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AI agents just found their favorite language
Thu, 13 Aug 2026 06:02:17 GMT
For AI leaders: Join the AI in Action channel
Wed, 12 Aug 2026 15:00:31 GMT
OpenAI’s power move on Claude Cowork
Wed, 12 Aug 2026 06:05:16 GMT
Meta just dropped a Glimmer of hope for smaller AI
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Shipping without review, and forcing a platform rethink
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No token gesture
Fri, 07 Aug 2026 06:03:24 GMT
A shakeup at Google AI
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Qwen the dust settles
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Selected Message
From: newsletters@...
To: [email protected]
Date: Fri, 07 Aug 2026 06:03:24 GMT
Subject: No token gesture
To: [email protected]
Date: Fri, 07 Aug 2026 06:03:24 GMT
Subject: No token gesture
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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: Why AI tools know nothing about your company — until now. ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
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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">August 7, 2026</span></td>
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<a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWmgcF46z7frW8y9xlt4w3BLJW2gkVcw5SpYTvN8Qx5703qgz0W6N1vHY6lZ3mJW2QjSVL8Mf6gxVb7GKz6b9v6zW4nw3xl6nyDyHN8qjQj5cvpbZW2Spsqy4Z_l3mW5FDB3m49trm2N83hsgDy8_sYW5NflxP61yF1NW2rHFs37bv9MGW8hxZgD8znzGSW3b68gX3R52vmW623vpk83-FZ6W8fDqFQ85ykBkW6FKGMy8LsmJcN2zqB9kr28Y2W4cn8LD9fJmCZW8zN3BL2tgY81W28X82n9ftk6VN3dRpbLY3JY2W6p308l2J9B85W3Ks5nn56TTyMW6PWWLX4J4-VBdsRM3z04" target="_blank" style="color:#1a6fa8; font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; font-size:14px; text-decoration:none" data-hs-link-id="0" data-hs-link-id-v2="1w/29xHm">
<span style="font-family:'Lato', Tahoma, Helvetica, sans-serif; letter-spacing:0.5px; color:#48607a">Together with </span><img height="24" src="https://cdn.thenewstack.io/media/2026/07/28d27a5e-frame_1597886364.png" style="display: inline-block; vertical-align: middle; height: 24px;">
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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">No token gesture</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"><!-- wp:paragraph --></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">Microsoft wanted its engineers using AI coding tools, and they obliged. Now the bill has arrived.</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"><!-- /wp:paragraph --> <!-- wp:paragraph --></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">As TNS contributor Amanda Caswell writes, each division has an AI token budget target, and employees can watch their own spending. Meanwhile, executives want to know whether all that generated code is doing anything useful for customers.</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"><!-- /wp:paragraph --> <!