSw6bVXkYN7KHzJdC80VWW4KCPxX54QmCJVxwTXK3CMnyqVKGbkp7MZjxYW8NWTPy716-3-W4-3lSx1ZgVbpW6BdzGt7zrD07W5wmsGp7mQKdcW4pYyKl3PfPhmd2cK4M04" style="color:#1a6fa8; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; display:block; margin-bottom:16px; border-radius:4px; overflow:hidden" data-hs-link-id="0" data-hs-link-id-v2="RFPCHj78" target="_blank"> <img class="sponsor-banner" src="https://cdn.thenewstack.io/media/2026/07/3c6fd301-linuxfoundation_webinar_22july26_remember_16x9-scaled.jpg" width="524" style="display:block;width:100%;height:auto;border:0;"> </a> <p style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin-bottom:8px; font-size:20px; font-weight:700; color:#142640; line-height:1.5"> Your agents are hallucinating. Join us live to fix that. </p> <div class="sponsor-desc" style="margin-bottom: 22px;line-height: 1.5;"> <p style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif">Logs, metrics, and traces work great until an AI agent starts hallucinating or overconsuming. <strong><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVsXg0WNl20W335sG14B7N4LW2SWDgt5RLv_wN15bQWY5g8t6W6N1X8z6lZ3mdW9dj9X61TXKmSW6qlrDt6qnr1mW1zwh9y4PFj88VCsYjB6f-NZ1W7RXlDN8_XwGpN3WLv21CycbnVHcMw94YtfTyW5gt9Bq6fKVZ_W3PMFB25phMCsN18HVXC_GZcRN5dNHyJp4J1ZW5xQYLV771VkyN3RcKwnNkQvQW1nQyFG54mnPXW8KW4vq2XJkJYW870QSX7y8JL0W25_MY78LSWTpW2yBbzb5XV6QfW5WS1sz3MNyt3W5CtC3_2Z0jCCW7m0ghn2bMTLkW84GnKg7_zQrQW8PxZsx5T24vcW8__88f2WrJVMW6b0M9x93-Vy6W4B80cj4tb3bWW2V6fnG6W65bSMNqzn_70RgLN7qH7pJfcVwHW1K8p_64kkzcYW7dzl7g8V0yzJW6HDKtF4NhQW6W4S2DZj7XCJSGW6B8Lbn6-y80KW1mGJdx92k0B0W2ZkThf2NZCCdW4MmfxN1HzMH7W73Z_MV3y3z_4f7mrR8M04" style="color:#1a6fa8; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px" data-hs-link-id="1" data-hs-link-id-v2="3WzMfC8J" target="_blank">Join us live on July 22</a></strong> as Dotan Horovits (CNCF Ambassador) and Rekha Thottan (AWS) walk through how to monitor traditional services and evaluate AI agent behavior in production, using a single open-source stack built on OpenSearch and OpenTelemetry.</p> </div> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVsXg0WNl20W335sG14B7N4LW2SWDgt5RLv_wN15bQWY5g8t6W6N1X8z6lZ3n_W39JhtQ3jlZHtW6WLPXk2-MQZ5W5Vdd5W8XkLh9W4cvwft8S9cK1W6_NBsW1T48ZqW69xPvL3gDFk1W4dQNpX5y6B6bN44xmQcrW6BLW4pVsN85wKhxwW12CsNr4s6nB4W3VJ63V2MnphrW5tDVJp7gM1B7N1c2hrp2VrHqW2Xx3vW6S4Qd_W97Q_BQ1Nb2X_W1MsDJ_2VMwnBN6f9JYr3XBV4W7Hs0pH1BYZrdW7T4JMc66SM4BN6FlqCqJ2yrVVv4qsk5wzSr3W5VPzpx8R8B7TVVk88j2gr1x7W5zwmpC5N68p1W6XYHBJ8fb8PsVwzcgf3nkZr9W3vvX432zZLkVW5nKHlC51r6m4W6Qb_jR3yNvm1N82cH4Cq_NsZW2KTm-F2P-BCyW61VpqL52GHprW16tkgj4TmhffW4rc_9n1wy6FxW6wF6HZ3sxPgGW1GtlHg8kqCgfW6nl2BK4jKs0jW4MkF5V40g-VQf4nDdzH04" class="btn" style="font-family:'Lato', Tahoma, Helvetica, sans-serif !important; letter-spacing:0.5px; display:inline-block; padding:9px 22px; text-align:center; font-size:13px; font-weight:700; border-radius:6px; text-decoration:none; background:#c4006a; color:#ffffff" align="center" data-hs-link-id="2" data-hs-link-id-v2="WNBqKUXl" target="_blank">Join us live</a> </td> </tr> </tbody></table> <style data-hse-inline-css="true" data-hse-element-inlined="true"> /* Story Description WYSIWYG */ .story-excerpt p, .story-excerpt li { font-size: 15px; color: #48607a; margin-bottom: 8px; line-height: 1.5; letter-spacing: 0.5px; font-family: 'Lato', Tahoma, Helvetica, sans-serif; } .story-excerpt ul { padding-left: 25px; } .story-excerpt li { margin-bottom: 8px; } .story-excerpt ul { margin-bottom: 8px; } </style> <table class="lead-story content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; min-width:410px; max-width:580px; border-radius:10px; overflow:hidden; margin-bottom:15px" width="100%"> <tbody><tr> <td style="background: #fff;padding: 28px 28px;"> <h3 style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin:0; font-size:14px; color:#1a6fa8; padding-bottom:18px; text-transform:uppercase">TOP OF THE STACK</h3> <h2 style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin:0 0 8px 0; font-size:20px; font-weight:700; color:#142640; line-height:1.5">Claude Fable 5 vs. Kimi K3: Same results, one-third the cost, 4x slower</h2> <p style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#48607a; font-size:12px; margin-bottom:15px">by <a class="link--default" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVsXg0WNl20W335sG14B7N4LW2SWDgt5RLv_wN15bQXx3qgz0W7Y8-PT6lZ3lWN1m548fR7r8qW7bxR5Y5Wll8xW3X4KN551pkT4W8MHBH42pCmY4W13H_rb3x1G5bW3QLQnl7-mGW_W2f3_NV5GZXdzW57jhmb3JdcvhW3bg8ML6lqhcKW9lgMtd1T_7PmVj8MKQ2L3tNlW10NpKM3-MxDQW2t1lMM1VbJc8W6LKK6y7kFSQsVbK2t072ZFLWW4c3XJ76PVsywW3F5Dlv40x11fN5Mw2G5R3shwTNg9H4K28skW7nXxcN9k2Sp-W4Xw4S64YFvJwVDlXMh3Gsr6PVzwzKJ3Q3pPwW8D393Q69-51DW3vKmlv6jf1WqW4TZKpt1nZ-jqf5Swx4004" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#1a6fa8" data-hs-link-id="1" data-hs-link-id-v2="JutKriWT" target="_blank">Nick Lucchesi</a></p> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVsXg0WNl20W335sG14B7N4LW2SWDgt5RLv_wN15bQXx3qgz0W7Y8-PT6lZ3lXW1Zm7TT1qqJTdN6Q4-BYrSkQCW4bHn2L2WJtL_V-4gdK6HQGSwW654lrl3m1m8kW6DtVVm6Mscv0W2zK0X495gRpjW3lPkff7FZLztW57JK971n9FsgW7d6tQH7ctX_BW2nBqCV4CVxwDW8lbmNb70DCPsW4-YvzW5m1LSKW6f9VkW2v9sF_W2Z-lTd6JzmFkW5hY4986_TG9lW7zTh05273YHbW7NVlvv9m150dW8DwhgB4wzKWFN492JRBVfw6YW8zQwcc485MRNW5dFT6z79BMSMW5LDSn52YW_WrW82b0K42t3FCfW24RV9l33knyfW7mx7CT8DM-L8dwTDx-04" style="color:#1a6fa8; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; display:block; margin-bottom:16px; border-radius:4px; overflow:hidden" data-hs-link-id="1" data-hs-link-id-v2="Pz9kO27s" target="_blank"> <img class="hero" src="https://cdn.thenewstack.io/media/2026/07/c5603317-mohammad-bazar-hqndzjhaiei-unsplash-1024x785.jpg" width="524" alt="Featured image for: Claude Fable 5 vs. Kimi K3: Same results, one-third the cost, 4x slower" style="display: block;width: 100%;height: auto;border: 0;"> </a> <div class="story-excerpt" style="font-size: 15px;color: #48607a;margin-bottom: 22px;line-height: 1.5;"> <p style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif"> Moonshot's open-weight Kimi K3 matched Anthropic's Fable 5 on three coding tasks for a third of the cost — but ran four times slower. Here's the data. </p> <p style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif"> Moonshot AI released Kimi K3 in mid-July, selling it as a serious professional coding tool that competes head-on with Claude and GPT, at a lower price. It's a 2.8-trillion-parameter open-weight model, the largest ever out of China. The company says it rivals Anthropic's