-- wp:paragraph --></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">Microsoft is steering engineers toward OpenAI’s GPT-5.6 Sol, the most expensive model in its family. That makes this less of a penny-pinching exercise than <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWmgcF46z7frW8y9xlt4w3BLJW2gkVcw5SpYTvN8Qx57C3qgz0W7Y8-PT6lZ3mQW5mY37d6CsbjXW6jQzyD6DC_MZVLZCXJ1wlRc1W42zvpw43krxkW3Py2Qj87VtrFN6TKDSY-6F5ZW4Z7vb27nCBymW89DjxP2KzH8HW3cF42p7Blk60W68Ljc648wgX8W5R29Kr6zScKdW5ZkhXc4dFLJnW5S3ytH2fKsQgW4xsz7Y2GWkPwW4tN18Y65slJkN2-XlYPTlN5zW5SLp403K64FTW1KZYNn6F3CHtW5nQC2S1wS6SvW7-cv48229rQZN5s9h7N6ChkkW3c6MVM1gwb2pW5rY7sp6fbYTqTdrgc5qK0F4W2GsXhR4BBJ3TVFlSCv2fmDBsf1p0nv404" 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="7X1OBvOy" target="_blank">a push to spend with purpose</a>. After all, individual engineers can burn through hundreds to several thousand dollars in tokens each month.</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"><!-- /wp:paragraph --> <!-- wp:paragraph --></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">Figuring out whether that money was well-spent gets messy, though: Microsoft researchers found that engineers using coding agents merged 24% more pull requests, but that impressive stat doesn’t say much about bugs, security, saved time, or better products. Agents can also wander through repositories, retry failed approaches, and keep the meter running the entire time.</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"><!-- /wp:paragraph --> <!-- wp:paragraph --></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"><strong>Go deeper: </strong><a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWmgcF46z7frW8y9xlt4w3BLJW2gkVcw5SpYTvN8Qx57C3qgz0W7Y8-PT6lZ3lqW7KQs_N3b71v6VyCCd72Qq-lmW5P3f934Y1SsVW8-hG0H4HqTq5Vgxhhp1sq7-jW5s60d43-1rmDW7xVDYZ7NTV1vN31rSJYGrChRW1ZvXbh3_nftwV3pqwS6wY32WW7bP67G8Dz0_VN92-ZXk3G5HTW5r01K_8-PV52W5ypm-M4-QxRXW7x40N33PXZCnW6bTdq732VHfbW812nQQ2mKMsxW8zQ4BQ5H2GBBW5nDtrS5fDv9fMqDg96cpqHkW3d-8T26CxXTvN4DPrgYWkjRXW6Ms0pz5XTZCXW75W8WL1hvHxhW3qp51v6p17ptW1sbRY03nySFPf6NJrd-04" target="_blank" rel="noreferrer noopener" 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="1" data-hs-link-id-v2="t7P5lXyD">The blank-check AI coding era is dead. Here’s what comes next.</a></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"><!-- /wp:paragraph --> <!-- wp:paragraph --></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"><em>More fresh reads from TNS:</em></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"><!-- /wp:paragraph --> <!-- wp:paragraph --></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">▹ <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWmgcF46z7frW8y9xlt4w3BLJW2gkVcw5SpYTvN8Qx57C3qgz0W7Y8-PT6lZ3lMW7tQbSM1zWD1SN8wyfTrMYKBBW47ytVQ5StYhXW6rDCvw4WqfBZW1Zl2z494RQfRW8rfdGl87597DVcn4c15kFCvmW3hrzvv8MhBS_W58l7cw2LHCTZW1Bb2n_1BRbDFW3W5RZ781sFzWN3qSVb99t-xXW60KWPC5hpKt2W9m1_bz72nFzPW5t3tmp1Wks98W5fbjSG1K9pbWW7zR8-B3hR7_BW38vbz92pSfRJW63Cn357ptNmnW4y4vz43PYQycW1NjdXZ6mvwH8W6hC0bv2R5wvBW8K532w7HK2HrW3wjQmF5MdG_6W2tzBx-753K5VW41r1kf8xHHpyf35w4pb04" target="_blank" rel="noreferrer noopener" 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="d+MwSnI4">Your AI agent’s next tool call may be valid but wrong. AWS’s Dogwood promises to fix that.</a></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"><!-- /wp:paragraph --> <!