Opus... </p> </div> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVsXg0WNl20W335sG14B7N4LW2SWDgt5RLv_wN15bQXx3qgz0W7Y8-PT6lZ3n3MJhW5dxfP1bW8W0p48537CCmW4Yzn1X6Yrw93W8gppcH3jxCtvW1q002G1HVVDsW2Mdnwl84YfyBW8f4Z181-GQhzN2R3LftP3shDW52CDg_328Hq0W99Fw9Q8zDGTlW4k6NTt5_7m8VN8npSgFy04wCW2D3plR6gXzFMW3lHS5L5WMMDWW7-hbK23gtv1KW61L8Rk2Ky4fCW93gz9Y98dvQnW3_WXvP5CT45MW6XdvRM3nf1PQW7hyzz94RrP0xVDMwTg251Y3kW263rQS8J9vdFW6jdcyL2XdC9lW87RhgZ2RCyyrW2kXg3G3YqMrPW7sC4XB5r_r91f7_7D7b04" class="btn" style="font-family:'Lato', Tahoma, Helvetica, sans-serif !important; letter-spacing:0.5px; display:inline-block; padding:9px 22px; text-align:center; font-size:13px; font-weight:700; border-radius:6px; text-decoration:none; background:#c4006a; color:#ffffff" align="center" data-hs-link-id="2" data-hs-link-id-v2="fbCghQ/9" target="_blank">Read more</a> </td> </tr> </tbody></table><style data-hse-inline-css="true" data-hse-element-inlined="true"> .digest .item-label--1 td { background: #00aff4; } .digest .item-label--2 td { background: #3a8fdc; } .digest .item-label--3 td { background: #9850c0; } .digest .item-label--4 td { background: #c43aaa; } .digest .item-label--5 td { background: #ff3287; } </style> <table class="digest content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; min-width:410px; max-width:580px; border-radius:10px; overflow:hidden; margin-bottom:15px" width="100%"> <tbody><tr> <td style="background: #fff;padding: 28px 28px;"> <table class="digest__inner" border="0" cellpadding="0" cellspacing="0" width="100%"> <tbody><tr> <td colspan="2"> <h2 style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin:0; font-size:14px; color:#1a6fa8; padding-bottom:18px; text-transform:uppercase">WHAT ELSE IS NEW?</h2> </td> </tr> <tr> <td valign="top" style="vertical-align: top;width: 52px;"> <table class="item-label item-label--1" border="0" cellpadding="0" cellspacing="0" width="52" height="52" style="width:52px;height:52px;"> <tbody><tr> <td valign="middle" align="center" height="52" style="background:#00aff4; text-align:center; vertical-align:middle; height:52px; width:52px; border-radius:6px; overflow:hidden" width="52"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#fff; font-size:11px">INFRA</span> </td> </tr> </tbody></table> </td> <td valign="top" style="padding-left: 16px;"> <div style="padding-bottom: 4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">AI Infrastructure</span> </div> <div><a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVsXg0WNl20W335sG14B7N4LW2SWDgt5RLv_wN15bQXx3qgz0W7Y8-PT6lZ3n_W59zmhJ2S4JLfW8f6cbp7hK5pjW1wPhSM3Nx0qXW5vp87c8VxHt0V1HFFw8f9pGyW73SkZ41QQtn7W1MbWjh3CtrrwW3X4wvK5T34tfW4G_Q361tPmRDVrz4pF88-FYqW1cztJ_1LDNScN4bDbDzL7fVTW1Cyq3V7wcqvrW2hgJyB1Q12G2VzjkBR5cNvC-W91kK2k8Ck7R3W61_3Wh54rnNRW49YwWD1cQtbzW45Lncw4HNw27W8g81Cr5Y9_gVW16mWxC1HbHhmW78PGZY56sYpFW5GKCg75rPVbKN3cvF_PZwj1gW5yCbtb1NJZdTVgKcrt1kDhrZf14P69Y04" data-hs-link-id="0" data-hs-link-id-v2="R3vJ/C8B" target="_blank">Google just bet its inference future on a chip built for one model</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#48607a; font-size:11px">by</span> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#1a6fa8; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVsXg0WNl20W335sG14B7N4LW2SWDgt5RLv_wN15bQXx3qgz0W7Y8-PT6lZ3nWW3Th-Yz1V6YX1W1gk-GF7GX-g2W8sbBtN8Q8wjNW5C9lgg4qT4K-W34RM3C7jLH5ZW2Z7tWV7x_wtlW5rg8N495-b8WVDFjDM2y-pFRW9fpMBf94bc8RV2C86P47xC2NW2XQdvM1pNTdnN1f-chyS--2HW55_VJH5Xj-DtW11xZbJ6xnZp8W9f_5sH99gJnXW2nhnmy798c8LN4C7hqM-nX3MW1Bmj5g2JsKPdW2cdW-85PMxk0W8t8GTs8g9xDLW1GlJ2h7sP_2HW6NQKql6B0s6zN25WGRZShqxwW3q8qNt1gNF5CMrCRGRmDTpVW1mYn4c1W1GHBf8LhWRC04" data-hs-link-id="0" data-hs-link-id-v2="Tvw/EZk7" target="_blank"> Amanda Caswell </a> </div> </td> </tr> <tr> <td colspan="2" style="padding: 16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align: top;width: 52px;"> <table class="item-label item-label--2" border="0" cellpadding="0" cellspacing="0" width="52" height="52" style="width:52px;height:52px;"> <tbody><tr> <td valign="middle" align="center" height="52" style="background:#3a8fdc; text-align:center; vertical-align:middle; height:52px; width:52px; border-radius:6px; overflow:hidden" width="52"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#fff; font-size:11px">TAKES</span> </td> </tr> </tbody></table> </td> <td valign="top" style="padding-left: 16px;"> <div style="padding-bottom: 4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">AI Agents</span> </div> <div><a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVsXg0WNl20W335sG14B7N4LW2SWDgt5RLv_wN15bQXR3qgz0W8wLKSR6lZ3l6W6nM4v83LhwvqW4_3vxX8HhG6PW7RxTck7yDySZW2X_7rx97M9jWW7pmmDy3K89grW1xgYPQ3gQS7RW4BnXVS88kmwXW6y9Tpr7G6Z0vW2j8XFk5NXpPZW6V_Yy35yW31zW49QsV28NWnLsN8N5qs7wBkGHV3lTm-3H-dVPW1ZK5Ky3p5BxzW4l_YNx3dJ1z4W55Jsbn4QSLP_W20wSmn8k4rrBW78hHpN5D0sXSW1TZrPc6FZGF8VPzl7s2dnh0pW1Q1X7V8TPzTBVYxdvs5mBKRrW3KTF1L6ZKRcqW4xxQQv8sl0l5W4JFljD7Z0G7HW1mZjWk8ZrC7nW3h3BWG7XRVgSW2zP1CF7PDZf2f5T5czM04" data-hs-link-id="1" data-hs-link-id-v2="NAL5fptP" target="_blank">Amazon, Microsoft, and Google are converging on the same enterprise agent architecture</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#48607a; font-size:11px">by</span> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#1a6fa8; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVsXg0WNl20W335sG14B7N4LW2SWDgt5RLv_wN15bQXd3qgz0W7lCdLW6lZ3kXW7Sq0rm27-8HhW61DQpL7wSC3mW1NTNtY3jJL8FW8kR_Ty3m4PdcW5bc0bg6ZVNYjW27VCkZ4bYckPW8_BHvY1WGBMrN5KyKPqZbBr9W6glgXV64T7nJN2j6v21j9X34W7Gjp3J1wtP_ZW8-Dn5J89fNsmW8crTjb7B6GkwW6yqw4N7bqq51V4SwmD6DstDBW2F698x2BSZ3GW3FH8wk5pR4ffW1w_-kk17_gM_VFS38f35ZXrSW8m2qk91W5pxHW6kd1zc8BHv_8Vnp_CP88Nk6_W5pbQYX75fVfMN4FVFWbrxdzpf2WQj4C04" data-hs-link-id="0" data-hs-link-id-v2="6GPz8nv9" target="_blank"> Janakiram MSV </a> </div> </td> </tr> <tr> <td colspan="2" style="padding: 16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align: top;width: 52px;"> <table class="item-label item-label--3" border="0" cellpadding="0" cellspacing="0" width="52" height="52" style="width:52px;height:52px;"> <tbody><tr> <td valign="middle" align="center" height="52" style="background:#9850c0; text-align:center; vertical-align:middle; height:52px; width:52px; border-radius:6px; overflow:hidden" width="52"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#fff; font-size:11px">CHAOS</span> </td> </tr> </tbody></table> </td> <td valign="top" style="padding-left: 16px;"> <div style="padding-bottom: 4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">AI