-- wp:paragraph --></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">▹ <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWmgcF46z7frW8y9xlt4w3BLJW2gkVcw5SpYTvN8Qx57W3qgz0W8wLKSR6lZ3pTW234P3m3nK30rW7DqxRY4KvTp3W62Z6P74s3LkDW1Xgh9z6JCYtNW95MCh212t8H9W6TR1tp5zrMLNW43WjM78R3bw2W2YK2dz5Bj-vJVy1VCY3rTMKQW5Gndlk3dngc6W6lPrCH3nHCh0W6DG7mw9l-vGtW58XDD-2bxSf2W6lfGcl2DsRwJW16gX_C7p--gCW9f9YRS2jfm_9MX5M3fpNFSBW2MvtJL2Bpxf9W4TK1zf78v4QFW6qMPWz9gqCFcW1kPNMp34TNC0W6LDjyK8LL3b9W8WWjNK3z9LSRW3MC2b74xQsW_W23j0337CvTKkW8fM0-h1_ST8zW57g5F42-hpvLW2VKMJ310nFcFf6p3-ld04" target="_blank" rel="noreferrer noopener" 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="62Yzlg4E">Why AI tools know nothing about your company — until now</a></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"><!-- /wp:paragraph --> <!-- wp:paragraph --></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">▹ <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWmgcF46z7frW8y9xlt4w3BLJW2gkVcw5SpYTvN8Qx57C3qgz0W7Y8-PT6lZ3llW38BTws8nBrlLN5g-0RxcqSSbW4HNpRQ4YB26cW11zCwS79lMqyN4GmRM5njrQ6W5H9zC884727SW686LPk4vvWlHV1_Pwy70_XbTW8YcT7T4PwF53Vxl80n33gL2cW1cvJdT2c_FfdW2TCb6Z44HxHRN6V1sRTMXYvbN3PmZbK6ZmpWW8GrYW06_CTXpW71cTCm8_zK26W8Xn3C46VhCtfW6WV1WN448DQLW4R2PTR7FmMDvW7Hs0qG2ht3fJW3VRvrf41LmLkW6WwWSv5YNXsdW3zwtYG6zTYQfW7bCyjK19BVhCW4hzJF-3xpQkKW761z6P8gmmXcf1TY-f204" target="_blank" rel="noreferrer noopener" 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="2LyY4Qtu">GPT-5.6 Sol just got better in one place and stayed the same everywhere else</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/VWmgcF46z7frW8y9xlt4w3BLJW2gkVcw5SpYTvN8Qx57C3qgz0W7Y8-PT6lZ3nvW80z5RR7L7JDjW24X-cY7ql6PPW6T1XxB2xYkpjW3LYV-k5s3ytVW5MwlTR89ckH1W4ZQLNN4x31sXN4kC6ZjwCw9FN7FJT9zz6vSXW1nJX-L3X7jLNW4xlpBt1g_h1bW82kpsy74hzT1W3DJdSX5ghSRBV-r_Zm820C-cW8PDg6B1Bg01-W5Lw__y8SvqGMW87Y75k1XYFv5W3sYTT45851KCW3csVkC25N1x-W8P5dl84P-6vwW2Hzfw71vNbmDW8MK_5d5bFRBYW2z8mcf6bgSKbW7cQy4q8DYFDRVlgZ-F8QbpNGW9h_zpz1Vv118W7d_Sl_4NlQGZf53WSJg04" 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/VWmgcF46z7frW8y9xlt4w3BLJW2gkVcw5SpYTvN8Qx58b3hCZYW95jsWP6lZ3phW7htPZC1_9PWCW5_mv9k4NWqvwW1p4YN34GpYyqW5kBQdJ94_QQ4W3mn8qV8K7xbjW2jCf6Z8QnwkzVRZPYk1trp8VW91RNtx2MFP7bW8bSTg12rlMbNW5LY5gc2vFc7KW2lJVk14v9r77W8pt6Nb5YxzkCW7P8vX84WjmGcW5ntr_s556zkgW28ct7s4_0DWXW96ZGQF53pPPcW6S5_YN7NXNJ6W4vWb7H4fYj9TW8yrrqr1QQc7bW7NfYM842MNn-VxDCm_2yVp0lW2jvz677dHcSQN2r7k3ZJVdPHW3BtPB088mXbYW8Y1Pn14QX9KJW1s1Wcs7W2ZNqW3ZNjcZ8DF9d2W3-PJM341l0bpVg9c_N1GymsvW7-3xc-82qtJDd3gcmY04" 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="Xl+yh6O+" target="_blank"> <img class="sponsor-banner" src="https://cdn.thenewstack.io/media/2026/08/2dda162c-calendar_2026.09.23-25_at_wadwcna26_sanjose_rectangle.png" 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"> WeAreDevelopers comes to North America, and The New Stack will be there </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">The world’s largest developer event lands in San Jose, and we’re heading over to cover it firsthand. Join us for:</p> <ul style="padding-left:25px; margin-bottom:8px"> <li style="font-size:15px; color:#48607a; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; margin-bottom:8px">A special welcome reception just for attendees.