Infrastructure</span> </div> <div><a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVsXg0WNl20W335sG14B7N4LW2SWDgt5RLv_wN15bQXR3qgz0W8wLKSR6lZ3lNW8VDX486NKsctW6nhwvM4cm_3kW4dm9w11M4PkjVq23_v8fCCq3W1pbZb71jrHpJW189cJp1LmMtHN24JCl0VHHHdVZQQqX3Xj5MvW4kTzSW23trHLW3FvG3s3c4NhhW5qHh277s-v1yW8SwcV17VJ-q9W6nKdnR3_7JYZW4n37r_7xMLYVW25g3gV6LzxqzW9kTk7r1sS6PZW8WKX6T4K4Qj9W5K7tqf4tCnRFW4d9xRt87qZPbW76fhfZ1jnYVFW9g-JMd428NhCW7QDggZ6f-5jhW8gHTWl7r6LD3W5TYrNf12n85cW6MNGc-4xpFXVW4fdyk69cLFjTW4l7zLN7VbzXdW8wf21_2Tc9gLf4ThKzd04" data-hs-link-id="1" data-hs-link-id-v2="KxPw0AkV" target="_blank">Anthropic employees worked "literally around the clock" to keep Fable 5 from disappearing</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#48607a; font-size:11px">by</span> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#1a6fa8; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVsXg0WNl20W335sG14B7N4LW2SWDgt5RLv_wN15bQXx3qgz0W7Y8-PT6lZ3mdW59J57n8vzDN_W7xp7wK7BlRR1W8nDmm-8mTDKbW9hZH_d4_Qlp3W3S3sJ53lSTfSVP2DK24q4cNhW5_wmHH1lR8vVW2mgHxC47qBPmW4BmJRj6bq-jcW3g68FH5754BWW7Qc0T57S9QFcW7g84vX5rDYLsVPR6ks2dpnszW2wGJ2Z2K3tnxW1K9JM87rTRV-W8r9mpg2K8kMLW1PHNGD1JQSRlW1bT3Jj6zskcxW2s19JC1V78BjN41_br1v0gLzN8CQwW5BnCctW3pDyBF73FLCVN4Lr4Q-rsgsjN56qNSGDjxCFW7tn2dQ5Dc1T1W79fzCV8HWVsVdhQjHW04" data-hs-link-id="1" data-hs-link-id-v2="95gbxGH5" target="_blank"> Amanda Caswell </a> </div> </td> </tr> <tr> <td colspan="2" style="padding: 16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align: top;width: 52px;"> <table class="item-label item-label--4" border="0" cellpadding="0" cellspacing="0" width="52" height="52" style="width:52px;height:52px;"> <tbody><tr> <td valign="middle" align="center" height="52" style="background:#c43aaa; text-align:center; vertical-align:middle; height:52px; width:52px; border-radius:6px; overflow:hidden" width="52"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#fff; font-size:11px">TAKES</span> </td> </tr> </tbody></table> </td> <td valign="top" style="padding-left: 16px;"> <div style="padding-bottom: 4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">AI Models</span> </div> <div><a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVsXg0WNl20W335sG14B7N4LW2SWDgt5RLv_wN15bQXx3qgz0W7Y8-PT6lZ3mnW2sr01S4hFYLGN4qpcSjkXt2dW3dG0fS6Nk_xJW3ct8-x3zTYY2W3N5DDb8Lk8ngN5vQrdjjklSwN7B_g54spvMjW8DHpmy7cF693W1zg7lJ1nwx4XW5bp-qX8jTFBRW3r0k_J1-ZYY7N8tDb8l8Z230W8TJjQv5DtlmtW7f6jVP9kHdXvW3dvmQ880YJlkW6SmtFn1ygjx8W2kyyzS7qdKjHW6vLVl-6h3kxwW1ryTxP2WGKHNW1VhVCJ81XTNLW24kFt54_H_XvW6ggf8n4fddVYW2PQDWL6g3mS8N8bq-wmtXww1W5SFw5k5lzpD-W7jzvsc6xQ05_f6P6twv04" data-hs-link-id="0" data-hs-link-id-v2="fDvsg8za" target="_blank">Grok 4.5 vs. Claude Opus 4.8: Costs and what works, not the spec sheet</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#48607a; font-size:11px">by</span> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#1a6fa8; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVsXg0WNl20W335sG14B7N4LW2SWDgt5RLv_wN15bQXx3qgz0W7Y8-PT6lZ3lyVZ7T4H1-NSNVW8Vkkf48q5lbvW48ByXh1k5kzrW5MYTKd7QKVtNW44B3V-2wRdl6W8tkCTq4-Z56yW4l82QZ3mFdj9N26R0Rsnm1SZVJJBz95Y5z2qW6RtHgF2VMq6qV8bX_X58-Cc5W3VwHfR8gxB3yW3d2Z25237r7cV_qrGR5WF6dVW6RMSv06M4YNvW1qrWNY4qVpW1W7_2yYn2lzl-4W2g1TSV7bKhPQW51JgMf6ZzfztW8Kx6nV1THfV2VRG_XV1PMl4vN5BpnlcdM_bFW6-YsCq1flcz_VxQf9P5GhYlzW3jNgj76WFDlgV4PxbR52vS3sf6S-Z0H04" data-hs-link-id="0" data-hs-link-id-v2="BE+tX4Xl" target="_blank"> Jessica Wachtel </a> </div> </td> </tr> <tr> <td colspan="2" style="padding: 16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align: top;width: 52px;"> <table class="item-label item-label--5" border="0" cellpadding="0" cellspacing="0" width="52" height="52" style="width:52px;height:52px;"> <tbody><tr> <td valign="middle" align="center" height="52" style="background:#ff3287; text-align:center; vertical-align:middle; height:52px; width:52px; border-radius:6px; overflow:hidden" width="52"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#fff; font-size:11px">SHIPS</span> </td> </tr> </tbody></table> </td> <td valign="top" style="padding-left: 16px;"> <div style="padding-bottom: 4px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:11px; color:#8b8b8b; text-decoration:none; text-transform:uppercase">Data</span> </div> <div><a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVsXg0WNl20W335sG14B7N4LW2SWDgt5RLv_wN15bQXx3qgz0W7Y8-PT6lZ3krW6GvfM1173wZvW1kSrJQ3zt8r1N96X8cndcRW1W4Lgjfg3yY858VGq6Pv6kbmFjW6PmLs367NsXvW3jRfWj7bR9j4W8lh0RT5nXC0SW8qvBvC6h7H5gVzbSBM55vcTzW6xjCdc3N3JngW6Bc_8W39xrkKW7MRdhh2FS90NW3k0PHz6Tq903W2KY56r7y8qQ2W6t6dCs4-5yXqW5bl_nb2DgGbJW5RRnS45j2CDlW2k3X-Y1gzqKcW3B7_KP3Ptrf6W4Z02T_3B4HW5W2S3H805p8Sk6W8mGqmW28syhSW8JfQPs8tVqm8W56SPj36Dg-1pW70H6j474FZlxf3FY2R004" data-hs-link-id="0" data-hs-link-id-v2="KwzneRKb" target="_blank">Spark 4.2 has a feature that could retire your vector database</a></div> <div style="padding-top:2px;"> <span class="font--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#48607a; font-size:11px">by</span> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#1a6fa8; font-size:12px" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVsXg0WNl20W335sG14B7N4LW2SWDgt5RLv_wN15bQXx3qgz0W7Y8-PT6lZ3pMW5wNWFv9dVBLSW3ShBkr5DxqLnW1fJpyp3sSLGGW96vyLX93LDfBW7K5Hj-1zsJXbW5yv5WH7sHc_NW1_VY5327KxnbW26Lfvs5YdtGVN3CBt5fvXDddW1kvcsn2X7lTrW8390gS4zGCCsW97-J1z2smmCbN7SXqfQSJnqSW20wpS43lg46kW6Zgb1j1YP3NWW1P48zl40zMwGW62Tz9K4p32zxW6kGKNp1MFGtLW8L7Nqn2d6MvBN8CVK5yJwW_-W7HMq9j5Vfv01W62Cvfv5Hm_0kW8fR3-32nCKKFW95297d45ZyG0W22sgV15pRt1yVRtTBq8f_WH1f21Msmg04" data-hs-link-id="2" data-hs-link-id-v2="8DYaPFb+" target="_blank"> Amanda Caswell </a> </div> </td> </tr> </tbody></table> </td> </tr> </tbody></table> <table class="sponsor content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; min-width:410px; max-width:580px; border-radius:10px; overflow:hidden; margin-bottom:15px" width="100%"> <tbody><tr> <td style="background: #fff;padding: 28px 28px;"> <div style="font-size:12px;margin-bottom:15px;"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#1a6fa8">FROM OUR PARTNER</span> <img src="https://cdn.thenewstack.io/media/2025/03/[email protected]" height="24" style="height:24px;width: auto;vertical-align: middle;margin-left: 5px;border: 0;"> </div> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVsXg0WNl20W335sG14B7N4LW2SWDgt5RLv_wN15bQXR3hCZYW8wLKSR6lZ3nLW2kXn9n3G_wqdW3y7wjK8m3DDpW89jvQz8qdGl_W2w4ZdN2VHjdBW8kXqB_3fYJl-VSh9dK6t9w1nW43S2f65mrP3-N8jyhqJ_6PshW26sx6X2nbKC4W1D7c2q2_zJ3YW3cTXnk6NMvQVW2bYm-19k1m6DW1l9qdP6fLHZfW6jrg6w1lgjPtN8W2Vs-QVclyW4z1G5x4FFCkZN7YDdZ8m5zv2W1P04NT3hMtKgVYhJHQ1195H8W23XDG86vqlRVW8pxMMJ2pttGkN4bZ5GKyyMTkW8YXHGB4ZGphzW97Fx5r6Sn9GZW1NCKZ52v6NBQW6fBj0l8MSrq5W1mkt6R8DCMtbW5lp8XZ2VlJTVf6zkmwP04" style="color:#1a6fa8; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; display:block; margin-bottom:16px; border-radius:4px; overflow:hidden" data-hs-link-id="0" data-hs-link-id-v2="dsc5MdcD" target="_blank"> <img class="sponsor-banner" src="https://cdn.thenewstack.io/media/2026/07/7d7b30d9-getty-images-sjt82addq-4-unsplash-scaled.jpg" width="100%" style="display:block;width:100%;height:auto;border:0;"> </a> <p style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin-bottom:8px; font-size:20px; font-weight:700; color:#142640; line-height:1.5"> Why most AI projects fail: It’s infrastructure and people </p> <div class="sponsor-desc" style="margin-bottom: 22px;line-height: 1.5;"> <p style="font-size:15px; color:#48607a; margin-bottom:8px; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif">Developers are building AI apps at a breakneck pace, but most organizations don’t have the infra or operations capacity to move them into production.</p> </div> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVsXg0WNl20W335sG14B7N4LW2SWDgt5RLv_wN15bQXR3hCZYW8wLKSR6lZ3n8W1zSDYl6ykG-TW22d_4D1mDmw9N21VC4QJJXtZW4sy5bx1YrSfRVyY7nf8bJFLGW12bjvZ6DFHYLW16sx8P1FWlb0W5Bvw4L7zvSj-W3bXB9k8lfScdW8B2kY146lX66W5p-0Hv2tp_L4W2SMXXf1Sv2GHW5jVCVw46_jg8MFZvnKYD6Z1N3HNMq_rB9G_W51S6fK75_YnkVp_zGP9c3lhfV5KPJp6yc8XhW1GCTpf2GT0b6W8cMdTm8nrzzZW7W41jv93xl53N7Q2sXXf8FNKW2fz33X1yhQcKW6pf7n38sQRP2W20fJf244GJnkW1Hz9sf9f-4TRW8H5prD1Lq4h0W3n_L6Y1TMVktf3vK1t604" class="btn" style="font-family:'Lato', Tahoma, Helvetica, sans-serif !important; letter-spacing:0.5px; display:inline-block; padding:9px 22px; text-align:center; font-size:13px; font-weight:700; border-radius:6px; text-decoration:none; background:#c4006a; color:#ffffff" align="center" data-hs-link-id="1" data-hs-link-id-v2="Hq29FyNv" target="_blank">Read more</a> </td> </tr> </tbody></table> <style data-hse-inline-css="true" data-hse-element-inlined="true"> #flow-state .item-label--1 td { background: #00aff4; } #flow-state .item-label--2 td { background: #3a8fdc; } #flow-state .item-label--3 td { background: #9850c0; } #flow-state .item-label--4 td { background: #c43aaa; } #flow-state .item-label--5 td { background: #ff3287; } </style> <table id="flow-state" class="content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; min-width:410px; max-width:580px; border-radius:10px; overflow:hidden; margin-bottom:15px" width="100%"> <tbody><tr> <td style="background:#fff;padding: 28px 28px;"> <table class="flow-state__inner" border="0" cellpadding="0" cellspacing="0" width="100%"> <tbody><tr> <td colspan="2"> <h2 style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin:0; font-size:14px; color:#1a6fa8; padding-bottom:18px">FLOW STATE</h2> </td> </tr> <tr> <td valign="top" style="vertical-align:top;width:52px;"> <table class="item-label item-label--1" border="0" cellpadding="0" cellspacing="0" width="52" height="52" style="width:52px;height:52px;"> <tbody><tr> <td valign="middle" align="center" height="52" style="background:#00aff4; text-align:center; vertical-align:middle; height:52px; width:52px; border-radius:6px; overflow:hidden" width="52"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#fff; font-size:11px">EBOOK</span> </td> </tr> </tbody></table> </td> <td valign="top" style="padding-left:16px;"> <div> <a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVsXg0WNl20W335sG14B7N4LW2SWDgt5RLv_wN15bQY63hCZYW95jsWP6lZ3p2W39kcsx4pJDb7N3-tL9fpX37gW1K392H2ncYT_N93vkpJ9Dtm6VB3t7l2B-3bPW84P76K6mR756W4gL6tp2HB0NwN7HL6fpNQCkZW8-q63m8WfnmCN879pp5SzGBxW4M6gr73fwRMHVqPqyH8lzmBWW75l3xl7GVrFdW8_0zMt3kDg0tV5H97M50PLYDW3NyVqL6t82VsW3TqRly5Qhd-vMKP5VqPRty_W1BL_bP50q5yTW6x-2mf8nCBSxW1kmPNB8cChq8W5KF9MJ8Thj-0W59vnsY5nBctDW7QffrB24m6ygW6532pX8G51HkW8hnhKy5gB4zKW6r6-bh2xmSjMN8_Z43yD0dG7W3WZYpG8VD1-CW6Q9-8J318vd3f48hWNY04" data-hs-link-id="0" data-hs-link-id-v2="Xe990u8H" target="_blank"> The developer's guide to connecting CRM data, AI, and app experience at scale </a> </div> <div style="padding: 8px 0;"> <p style="color:#48607a; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin-top:0; margin-bottom:0; font-size:14px"> More than 40% of agentic AI projects are expected to be canceled by 2027, and most trace back to the same root cause: agents operating without the full context they need to act reliably. This brand-new eBook breaks down why the data foundation, not the model, decides most AI outcomes. Your free copy is still waiting — grab it today! </p> </div> <div> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#1a6fa8; font-size:14px; text-decoration:underline" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVsXg0WNl20W335sG14B7N4LW2SWDgt5RLv_wN15bQY63hCZYW95jsWP6lZ3mzW7jsb5d7PHMYQW1t9j5r6hJqpXW1rb67G6hJFMNW6fSNt42Wr6ygW52NL845tWHFJW63w_Tg3qdrlSW4KTR8x2GgQdSW6dRVNR6KW0HDW5bBgWw5sllR8W5Y1cKW54thlyW8vRCf72XvjGQW3sJcVQ7Yhk2hN3djSbFj7kfyW5n2Tg91pwwbMW174kfv81zz_9N12Xll6C6J1lW97kwb_8H6wsPW2pj7QS706ZbkW3qMRrY40kDkPW2sK_Tj2WLZWDW3Svp8j1mzL5sW3sYzJH1BcjrBW69_wC52RYDvPW47FTmR3fjMxKVFgZfW8SwJKvW52XsBk182Jg7W50Rt6X7dBQSRW87frdm5jsVMhVYtxhl3dP9bXW3kK5Kg38rzkBf43VJXz04" data-hs-link-id="1" data-hs-link-id-v2="VLKt55vO" target="_blank"> Claim your free copy </a> </div> </td> </tr> <tr> <td colspan="2" style="padding: 16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align:top;width:52px;"> <table class="item-label item-label--2" border="0" cellpadding="0" cellspacing="0" width="52" height="52" style="width:52px;height:52px;"> <tbody><tr> <td valign="middle" align="center" height="52" style="background:#3a8fdc; text-align:center; vertical-align:middle; height:52px; width:52px; border-radius:6px; overflow:hidden" width="52"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#fff; font-size:11px">WEBINAR</span> </td> </tr> </tbody></table> </td> <td valign="top" style="padding-left:16px;"> <div> <a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVsXg0WNl20W335sG14B7N4LW2SWDgt5RLv_wN15bQXR3hCZYW8wLKSR6lZ3l8N3vgLpxhKCNXW4DcMr_8Hynt8W7n0xpG8mXsfgW13sYW93-yx12W7HrKQ-4B7Lh3N2xL9nRmK14HW8FRxVk4NgDhXW56hdrC2p_HwSW8Yq4jw2GH5rFW6WSSbv89Wyr-N13N0jPc5hwZW1byGZv5DC64tW90VtQY3m4jmSW5BdMtw81kD6yW613SKX2HNmkpW81Lrs32N4N6xW69jlP38l1XtfW5c067T5v3MWXW3NK3bW86mxyQW4GWVBk1ZDzp8W4gxS4R1sLZMKW8xK7dC1p7sChW97mR373vzCSDVVqlRK3HDMycW68rH6j2fRQbDN232rbTLw4yKVVgwlM2QZNxWW3JLpl76bgvd0f2k7g-s04" data-hs-link-id="1" data-hs-link-id-v2="QULLBPFv" target="_blank"> Log everything, alert smarter: A SecOps framework for AI-driven detection </a> </div> <div style="padding: 8px 0;"> <p style="color:#48607a; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin-top:0; margin-bottom:0; font-size:14px"> SecOps teams are stuck in