</li> <li style="font-size:15px; color:#48607a; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; margin-bottom:8px">On-the-ground coverage of the biggest show moments.</li> <li style="font-size:15px; color:#48607a; line-height:1.5; letter-spacing:0.5px; font-family:'Lato', Tahoma, Helvetica, sans-serif; margin-bottom:8px">Live interviews filmed right from our booth.</li> </ul> <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"><strong>Use code thenewstack_community to save 10% on your registration.</strong></p> </div> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWmgcF46z7frW8y9xlt4w3BLJW2gkVcw5SpYTvN8Qx58b3hCZYW95jsWP6lZ3phW10FJ9X3TLvWnW4MMx4X30yrQrW5bD6db6Md0f6W8JZN2c83Nfp3W6nR5nm5ZT2ZYW4D2-YP21LWy0W5j1TF625yjBTVmwVmt6xKfvmW2xMLT71jzVr6N8KRGhYlzHpBW2ZnSGP914hzmW4ykw6j8Nv1nFW24tqFJ1M7ybCW4T2HGd5phQFrMTTL96RmG9nW5nTLJM32KY51W1Jt6hP3Tc_LWW6074q28ybZ4mVwCkWG9dQ9_qW4LkrY92G7X1SW8RvsJp4hj4MvW2qcC588KHYSsW3KqCw91GyKSTW71pk1j22X593W8j4qfZ1dZ5mlW6XnQW_4M_-DhW8-jDVC8P7X4bW3qV6Md6yFn12W3bfgt15GstCmV48Z8t5GsdCMf3jvzHC04" 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="M/EbRw6K" target="_blank">Register & save</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">Why AI tools know nothing about your company — until now</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/VWmgcF46z7frW8y9xlt4w3BLJW2gkVcw5SpYTvN8Qx57C3qgz0W7Y8-PT6lZ3nyW1FDTDg4x22bmW1QCJq09gqbmLW5PY7kg11y8ycN6g6yyj77MZTW2_lk_61JLfh7W6HT_Jx89Bs8cW3b9PWC8RbGcVW2zS-Tn2rGdysW5ysNdB6FCybZW4FhYtr2GD2TtW84NsL94l92DBW8nnnkl74L9Z3W25jhGX2P1TD7W8rcScb25Z8fmVnfnTV2RlRyCW96_7Y11xr-KPW4nFt_y8VC9MpW6jnGfJ3js9sbW5YK0qk34NmSzN4d4mrJYDphHW5DJJMw1XyPKZW8fnBHc3D4KkKW7BzTBq24SVPmW8Yw73B8Fz_89N6TcHF-R9Dy1W7bRCBB5RZtXNf4Htks-04" style="font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; color:#1a6fa8" data-hs-link-id="0" data-hs-link-id-v2="qXcC9LlC" target="_blank">Adrian Bridgwater</a></p> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWmgcF46z7frW8y9xlt4w3BLJW2gkVcw5SpYTvN8Qx57W3qgz0W8wLKSR6lZ3nkW2SWb1k5QDNRQW4QFPYw5hc-lPW97HpD7975GZGW3KHtds3yd62JW4QyQw5397bWWW1LCv8t6wldwYW19f8nX1yNtYNW5C36MC28q20YVSnGmt3b1TDNW1TDnrW8zX1BgW8H50B52FsC2vW8xpydv6N5LhwN6pjh_1Xp8sHW4SBCz29d3LqQW6GYQ261GbjmwW7jB3nS43HT17W1Nd8xf6yHSTJVNncWC2zXkz2W5Qxssn12jXYQW3rwtwf3jzSFVW5wRF245Wh86lW5CVHR46bqrvkN5_VxVhzW5L4W1qtQr24tTf72W8fz5Gv32sSqBW2khf8F87-mh-W7Phvdb5tnydYW3KKpHN4dWQKhf4ddKwq04" 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="9bE4MAZp" target="_blank"> <img class="hero" src="https://cdn.thenewstack.io/media/2026/08/53d4086a-puneet-mishra-aqmors7rceg-unsplash-1024x576.jpg" width="524" alt="Featured image for: Why AI tools know nothing about your company — until now" 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"> Cloudflare launches CloudflareOS, an open source AI workspace giving employees secure access to company systems, apps and agent tools without leaking API keys. </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"> Cloudflare launched its CloudflareOS open-source AI workspace platform this week, promising every employee a secure workspace equipped with AI tools and access to internal company systems. Positioned significantly beyond the notion of legacy