an alert-fatigue loop: more rules generate more alerts, more alerts overwhelm analysts, and overwhelmed analysts miss what actually matters. Join us live on July 23rd for a practical framework to fix your signal-to-noise problem. </p> </div> <div> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#1a6fa8; font-size:14px; text-decoration:underline" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVsXg0WNl20W335sG14B7N4LW2SWDgt5RLv_wN15bQXR3hCZYW8wLKSR6lZ3m_VXVv6Z7sg3C_W1xLQzn1H3FPtW3FrmbM6qgtRvW8SsNtS5wfxGMW71cvBS1Hz8ZmW5pqlPd6ZN2JrW3YKvF-45cSChW1HDDHH6w9CKgVYRJch98p20pW1T4c6Q8R-K_zVNksQf2HDCsxML0YT_lrTmCW7-GjMG1nKT_GW3Jw3tv2gcZnFW2StY8N1tkZb0W8hhy3Q7kcMFqW6xtMFl6pbT9DW3pFsj528tzfCW6s5tFk5-2BRdW11HFjS6LdXP3W8Mh42v1fvVGbW63TDNT2c4f8TW6MLMmS5VfbXrW1qKhT95MyQlKW5cqw9w41v5HBW2NN_BR8Chz05W5lDmN33BGzH-W6MKBR_6C_Ddlf89dRb404" data-hs-link-id="2" data-hs-link-id-v2="3w/QXwut" target="_blank"> Register to join </a> </div> </td> </tr> <tr> <td colspan="2" style="padding: 16px 0;"> <div style="border-top:1px solid #e8e8e8;margin:0;"></div> </td> </tr> <tr> <td valign="top" style="vertical-align:top;width:52px;"> <table class="item-label item-label--3" border="0" cellpadding="0" cellspacing="0" width="52" height="52" style="width:52px;height:52px;"> <tbody><tr> <td valign="middle" align="center" height="52" style="background:#9850c0; text-align:center; vertical-align:middle; height:52px; width:52px; border-radius:6px; overflow:hidden" width="52"> <span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#fff; font-size:11px">GUIDE</span> </td> </tr> </tbody></table> </td> <td valign="top" style="padding-left:16px;"> <div> <a class="font--default item-title" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:18px; font-weight:700; color:#142640; text-decoration:none" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVsXg0WNl20W335sG14B7N4LW2SWDgt5RLv_wN15bQXd3hCZYW7lCdLW6lZ3mRW3qkPLf8f76-xN1xl6pP2RxdrW6PWl9T7R3_CdW6zsrry7YsBMvW4yYtWy5Khr1tW1j3-qZ7pZh70W3pFGH36p9l8rW8g2MgG5Y2yklW31Wjtf1L-9NNW8V9LX56YmVFNW6-L7GY13Zn3HW52k1dN4rnGp6W7y17ht2q1vNWW5lJLVm68Y5GrW16KbGm1wzvQQW2JP5kf6rphSYW4Szk6s36vbfzW7xT1p86Xbmn4W7BHPVs1GH0YXN3X2s4BV_hRMW1cmQM377XfSWW793jf34S4sl2W8rm_hZ19w2-vV8XfBx4sC-PHf8mZmYj04" data-hs-link-id="0" data-hs-link-id-v2="do4JHrQl" target="_blank"> Go beyond the surface with Towards Data Science Deep Dives </a> </div> <div style="padding: 8px 0;"> <p style="color:#48607a; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; margin-top:0; margin-bottom:0; font-size:14px"> Tired of surface-level tutorials? Towards Data Science features a dedicated Deep Dives hub designed for engineers and architects who need the rigorous truth. From production-grade RAG validation and cloud AI agents to the math behind data drift, these expert-authored guides don't skip the hard parts. </p> </div> <div> <a class="link--default" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#1a6fa8; font-size:14px; text-decoration:underline" href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVsXg0WNl20W335sG14B7N4LW2SWDgt5RLv_wN15bQXd3hCZYW7lCdLW6lZ3nZW6ssbHQ18x1LRW2gmS4v6jB8C2W1sYhKg2FyyrCW6gnXnj8XYNq2W602G9v45q4qgW9kK87p6RhV7ZW4HxXWQ30cSnFW2QlQ4k3Txbs9W62cqWL51k7NqW8JXbps7FmydxW43s9NQ2ytVDsW208PGR4mKtsxW6DHpVn8S7cwCW5XbDJV1sW772VlXQRD7v7_B6W61GLSB6j1_pMW7nKWng75FbZ-W4hHjTg45d6VxW9gBxYN6T1TC8VnrxR03lGDrFW1k97z53kgVwWW3h3JJn1NFzGjW1jkPYC4p-ym2W1dchFN2mDDB9f21ccP004" data-hs-link-id="1" data-hs-link-id-v2="8hR94hDu" target="_blank"> Explore TDS Deep Dives </a> </div> </td> </tr> </tbody></table> </td> </tr> </tbody></table> <table id="rating" class="content-block" border="0" cellpadding="0" cellspacing="0" style="width:100%; min-width:410px; max-width:580px; border-radius:10px; overflow:hidden; margin-bottom:15px" width="100%"> <tbody><tr> <td style="background: #fff; padding: 28px 0; text-align: center;"> <p style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#142640; font-size:18px; margin-bottom:16px; margin-top:0">How did we do today?</p> <div> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVsXg0WNl20W335sG14B7N4LW2SWDgt5RLv_wN15bQW25nR3bW50kH_H6lZ3kGW52dghB4gVwmXW3yd96-52JpQyW2pln_c6z9QsqW8lCRyY8PZ2x2W4V_v455vLXdFW16SQy580Z_0FW7m8rDR9hLl5RW54kWZg8sHj7zW40lS2t2rDYC5W1sGXn_2K_7n4W5QClhC2RcB-pW8ZJLds515bQVW92mw2D8rrzVPW7qpySC1bxxbYW1R6Tl56_Qg3zW5lP93p1ndgYJW83G_1K2fPjtYW3yqWf-6J0r58W7pxft88bPr8FW8rsK_M17zlmKW1rMsm36YZ4GfW6FKGrN78VHxgN3N9VpVyylQ4N4Jd5WTLGMNvN1MMKL2B1-9jW8btwQn1BFqDvW8dKnVn87bD4DW36-Xd_7n4wslW6C62Yk5kf1XvM9ldFYgcxKjW82rd-D6gR_wNW2CRzNx5vQRBwf8CvyFj04" target="_blank" style="color:#1a6fa8; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; 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Plus: Claude Fable 5 vs. Kimi K3
View In Browser (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVsXg0WNl20W335sG14B7N4LW2SWDgt5RLv_wN15bQWF5m_5PW69t95C6lZ3l5W6TsMnG5lsrTMW4S2c-n3qztcbW7yF7hL58hdJPN7lK8JjvrrdTN2Y_kx0Tk_hSW27SLRR7_6fH6W11fZ6h23wBM4N3n_xj3vXrmFW4nPMMb41m0hYW3ySP9-7tN95-W8SY1XT7h91-lW1WWbn_5DkRZfW2xJ7RT2sNkrJW3HMJHg1ydT9FW135Lmc8PjV3YW75Vd-g6gJqmXW3xPWhw4C57lBW4wtS274PpXlXW6sv9jd4pBl3LW1PpfdJ9dPCPcW7ltP0n4WyvRhW30VVcG9bJZ9MW5yPm0L4h0SNXW3nYcKM94P9XHW4C3zw12qtm8vMWszhpF5RslW2mpGFX6m7yGqW8DcZxv2FSJkFW2chQsX8tt5w0W6GbmZX63z4-4W8rwbgk8PRdYZW43f8mR1CHLlFW5DrdmX55CVVyW3P1qyR1K_9LYN7r-XtmRJl6hW68s_l98LKcBJd5kmvW04 )
The New Stack Logo (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVsXg0WNl20W335sG14B7N4LW2SWDgt5RLv_wN15bQWY3prCCW6N1vHY6lZ3pkN3Mc6cgkKDGZW6MQbW67G0dqvW1vb7652zhbWvW11MCdb5HQJk1W9hKy6w4kjflwW7BQLkJ35xMNjW1kzgRN1Kh_3gW4zMgZ-55GvtqW2ZkMTp1-GsGpW4vHdq55v6wzdW5w8xJm8vmg-YW62nKGg1sqgKWW938WSQ3pJ92zW91t76M1GsP_3W8szRK32Z224NW4_DWqr9j6fBnW7Nmw-21_sMK1W44CMcB6By42PN8FSfCtVJW3LW73nRKw8C0cr0N7zRzTLkVCt_W2-f4rJ6MnGblf4F9_J604 )
July 21, 2026
Amazon, Microsoft, and Google are building the same thing
Amazon, Microsoft and Google are racing to build the operating layer for enterprise AI agents, writes TNS contributor Janakiram MSV. Despite different branding, their platforms are converging on the same core capabilities: managed runtimes, memory, identity, tools and observability.
This convergence promises convenience, while also creating a familiar risk: When an agent’s deployment, credentials, state and telemetry are embedded in one cloud, moving it elsewhere can require far more work than merely rewriting a few integrations.
Today’s lead story examines what agent platforms could learn from Cloud Foundry, why today’s open protocols solve only part of the portability problem, and what a truly cloud-agnostic contract for agents might look like.