virtual... </p> </div> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWmgcF46z7frW8y9xlt4w3BLJW2gkVcw5SpYTvN8Qx57W3qgz0W8wLKSR6lZ3mjW1Bbhst5jcScmW54ctPx2QTh2WN1T5k3dXH4gpW7wsd9x10QtMfW5_y7fc80p-CZW6d8D6S3tHrTkW2Y_Rvb1V-rJCW1MxwZZ8HxhxzW6NrNCQ1gbYZmW1HYYxQ2DhBKrW6JyrS25gKFvZVS5GSh4PVNpvW2vw2dk16KFzDW3059lk6SWvFdW24l8pn5mnnGNW2STm0290hlhzN2q2kx6ltXlrW37ZcHD3CCnKfW1cZdLg2PQ8GPW6fYP971bPy7GV_wPSp1VmM9QN6-dmrpF8Lk1W58fRvr2qmcD0W8s3PY62hTswDW5kYkW77tMfjFN4JJzLtvFQbMW898VLH1c0-GfVv-s3s6N12Zgf8mJD2804" 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="rM1p1gQ6" 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">FLASH</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/VWmgcF46z7frW8y9xlt4w3BLJW2gkVcw5SpYTvN8Qx57C3qgz0W7Y8-PT6lZ3l3VG-xms4NBY9mW3Hw6Tb17vQfrW4LSKQ977283sW1Q_KQ07zd1PVW5Bz0MY2hpVgwW8DnhjS98FVWPW2HzxhX1Fc4RhW5lP0SZ6FcTY1W3G91tf14T7WPW4yq5SW7WRKmgVh1_pS1gRSkDW1dvqhC2m9WKvW5Q59NS5v3yzyN5H4wLdC_YXpW5pyvTM2B3b-kW5nn7wy5D1hbVW3ytyKH9l9M0FW1y0wx487LrM9W2TWQ6j9hfZxvW5h5crQ6xh9cqW6BdT606bFbzjW31Gbfv4gHpGTN1bgGX4wgLwXW5w5xWZ8VlbgxN8Kjn1VFKpC3W9jrzdY7vsTG3f14kfw204" data-hs-link-id="1" data-hs-link-id-v2="YkzFxzem" target="_blank">GPT-5.6 Sol just got better in one place and stayed the same everywhere else</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/VWmgcF46z7frW8y9xlt4w3BLJW2gkVcw5SpYTvN8Qx57C3qgz0W7Y8-PT6lZ3kDW2qGRws7c5vCvW1vYS977kH5vtW2jMShV49Tds_W2t62zd28GFJCW5JGf525bQvNdW3sxjkp46YBGGW6gnl8q5RD9fZMVFJHDCSSYXW82SjbW7FtYKhW5NdNZB8WPj9TW4GCdP05kygmpVzQsRq3FPXQpW1KGYBB1YRKJDW346mPq8fSZxqW3tVMmN5mKq2KW11mGR68qfqCqW7vr9SS2mB0m6W18Rr2x7rwmr1W6WFRz66_fDYjW1QnJcp7GMwxNVZj0nr1zZhM_W6856mL6GZ4xSW6NQn5P1-jvWdW5Jhqlh4FyvhdW6C823-2hWkW2W896VWn1-v4Rkf866r0n04" 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">TOOLS</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/VWmgcF46z7frW8y9xlt4w3BLJW2gkVcw5SpYTvN8Qx57C3qgz0W7Y8-PT6lZ3kTW80TrW_3zy4BfVyyDpp8kpJyWW10gTGR483BQdW5Rrk091mMvjYVtfRr92_klY0W4rt5DC3WTg2PW886qfm459CrtN5RBG6Py7ZgnW7mm-Jq8SL2vSW1X-cPb7hXZQDW45ws1R7KLYjHW2G0nZn74C099V54nZf8mnG9QW1DW4PC28cJWNW5RZCF24nZ-NkW4MyD7t8B2wynW4qKjMZ96Ts-2W22dFst32g280W698_Km2jB7pHW8dDWkP4MnnrmW15QPPV51FSL-VTQpKD3TQY2zW1pLGtL4WLb2nW2L-js_7BvHWFW3pgkVJ16Gs41N7txxJsXDb5hf2LrK8C04" data-hs-link-id="1" data-hs-link-id-v2="gkL9NHcr" target="_blank">Your AI agent’s next tool call may be valid but wrong. AWS's Dogwood promises to fix that.</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/VWmgcF46z7frW8y9xlt4w3BLJW2gkVcw5SpYTvN8Qx57C3qgz0W7Y8-PT6lZ3nTW4Cn21-54P2KJVX4YMk8Hhr6nW4Y1rFD1N67rNVtzntj1TvgN7W5Cxj-k7V2jcPVPQzRC4Rn9rFW5F5dhS4W6_Y6W9b9Yxg3qX2ffW5fzW7t7NTb81W4yP5r62dtGQhW5xkqln7BSCHwW2fF_Vc1B7X6fW3HlNzD68sMQkW7b3W7J19WMxdVjQ2zP5_65y5W8vQTH-49dhX5W2BRqYl3CC3mFW6lg7zw5JXCskW6WCRk52WBlsBW8G1-rd8g65jCW1zkk5p4Z_HcWW6_ZZ5X5nqJWzW8Kr6DZ1g8DlKW37PYNq1pgLP_W57_k0t5v4tD0W28H-c87n3s1ZcC67T04" data-hs-link-id="0" data-hs-link-id-v2="8w+eHBaZ" target="_blank"> Frederic Lardinois </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">STACK</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/VWmgcF46z7frW8y9xlt4w3BLJW2gkVcw5SpYTvN8Qx57C3qgz0W7Y8-PT6lZ3mhW6c5DXl6bwmkyV7cY_P553vdnVsX5904nVb8tW5sncnj483yJmW4ZvVYM46ZTjzN2WSZ5_hXXTLV7q4CS23hRhhW6lw1fw7H7MChW3_MnNw47R0Z3N4flfSGm2RfgW8wGlzK61pxlbW1wTvQt2KgnPRW6-BPkY52FRXXW6KDWm85BjW_MW6TvZXG58xrbMW7l4VMn1wH4NXW7fTm7j1RSXMVW4h01833v3F7XF1lxttvgk63W14myrn6__CCGMQ7n1NMpTwJV6G7H77W1t8PW6fkfH737CKwHW3dTgQd5yl3yxVqHbkm23hwvYW2Gh0CP21H4Hwf4-xhC404" data-hs-link-id="0" data-hs-link-id-v2="oTY1fDoy" target="_blank">Free