Go deeper: Amazon, Microsoft, and Google are converging on the same enterprise agent architecture (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVsXg0WNl20W335sG14B7N4LW2SWDgt5RLv_wN15bQXx3prCCW7Y8-PT6lZ3m5W9lJq0c31vkm5W8N2dkm5MGRt3W3TQW4V1qX0NyW8dZT219b39h9N6QZYs9fzH01W7Y2LKd2ML5CnW5GyB7P6k9v5jN98SSVbSRmJmW8t5Xnt2xdW3DW6ZBCsY7j1c7VW70FJlj7XyjHkW2X5t8F7N6NHKW498x5_7D70TnW5hL1jz4-vjWlW1hm79s1DKR4WN7QT0x5lS8bMW5d2hhd3pg2DmW27GNb59h5Y-nW2ffG2g8-ySFcW94Tn5Q7G1WTpW8smC8F5BZ7D6W2HTWVF7DZcVdW6L38N_2XGnflW7nKqqb53p5c7W4_jFvF1PTPN4W96rRQT4rZ_l5f8sX1Mn04 )
More fresh reads from TNS:
▹ Anthropic employees worked “literally around the clock” to keep Fable 5 from disappearing (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVsXg0WNl20W335sG14B7N4LW2SWDgt5RLv_wN15bQXx3prCCW7Y8-PT6lZ3m7W3xdMjS3c_MpYVG6spS47Gjw4VRTLgl7ST5x0W3vLf7V7bScxsV-vwc-5rk7tdW69dHlt2nr4F8W4l0_MX7ZLMN9W26rmKK3qz9wkW6XXK1G7cMvFyW5PZqGH5JPmB1VnKLtg513RMYW4TlYNh84hPppW6-FMwT5_xFb3W7VvqW99hVthgW1Zy-YJ6N-fHFW4v8r-91W2B0jW7dWdV86zV-DFW3JdycQ3m3ZHsW2Y_XHw8d884xW2zzyly8H0GGqVQ8hGj7Vr4wQW1wgzZV7dZyC7W6f9lzG6qSxssN7sFqZBg4NTwVsjHTh8CrMtJW2ZgGp650k7Gff5CMFgH04 )
▹ The bottleneck for AI agents isn’t the model anymore. It’s the context layer. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVsXg0WNl20W335sG14B7N4LW2SWDgt5RLv_wN15bQXx3prCCW7Y8-PT6lZ3ngW88H9r64RgdggW29bxML7SMH_nW3dSG4T1gczHpW1vThzC5bCBVwW51bvQY40mj_rW30Vhr13x1_DXW4KJ5LK5HdSBkW4DWCm27wYPSMW7vcz9c2sVwFGW4S2b4B65LGT4N1qm6rST0DNdW13bT3k6Yg1QcVnfgcZ48TcW_W7Lqhps3C7GQMW4GwYPb1R79LSVKcmD-9cvgZLW14gW6b1WSmKwW3q-qfh48-RTKN46kmCN7slX9W41nm_r88w84XW4XS77r7XHSdFW2Fqfq-71LxdVW51MH7M6bzdwbW84krN57SbvnwW8VLThd487rzTN1rnxSwk1fNKf252G5604 )
▹ Claude Fable 5 vs. Kimi K3: Same results, one-third the cost, 4x slower (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVsXg0WNl20W335sG14B7N4LW2SWDgt5RLv_wN15bQXx3prCCW7Y8-PT6lZ3njW3Hw8627yMMfcW4Q5kd-8XxJbpW3jnM6V1Gl-53W42QkMV1yhY5wW4yGX-J2ylLY5W2LT0sP89QZYgW8Xs0V13PvGXXW6Ghprx4vrqLYW8tqcFy7kpXpFW2TLNr27mKP1kW4fg8-j63sx98W4V0VSk3mm_cSVNzNqJ8CHNN8W6VksNv8JfDxYW6TK3z14ZXf2jW70T0G28YhQwNW7B9fXv67FdZgW1mN40J6_3jLzN19QpW4ty-S-MxXgBWqjyskW8KsBZ113nyVKW1vck_w7bl_LFVz-2Fx7KvmFvW7QNTNg33sjbJW7LY7ks7lqT58W561j537gnVYMf3vF8ZT04 )
💡 On July 23, Chas Clawson, VP of Security Strategy at Sumo Logic, will lead a live conversation and share a practical framework for SecOps teams working to get control of their signal-to-noise problem. Register to join this free conversation (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVsXg0WNl20W335sG14B7N4LW2SWDgt5RLv_wN15bQXx3gP0xW7Y8-PT6lZ3nXVsgjny3tLQmKW4Rmgvs5ymzTDW33t3rg45BHlPW2kZTnR66G46sW57yPcf6TZSwZN2qDJksl5WS-W2-jGMv71gwsdW5G01gy6LZ5lyW4NMQFz4v7JfLV6jJBK75b-rbW77xXBy6H21JcW7xY9K-8XQ5NyW1SZZrH8yLSwZW6jnw673rc6-3W4w16fM6X4rngW5xtGFB8DPKQdW1k4XLv408Zx5W69lllC3qMrxSV570MG7RtfkHW2DN-Mm4Q1_kbN7Bjj4G1dyh6W7Xsg0N4YMh0YW220N7T1-2DwPW5LK8lB48_8myW4hnt7L9fXtPSW6fMLhc1VHc16f8W3MgH04 ) .
by Nick Lucchesi (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVsXg0WNl20W335sG14B7N4LW2SWDgt5RLv_wN15bQXd3prCCW7lCdLW6lZ3m2W817SVG31w7JzW333yKf6m4BVwW158gTM7vs_kCW3V5RYS4bYZLsN4j8_mhv7lF7W5CMGZT2z5mHsN3gJyNN3tSrYW4gYjnb5223R6W2rG2Tp8N8D1tW6qgMxZ6x6yCvW2Y911t6-QJ68W7qdk899gmHZ9W2FgKwq7FNPg5W7vVsX25lY5ClW1t5g3r6GMTKHW8ZkBcM4dh-F0W1bQfl91XnzgyW3H_CMv6FS94ZVtq6yg8Nw98GW80zdN68rLS96W4lVy0G6wPwSxW1yVJRD1pQ50kW1GFGqt2Pcr-6N27mF_ZMLp0Qf4vDjMs04 )
Your agents are hallucinating. Join us live to fix that.
Logs, metrics, and traces work great until an AI agent starts hallucinating or overconsuming. Join us live on July 22 (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVsXg0WNl20W335sG14B7N4LW2SWDgt5RLv_wN15bQWF5fkwKW69t95C6lZ3ppW4jHNNy8JsXjSW7c4F9S8YxFMvW2kBtpH38DLh2W6fND5M4L938PN5tjRhgbgKYXW3wHy0d6xL_N3VbhCYv2wbg7KV4c36G5RK5pPW75fgR52cn-RgW67C0ng4HVcxXW8f9y2Y87PSbDW2wT97W7f8FvbW1hY3lK8Y7_b2W8CgnPs6msjjhW3v2M8v6w5GPCW8S30ZC7FWSTTW690fD16S0hHHW5J-8Pk7gX3KCVsxV1S3VgJG7W7QHRrC2tmzy-N2k7HcHFfWtmW7L8LnM21d2pDN39TsYMj-v7QW3cDvyL1k5x4RN29z5H8vQpvSVDwW6V4c0qcmW797Nmb5pw0zxW2MwXDx8cV3m4W64035-7JZ3rkW6M_2Bd8-FN9xW1ySLnH2z0sRsW4n-xfn3fbzXBV982p22rxVk2W5LBqCB142FRDW5KNLHp7gVvb_W87fYgv2LDs1xf2CdyZb04 ) as Dotan Horovits (CNCF Ambassador) and Rekha Thottan (AWS) walk through how to monitor traditional services and evaluate AI agent behavior in production, using a single open-source stack built on OpenSearch and OpenTelemetry.
Join us live (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVsXg0WNl20W335sG14B7N4LW2SWDgt5RLv_wN15bQWF5fkwKW69t95C6lZ3ppW4jHNNy8JsXjSW7c4F9S8YxFMvW2kBtpH38DLh2W6fND5M4L938PN5tjRhgbgKYXW3wHy0d6xL_N3VbhCYv2wbg7KV4c36G5RK5pPW75fgR52cn-RgW67C0ng4HVcxXW8f9y2Y87PSbDW2wT97W7f8FvbW1hY3lK8Y7_b2W8CgnPs6msjjhW3v2M8v6w5GPCW8S30ZC7FWSTTW690fD16S0hHHW5J-8Pk7gX3KCVsxV1S3VgJG7W7QHRrC2tmzy-N2k7HcHFfWtmW7L8LnM21d2pDN39TsYMj-v7QW3cDvyL1k5x4RN29z5H8vQpvSVDwW6V4c0qcmW797Nmb5pw0zxW2MwXDx8cV3m4W64035-7JZ3rkW6M_2Bd8-FN9xW1ySLnH2z0sRsW4n-xfn3fbzXBV982p22rxVk2W5LBqCB142FRDW5KNLHp7gVvb_W87fYgv2LDs1xf2CdyZb04 )
TOP OF THE STACK
Claude Fable 5 vs. Kimi K3: Same results, one-third the cost, 4x slower
by Nick Lucchesi (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVsXg0WNl20W335sG14B7N4LW2SWDgt5RLv_wN15bQXd3prCCW7lCdLW6lZ3m2W817SVG31w7JzW333yKf6m4BVwW158gTM7vs_kCW3V5RYS4bYZLsN4j8_mhv7lF7W5CMGZT2z5mHsN3gJyNN3tSrYW4gYjnb5223R6W2rG2Tp8N8D1tW6qgMxZ6x6yCvW2Y911t6-QJ68W7qdk899gmHZ9W2FgKwq7FNPg5W7vVsX25lY5ClW1t5g3r6GMTKHW8ZkBcM4dh-F0W1bQfl91XnzgyW3H_CMv6FS94ZVtq6yg8Nw98GW80zdN68rLS96W4lVy0G6wPwSxW1yVJRD1pQ50kW1GFGqt2Pcr-6N27mF_ZMLp0Qf4vDjMs04 )
Featured image for: Claude Fable 5 vs. Kimi K3: Same results, one-third the cost, 4x slower (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVsXg0WNl20W335sG14B7N4LW2SWDgt5RLv_wN15bQXx3prCCW7Y8-PT6lZ3njW3Hw8627yMMfcW4Q5kd-8XxJbpW3jnM6V1Gl-53W42QkMV1yhY5wW4yGX-J2ylLY5W2LT0sP89QZYgW8Xs0V13PvGXXW6Ghprx4vrqLYW8tqcFy7kpXpFW2TLNr27mKP1kW4fg8-j63sx98W4V0VSk3mm_cSVNzNqJ8CHNN8W6VksNv8JfDxYW6TK3z14ZXf2jW70T0G28YhQwNW7B9fXv67FdZgW1mN40J6_3jLzN19QpW4ty-S-MxXgBWqjyskW8KsBZ113nyVKW1vck_w7bl_LFVz-2Fx7KvmFvW7QNTNg33sjbJW7LY7ks7lqT58W561j537gnVYMf3vF8ZT04 )
Moonshot's open-weight Kimi K3 matched Anthropic's Fable 5 on three coding tasks for a third of the cost — but ran four times slower. Here's the data.
Moonshot AI released Kimi K3 in mid-July, selling it as a serious professional coding tool that competes head-on with Claude and GPT, at a lower price. It's a 2.8-trillion-parameter open-weight model, the largest ever out of China. The company says it rivals Anthropic's Opus...
Read more (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVsXg0WNl20W335sG14B7N4LW2SWDgt5RLv_wN15bQXx3prCCW7Y8-PT6lZ3njW3Hw8627yMMfcW4Q5kd-8XxJbpW3jnM6V1Gl-53W42QkMV1yhY5wW4yGX-J2ylLY5W2LT0sP89QZYgW8Xs0V13PvGXXW6Ghprx4vrqLYW8tqcFy7kpXpFW2TLNr27mKP1kW4fg8-j63sx98W4V0VSk3mm_cSVNzNqJ8CHNN8W6VksNv8JfDxYW6TK3z14ZXf2jW70T0G28YhQwNW7B9fXv67FdZgW1mN40J6_3jLzN19QpW4ty-S-MxXgBWqjyskW8KsBZ113nyVKW1vck_w7bl_LFVz-2Fx7KvmFvW7QNTNg33sjbJW7LY7ks7lqT58W561j537gnVYMf3vF8ZT04 )
WHAT ELSE IS NEW?
INFRA
AI Infrastructure
Google just bet its inference future on a chip built for one model (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVsXg0WNl20W335sG14B7N4LW2SWDgt5RLv_wN15bQXd3prCCW7lCdLW6lZ3lXW29ryhr1xBGJRW6bLtvb6RX1-FW13X5kp9lR9hVW8gkZNK5klJj6W3cwvnV69hF2mW1vSrf04T8MZgW4MwY582R6wRvW5QrRbk3Q-s4BN5XT2Q9b4zdKW4_dVkk3FbjftW8SFn8p6sGQ_GW2p3Sq26wL2X1W53tYT94Py_HqW4SRlPQ1r4_ZvW8By-dH1xyRHSW2CSBt74h_R2YW4LgHZx5wnR-VW1K8Nyw5g5KHsVcpJTy1d7HS8W8JNbyj5Qt6ZfW8M42Lj24ZKS0W6ZmWfk4y9xm-W1tq7Mh5twHsMVjrG7f6gJLNJf4Mgxqx04 )
by Amanda Caswell (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVsXg0WNl20W335sG14B7N4LW2SWDgt5RLv_wN15bQXd3prCCW7lCdLW6lZ3mVVQcMPq3yQvVlVKpZXy45bGCvW2QLl985hTLvvW3g76zb68sr9nW5f1-J82gztq4N5hJYlfs8npXW1-2bql5rcFw5W754sK08Cc_hMW4H3DT17gNt4XW2YX68L4WSvmVW15dJvb9kZqLCVTjLD68qTRSFVWB5_z21W7S3W6MCCt97yQTvqW4SpR5s6f2F45W2c_L4P1WyCnMW6PlGFL7p54NRW76pp7V85jztjW6JB8cs4kMHwgW7_mRRv4BDgnBW4FkVX78t-crWW1s4Yf339zlT2W5WcJ8T5dygBZN5Q-N-fqbfN1f8vVwGb04 )
TAKES
AI Agents
Amazon, Microsoft, and Google are converging on the same enterprise agent architecture (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVsXg0WNl20W335sG14B7N4LW2SWDgt5RLv_wN15bQXx3prCCW7Y8-PT6lZ3m5W9lJq0c31vkm5W8N2dkm5MGRt3W3TQW4V1qX0NyW8dZT219b39h9N6QZYs9fzH01W7Y2LKd2ML5CnW5GyB7P6k9v5jN98SSVbSRmJmW8t5Xnt2xdW3DW6ZBCsY7j1c7VW70FJlj7XyjHkW2X5t8F7N6NHKW498x5_7D70TnW5hL1jz4-vjWlW1hm79s1DKR4WN7QT0x5lS8bMW5d2hhd3pg2DmW27GNb59h5Y-nW2ffG2g8-ySFcW94Tn5Q7G1WTpW8smC8F5BZ7D6W2HTWVF7DZcVdW6L38N_2XGnflW7nKqqb53p5c7W4_jFvF1PTPN4W96rRQT4rZ_l5f8sX1Mn04 )
by Janakiram MSV (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVsXg0WNl20W335sG14B7N4LW2SWDgt5RLv_wN15bQXd3prCCW7lCdLW6lZ3pkW5DxX6S8wW8W1W6H8N1d3C6w2CW1j2Qyn97J4t9W9jSnqL2wb2FnVSRW8f2253YmW10jvLJ9jb4X6W7PVf2B4Yh4D4W4zhk_M9dSM_TW3HSYJV5CTzgZW7FTGYx8L69PsW31ZBt6381-hxW5JV-3J48d_MbW7ChFGp6XhvYhW4tK-k43P686TVFHjHY55DGSMW5lwh5x5GGPydW7gx6Q-7JBrs9W3PYx6z919WC7VpxVFM39YKtGW5v_JJw1KB-jXW5fDtRB73hMNPW3sP0RW542k0SW6DcHxz5dQcHDW85bScZ7mF3QrdTBWcK04 )
CHAOS
AI Infrastructure
Anthropic employees worked "literally around the clock" to keep Fable 5 from disappearing (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVsXg0WNl20W335sG14B7N4LW2SWDgt5RLv_wN15bQXx3prCCW7Y8-PT6lZ3m7W3xdMjS3c_MpYVG6spS47Gjw4VRTLgl7ST5x0W3vLf7V7bScxsV-vwc-5rk7tdW69dHlt2nr4F8W4l0_MX7ZLMN9W26rmKK3qz9wkW6XXK1G7cMvFyW5PZqGH5JPmB1VnKLtg513RMYW4TlYNh84hPppW6-FMwT5_xFb3W7VvqW99hVthgW1Zy-YJ6N-fHFW4v8r-91W2B0jW7dWdV86zV-DFW3JdycQ3m3ZHsW2Y_XHw8d884xW2zzyly8H0GGqVQ8hGj7Vr4wQW1wgzZV7dZyC7W6f9lzG6qSxssN7sFqZBg4NTwVsjHTh8CrMtJW2ZgGp650k7Gff5CMFgH04 )
by Amanda Caswell (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVsXg0WNl20W335sG14B7N4LW2SWDgt5RLv_wN15bQXd3prCCW7lCdLW6lZ3mVVQcMPq3yQvVlVKpZXy45bGCvW2QLl985hTLvvW3g76zb68sr9nW5f1-J82gztq4N5hJYlfs8npXW1-2bql5rcFw5W754sK08Cc_hMW4H3DT17gNt4XW2YX68L4WSvmVW15dJvb9kZqLCVTjLD68qTRSFVWB5_z21W7S3W6MCCt97yQTvqW4SpR5s6f2F45W2c_L4P1WyCnMW6PlGFL7p54NRW76pp7V85jztjW6JB8cs4kMHwgW7_mRRv4BDgnBW4FkVX78t-crWW1s4Yf339zlT2W5WcJ8T5dygBZN5Q-N-fqbfN1f8vVwGb04 )
TAKES
AI Models
Grok 4.5 vs. Claude Opus 4.8: Costs and what works, not the spec sheet (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVsXg0WNl20W335sG14B7N4LW2SWDgt5RLv_wN15bQXd3prCCW7lCdLW6lZ3lgM4N4-F40RN4VvbRWP8TSj9SW1ZcLMR7DlgcbVtc_NR3WKk_vW7pgRFc5TFCnMW1HhGW98B8x50W731qfd6Y5glDW6mBzSq109tXdN68kmhHdF_RSW9kf78M2GxX4_W4dVNqp1_lkYqW1xJ3r-6vkZGRW4gpR8K7jTKH7N49qKhsF97LzVY2MZy41LcxxW5X_M5K3Z465FW3x5vGD8Cp2WyW39pDT55DttbNW1phSnW7w1FsSVcxXhL5Kq-gXW1vNbw_1WSj8GW2Vlnv935J-hCW55lCTs4lBCWTW5pFs3Y9jksNkf22rBJg04 )
by Jessica Wachtel (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVsXg0WNl20W335sG14B7N4LW2SWDgt5RLv_wN15bQXd3prCCW7lCdLW6lZ3nfW4nyt-Y7R7tJQW6JlsXL8YFXb-W6vPzZX2KQcf-W2KMX8H3rz-k8W771W428Fmx30W38zM5l1rptFkVv9BqP2cN_QCW4JQLD93HQGwMW6F9RKx8YcFkNVNG62c2bYp1dVcGt1x3zv9TYVG0KDW4zMT3dW1Xv8hc1Cjvq0W2yrBRt6h-0bcW8b7Gqs96dtKvW9jmZVZ7yNQDYW3h--CX7jSrbSVkZGnf7-s4x7W3KdP5z496qTlW7S3sv85MLSTKN1GL2nrW3f5HW5sYhMZ1GKpbYW5Z_lxT6JQvBvW5qmX3k5mPPn8f2Bx2Jv04 )
SHIPS
Data
Spark 4.2 has a feature that could retire your vector database (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVsXg0WNl20W335sG14B7N4LW2SWDgt5RLv_wN15bQXd3prCCW7lCdLW6lZ3pgN1Fj1mfFbpSDW5rRd6N1zdHkcW48Lmyv2_kkJzW4wzkB73lkh-yN7F0BfZKVkfKVqW2-Q4nG3P3V6_NB719Z-2GVmhWnZ7hs5QlW19fKxX2tn2BFW6VtKd-4JfHLcW1tzmdD7RGmSbW59mFDD2WSGX6W3kwd6g16_8jhW4hhgB37YVh19W7yzK3V1q2M15W3KdRZq7X8NhmW3zHT165Jd5krW1ns9rX3H2C-BW8CrmhV4M0F0mN329VNwNlnj9W5kj5xY6Yq0r0VdNlbX1-wHG_W2VK3Kt4VvdtnW79MtWQ3QKKZWf5FxhzW04 )
by Amanda Caswell (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVsXg0WNl20W335sG14B7N4LW2SWDgt5RLv_wN15bQXd3prCCW7lCdLW6lZ3mVVQcMPq3yQvVlVKpZXy45bGCvW2QLl985hTLvvW3g76zb68sr9nW5f1-J82gztq4N5hJYlfs8npXW1-2bql5rcFw5W754sK08Cc_hMW4H3DT17gNt4XW2YX68L4WSvmVW15dJvb9kZqLCVTjLD68qTRSFVWB5_z21W7S3W6MCCt97yQTvqW4SpR5s6f2F45W2c_L4P1WyCnMW6PlGFL7p54NRW76pp7V85jztjW6JB8cs4kMHwgW7_mRRv4BDgnBW4FkVX78t-crWW1s4Yf339zlT2W5WcJ8T5dygBZN5Q-N-fqbfN1f8vVwGb04 )
FROM OUR PARTNER
Why most AI projects fail: It’s infrastructure and people
Developers are building AI apps at a breakneck pace, but most organizations don’t have the infra or operations capacity to move them into production.