agents: How AWS Kiro could untie agents from editors</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/VWmgcF46z7frW8y9xlt4w3BLJW2gkVcw5SpYTvN8Qx57j3qgz0W7lCdLW6lZ3m-VNhTQ96FfVHFW90Mw2W1KnVQ1W7YN2Vc5FDw8SW4DvRJF4WcnkpW1_V6g_2yf_L_W3Djdzd2PlFwCW7ScftV6mm15bW6qzpWm6F7KkgW5m7Jrm7S_PKbW4Rc3fC1ZbsWZW15f-Fy81Sj0sW4TqxwB5nxPnwW84_RDh4RwbJZW7Kp9Bf45Tcn6W8ZCzWs2mQhntW10tf3p2DclwYW3fc4k88W2qb6W5GGnTR8QP1hVVn0wWn2m5yk-V5BPQm23_gQnW4pfB675Y5ZCtV1rMQn27ycB-W6lcVS-38pGyPW9bGSF14HKPZNf16-43T04" 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--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">FLASH</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 Operations</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/VWmgcF46z7frW8y9xlt4w3BLJW2gkVcw5SpYTvN8Qx57C3qgz0W7Y8-PT6lZ3mPW1XC2zk659JH1W4BzTbs8s8zkpW4sfF4H89m4WNN641SZzqpvp-W77-zW49h7Z_vMVCcB0TDVTDW4VRTYY1VCJyVN4Fw-_NJQHcLW86d2K-7S9H_HW7yDB7S6l2XT5W3VYzsc96492nW55Wml25_qQHDW2t1kPB1Q7sp9W2XV3Jg1fS8cdMl0QlQVy0MyW7LHS3_1PQLwyW1j4szr7xqFQdW4WWSZj3YqDXkW3jDQWR4VlZXtN5_ycpdkx1K5W2N7F3h6Wn3fXN8g5ns_YPz4SW8jtG6R2tMhXZN7G2456JgKSSW10fzQH8vypg8W7D8bvc4ZJwDcf5R7DqW04" data-hs-link-id="2" data-hs-link-id-v2="p/55xJ6B" target="_blank">The blank-check AI coding era is dead. Here's what comes next.</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/VWmgcF46z7frW8y9xlt4w3BLJW2gkVcw5SpYTvN8Qx57C3qgz0W7Y8-PT6lZ3kGN9hfPncv1579W6p07pv7vdRPPVWQF9t7pDrYqN5l_fMKJR77BN8Slq_5R1_J4W2pL41L2wX-b1W8qN_lQ7yG32vW3RCC0h7W5SK7W8kR58D4wnFDJV6Z8G13mwQzbW11fM3S2GvZpDW4XsG8b4Bd6sgVpSr6W2MNtlfW46_Nx-6J6H8cN4l99K1hlXXMVD3VC01JTCpHW7vVlK-6WDKBTW5xPh0t46klkbW1RV_tH4CSs6qF9lX5KPzJ8dW5JMNRz2L_gV-VnvtR87RtfzXW8xgS887Rvm6kW2SXVM26TkXPtN6k5rRJJPClCW28JXlq5Mq_Sqf9jcnNF04" 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--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">BUILD</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</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/VWmgcF46z7frW8y9xlt4w3BLJW2gkVcw5SpYTvN8Qx57C3qgz0W7Y8-PT6lZ3m0W1tKpNH7hJ8SnW1xZyvM25TdsgW951wwb5KVtPTW2c3gx42sjhg8W5R5gY42qBv69W5-K7Gt34JvJ1W34bNVY1MsH1bW5dr4pk3YCzvZW6lTQB44wHJdsW4cfT-K48gbJvW292TPH2STBWnW4rksLY1hg2mVVMwGxl3X0yPtW2N__Tb2TxhxtW1wm9-n2vCSQCVjmWJT972dfvW2T9-BD2k337-W2dt_rb7l9DBxMlyWVXxBc8sW9bzc-M2pHyrYW7sWLk35LmRVwW4Nsw0d2cl6MjW273_1v7xr108W59N7qv7rTM7xW3q14P05lCDG8W4Wy_2_97SlNMf2n-wGY04" data-hs-link-id="0" data-hs-link-id-v2="aiIbcRRg" target="_blank">Why Todoist says less AI can deliver more</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/VWmgcF46z7frW8y9xlt4w3BLJW2gkVcw5SpYTvN8Qx57C3qgz0W7Y8-PT6lZ3nQN6txwt0w7lFHW3TnYrb6msMpyW4LXt488YPv5hW6FBLdy60j5yCW8zdDDH47bqBXN1pFSXbYtQpXW5Nq7cX8ZtZLrW6MW3ct180Y69W8rhYBM8k3F6pW7tlvVT1VnXXMW5X5zk55gpJmKW63Wp2T2bs_cXW3n1rVw9cqsTHW4KdcXy7mfvPtW5Q4rTR93l_9bW6Nz8Sm3kdw6JW6kVxf03M3JZrVz7jQp1H8gnQW3C6M8M16_2QPN6JvCNHyvxD_W6H36BV1GWJm5V4fh8S2C3qC9W2Fs94R4v0TQJW74dvFn48v1tdW4l4t3h7SzgbtW7QJvZm81rV6Qf56Y3wY04" data-hs-link-id="1" data-hs-link-id-v2="BhaE5+a3" target="_blank"> Frederic Lardinois </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/2026/07/28d27a5e-frame_1597886364.png" 