Read more (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVsXg0WNl20W335sG14B7N4LW2SWDgt5RLv_wN15bQXx3gP0xW7Y8-PT6lZ3pNW4t8ggk7mS0nZW8pgTKx9hXs61W89k5697_zN79W3Vjl7g1MS7DyW1Ml4jY259nx9W3V7dbm287ZW8W78xRLV8X3pkmW6DycGJ9kC2H-N7KWTlkHSLJGN9kHRMfL878MN5F2d6wLxpWPW17RPFs2LkwhfW8nw0Fb1cfBYrW3hwYJP7F1FKzW88W7bt3qMWQFW1381mS16Kbm9W1twKvZ8kFddYW5W4zFn1GBkggW72j2-T83SNSkVWgLfP35PDVZW78SmkM85sHnDW4rfKNt8SpNX2W7rVZl61bDG-zW3gzKwN1rV8XbW517Ryt83xPvtW5fxdzc8dKVrWf19hmsR04 )
FLOW STATE
EBOOK
The developer's guide to connecting CRM data, AI, and app experience at scale (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVsXg0WNl20W335sG14B7N4LW2SWDgt5RLv_wN15bQY63gP0xW95jsWP6lZ3nqW8RF8l55Y5TXqW7X0K4_1ZR7jFMk2JzsVJj8rMnL_QlBgVYCVNMyTY5tdNh-W7lP8vK5mW8HtW43WNv_3mGy50W2qrfBL4YhS8fW1pMjZ750KmPcW9jKXq85BdfFpW6hdyRN8HVcSpW4gzczw8-91MdW7WDkwM1syTKLW7dHWgf6t8TZmW3Vt-pJ3Vv86kW4TkV9J45hx5KW21mg6T41fdP2W7v-zjc6qMPJfW7XD2Dq5lm-PZW7qjKvv6q_-sPVpmqml1CpTlQW2Ty9T33m1WM2W5w7Qpn4fNc_6W3pDc5b8m6ShmW5YNQyM2g6DD4W7p--357htqqvW2G7bRQ8WPbjGW3S470B5C3SVYW3l5-j64wfM7wW6rlJFm6Bq0RZf3b0cZY04 )
More than 40% of agentic AI projects are expected to be canceled by 2027, and most trace back to the same root cause: agents operating without the full context they need to act reliably. This brand-new eBook breaks down why the data foundation, not the model, decides most AI outcomes. Your free copy is still waiting — grab it today!
Claim your free copy (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVsXg0WNl20W335sG14B7N4LW2SWDgt5RLv_wN15bQY63gP0xW95jsWP6lZ3nqW8RF8l55Y5TXqW7X0K4_1ZR7jFMk2JzsVJj8rMnL_QlBgVYCVNMyTY5tdNh-W7lP8vK5mW8HtW43WNv_3mGy50W2qrfBL4YhS8fW1pMjZ750KmPcW9jKXq85BdfFpW6hdyRN8HVcSpW4gzczw8-91MdW7WDkwM1syTKLW7dHWgf6t8TZmW3Vt-pJ3Vv86kW4TkV9J45hx5KW21mg6T41fdP2W7v-zjc6qMPJfW7XD2Dq5lm-PZW7qjKvv6q_-sPVpmqml1CpTlQW2Ty9T33m1WM2W5w7Qpn4fNc_6W3pDc5b8m6ShmW5YNQyM2g6DD4W7p--357htqqvW2G7bRQ8WPbjGW3S470B5C3SVYW3l5-j64wfM7wW6rlJFm6Bq0RZf3b0cZY04 )
WEBINAR
Log everything, alert smarter: A SecOps framework for AI-driven detection (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVsXg0WNl20W335sG14B7N4LW2SWDgt5RLv_wN15bQXx3gP0xW7Y8-PT6lZ3nXVsgjny3tLQmKW4Rmgvs5ymzTDW33t3rg45BHlPW2kZTnR66G46sW57yPcf6TZSwZN2qDJksl5WS-W2-jGMv71gwsdW5G01gy6LZ5lyW4NMQFz4v7JfLV6jJBK75b-rbW77xXBy6H21JcW7xY9K-8XQ5NyW1SZZrH8yLSwZW6jnw673rc6-3W4w16fM6X4rngW5xtGFB8DPKQdW1k4XLv408Zx5W69lllC3qMrxSV570MG7RtfkHW2DN-Mm4Q1_kbN7Bjj4G1dyh6W7Xsg0N4YMh0YW220N7T1-2DwPW5LK8lB48_8myW4hnt7L9fXtPSW6fMLhc1VHc16f8W3MgH04 )
SecOps teams are stuck in an alert-fatigue loop: more rules generate more alerts, more alerts overwhelm analysts, and overwhelmed analysts miss what actually matters. Join us live on July 23rd for a practical framework to fix your signal-to-noise problem.
Register to join (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVsXg0WNl20W335sG14B7N4LW2SWDgt5RLv_wN15bQXx3gP0xW7Y8-PT6lZ3nXVsgjny3tLQmKW4Rmgvs5ymzTDW33t3rg45BHlPW2kZTnR66G46sW57yPcf6TZSwZN2qDJksl5WS-W2-jGMv71gwsdW5G01gy6LZ5lyW4NMQFz4v7JfLV6jJBK75b-rbW77xXBy6H21JcW7xY9K-8XQ5NyW1SZZrH8yLSwZW6jnw673rc6-3W4w16fM6X4rngW5xtGFB8DPKQdW1k4XLv408Zx5W69lllC3qMrxSV570MG7RtfkHW2DN-Mm4Q1_kbN7Bjj4G1dyh6W7Xsg0N4YMh0YW220N7T1-2DwPW5LK8lB48_8myW4hnt7L9fXtPSW6fMLhc1VHc16f8W3MgH04 )
GUIDE
Go beyond the surface with Towards Data Science Deep Dives (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVsXg0WNl20W335sG14B7N4LW2SWDgt5RLv_wN15bQWY3gP0xW6N1vHY6lZ3mkW7s3f2G46s4nhW4C6HYp68TVqTW4zc1m16d0X63W7rMHLL9dKP1KW69lpSw3jNNwcW8951S_6-krDCN2XN7zfxlbSvW8YjzWF2gzL6GW8n2Zql2qSnbdW7Ygnbc2dvX2yVlwDnH3L1Hg5W62--4c74XZbZW119bnH5T5QLFW7nXK-h1s2YqJW6nhmDQ1QTPjsW1qzNFK8cnWKzW7lsb563PbrTLW8DNcLM7rqpqzVfWp9p387NkhVfvNby6gPWJ-W5wlFJ06GBryHW4McM6h6pTDh9f2QTj9v04 )
Tired of surface-level tutorials? Towards Data Science features a dedicated Deep Dives hub designed for engineers and architects who need the rigorous truth. From production-grade RAG validation and cloud AI agents to the math behind data drift, these expert-authored guides don't skip the hard parts.
Explore TDS Deep Dives (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/MVsXg0WNl20W335sG14B7N4LW2SWDgt5RLv_wN15bQWY3gP0xW6N1vHY6lZ3mkW7s3f2G46s4nhW4C6HYp68TVqTW4zc1m16d0X63W7rMHLL9dKP1KW69lpSw3jNNwcW8951S_6-krDCN2XN7zfxlbSvW8YjzWF2gzL6GW8n2Zql2qSnbdW7Ygnbc2dvX2yVlwDnH3L1Hg5W62--4c74XZbZW119bnH5T5QLFW7nXK-h1s2YqJW6nhmDQ1QTPjsW1qzNFK8cnWKzW7lsb563PbrTLW8DNcLM7rqpqzVfWp9p387NkhVfvNby6gPWJ-W5wlFJ06GBryHW4McM6h6pTDh9f2QTj9v04 )
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Warning
Almost all the messages that arrive here are garbage! Resist the urge to click on any unexpected or questionable links.
It may happen that e-mail will claim to come from liamon.com, perhaps from some administrative role or process. There are no users with liamon.com addresses that should be sending anyone e-mail. There are no accounts to expire. There are no passwords to leak. These are certainly garbage messages. These are certainly phishing attempts in some messages.
Absolutely ignore those links!