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/VWmgcF46z7frW8y9xlt4w3BLJW2gkVcw5SpYTvN8Qx5703qgz0W6N1vHY6lZ3lkVMrWDK9hbCF0W1GHXw87G9Vp1N1C_7h6FlzWmW4RTZ1y4d7jkpW5YHnYk19j6W7W47Jt_W1r3n43VTjXX83R6pgDW5-74MN89VlB4W6S_qMt92MmBJW5yR6593BszGRW1vz5Sy3tnNhrW566gm-2VvV61W6G-Cn35C7Kf0W8d2kVY3YL0SnW6zr7-82ZpK8-W76bndV8LqYf3W545dP81jm2VCW6KXnc62ZGB5yW3ZLLvm4P0g_BW9fbwf31NSx_RW5cHZfy7Yy38qW4h3qrN4_Z8Cyf5cZdPx04" style="color:#1a6fa8; font-family:'Lato', Tahoma, Helvetica, sans-serif; text-decoration:none; letter-spacing:0.5px; display:block; 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It governs what each agent can see and composes exactly the context each query needs.</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">– Unifies structured, unstructured, and tribal knowledge</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">– Stays current as the business evolves</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">– Enforces access control automatically</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">– Powers agents, copilots, and company brains</p> </div> <a href="https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWmgcF46z7frW8y9xlt4w3BLJW2gkVcw5SpYTvN8Qx5703qgz0W6N1vHY6lZ3kYW8d-6ZM3S3G2HW42xYM14wnK-yN5b_P-hTyxKQW6RTqQ73s61nTMn4tFRDZl1CW79GRy_6yr5D1W8HSs-d2VtwBSW1Lz2P66Z8ks5W7mfjZG40x_mTW7KQG4j25tRTkM6xBzgFJqdjW8nW8G_8BpB05W6tdZD982l5ccN88w_P1431vbW2vqZ4D683WhBW2nj3Fs8y1JkdV5BnlY1VT2bFW38Mdq25LLtHGW7CJy1d6D_h3lW90HN6V11WDBrVkYDSx534ZpJW7QQGZP94ZpPzf6mMjY404" 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="ON2QzG2O" target="_blank">Request a demo</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">TOOLS</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/VWmgcF46z7frW8y9xlt4w3BLJW2gkVcw5SpYTvN8Qx5703hCZYW6N1vHY6lZ3pBW24NvKQ3sPFTDW3pm7cz14lm4RW1QwbqS6d_G08W591pMj6YT7ynW4MPpR35vXxZnN31g6r2ps2RPW2bKFMK2QgxbCW1sknyY2QwhSQW4ymtsT3XplR0W31z3XW1vc_86W2PW3j63pDvlZW4dl28k57LMWQW39HG8T1L2L9YVTvQv47ZGt20W60Vzdy5GT0KtW7wNR3150BRGlV8cjZp8zk4HzW7F5dDV7dZ9BsW45pvTc1D0YYGW76Xs0p1VBmYDW3-7f7w511n2VW2bF_Ly12qJn8f4BQVmP04" data-hs-link-id="0" data-hs-link-id-v2="Daxm0IpW" target="_blank"> Learning to code shouldn't feel like reading a manual </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"> roadmap.sh's Lesson Packs pair short, visual lessons with real hands-on projects and an AI tutor that's there when you get stuck. No fluff, no filler, just practical skills you can actually use. </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/VWmgcF46z7frW8y9xlt4w3BLJW2gkVcw5SpYTvN8Qx5703hCZYW6N1vHY6lZ3lTV6cMT63MZ2rZW3D2R7L1PRhqJW3LKYc55kVglXW7jRq0m1tK9_MW2gPwZH2zf1TSW6xWHCw2ZCYV4N2c4b0yphw0DW4xlFTg1hLQwnW4q3Gsk2jTRNPW2TfHGh8tRqZjN2vphfNy2L67W2S9t0T3z3bP9VHfKd75JN-CLW77y30f3FC3NyW1pLfsH8J0Qg0W6lf0jM8FCjBWW358GwR99XpbHW1pNYnh15-5sQW7mF2ds6TLqf-V7wYY47VynwmW6sLP2b3g98GmW5fKHL224wn9wf6KZw4-04" data-hs-link-id="1" data-hs-link-id-v2="Cie/+Q9Y" target="_blank"> Browse all the packs </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">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/VWmgcF46z7frW8y9xlt4w3BLJW2gkVcw5SpYTvN8Qx58b3hCZYW95jsWP6lZ3p1N9bHPs-8wP7LTq43H4CcYZtN2bP7vYXjP-NW4hyDLs8TlmCpN37gsVSrBLbWW3JSTgZ1RwcNJW5pMzGL2d1Fg_W3s1fB38_CbK1VpR6jC4gXW80W4Kxfgp19Mj7qN4JYQBgP4s8DW49Dbx93J2ltbN2Bf4XmDF27pW9hwlN67j9GS1W3MNQWL2zrfrPW8Hmx0R8TvV5GW5qJ0K_7x3cKtW6r2dKW85_WpXW5SkLb-8mNbBLW8Y-l5r2CZQ9PVCNt-62kjppSW7nhQwy9klBDLW2xzQbH27LLGTW8b398V5Xs1_fW5zZxG-75BVNjW3Vj5kv98sNNlW8rB7X131vtnlW5m4NWr1lyGPbW59SB_r2cwCfgW5s8TZR1L3pCvf2s6gdW04" 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 get canceled by 2027, most because agents lack the context to act reliably. Get your copy today to learn why data, not the model, decides whether your AI succeeds or fails. </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/VWmgcF46z7frW8y9xlt4w3BLJW2gkVcw5SpYTvN8Qx58b3hCZYW95jsWP6lZ3kZW5gX13y8_tzvGW2xnZPz8vVtMcW45VSwS8lqpSsW4G36Bl3yYR3fVXwmt55764jKW7VPLQJ3m2d0cW8rzt7x6NQrQdW2bXJbN396fKjW78j_g37vBbYZVvVq902sPBCrW3cFR2S6PP9y4W8Djs-n4Pn_D-N3B4-vzw_Yg0W7dXjcy7CqLqtV9H039526SXBW534lfm32h4nrW7x1dw3230kfqW6__JV47Z1hFBW83jx4B4Xbd_kW1qKNR68Ym1wBW3gdw0Q2HZw8LW69FDML5LYJ16W5-kqb585rzCZW8yWhLQ1RHRBYVsbd6n42g8B5W8vsRmS2ZmJFWW4F3lmF6VNFpCW87_Qpf71FcGxW6Z-8Nm71KJQWW2byltW8P-mw5f48NkzW04" data-hs-link-id="1" data-hs-link-id-v2="VLKt55vO" target="_blank"> Download 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--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">HOWTO</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/VWmgcF46z7frW8y9xlt4w3BLJW2gkVcw5SpYTvN8Qx57j3hCZYW7lCdLW6lZ3l7W3LSLss1BtsV0W7Q18yN4jlxR_W2vsVRJ5kMldpW66P8W_1r29bRW8K9rP53mdsjsW3nW_wx83qng9N2g5HpNNpNKyN1wQ2msTZjcSW59MjJt2zgq-9N5tXCjQyKnZkW5XFGt73qMGfhW3_Dxkw5fhJGGW1qt3_-4yG8RrW43d2cx8wnZRMN8BkQjDbjyNPW5tjN-d84csVLW6Gvq635dK8dKW57v6y-1ljsSHW3mjGyf2K8d4wW2HHkcd1qYCHVW1mHzQt82mhftW1D6C4p5krBLHN6H09m9yKW40W97jVHc5XG3Yzf1wxh2804" data-hs-link-id="0" data-hs-link-id-v2="UEpycALO" target="_blank"> Test data wait times are slowing AI adoption more than code ever did </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"> AI generates code fast, but test data delays block delivery. Learn how to fix validation bottlenecks and unlock true development speed. </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/VWmgcF46z7frW8y9xlt4w3BLJW2gkVcw5SpYTvN8Qx57j3hCZYW7lCdLW6lZ3lMW2b8syD180NXsW848vNC5_hZStW7PGjlT29vhQRV5m7pK4jTKH6Vnx8Ns89BjGGN8kdpMv9-bXnW5Yz3Zc1X2MgPVZZy5N9hvM04W7SYYfR6XK_22W5h5tSd8L_mbfVRj0Bf7PqT2QW1g32xy96SM1JW8dFqGN694Z8TW368NHc5v0GPwN7PTPJjXFCfzW36dDYl1cdDp-N8VJr5td_JSGW1N0Vhk4pJRyPN60JmLnchkkrN4C0L2Fg_SK2W5J6FQh3vvr4DVdHyrY6M1kqCW7nQf8d6xZ81rW6qkDnL8nZn7-f1mW6MM04" data-hs-link-id="1" data-hs-link-id-v2="NjTKdeKF" target="_blank"> Learn more </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; 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Plus: Why AI tools know nothing about your company — until now.
View In Browser (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWmgcF46z7frW8y9xlt4w3BLJW2gkVcw5SpYTvN8Qx56K5m_5PW69t95C6lZ3mgW6sS6Kx5p-H7ZW31WBtG7TGJmyN64n0YGbY1VpW6r0ZTL5rJ39lW3ljgdx28Gl48W1_W2xG81JGTmW1zD3BT2jCD7FW1vMmfd1XX-6jW7VGmQ02cWyzmW1s9D7t96mpR3W2jjvqP6fMT-6N6np6y91BXq-Vy5fD71J4GpzW1y4XjK7g6j3GW3KhnkL3gX0NZW8w5-jD90R-4lVFXQgv4Q3TH-W1dKhJ03Cx399N3Dj6LvxK0cZW8C21KS5HHF7qW4L68NG1_Bcs2W1WDGff7-bLrtW8s349d6KQ2gFW3FH84J8pVL7HW3NYg6M5Xxb7BW8Dnj104JMhBKW4VFs-x5_-BmnN5pjMTb4JJ3mW2Wg1pw9jBh7YW15tydx6CSz5TW1tZkW-6DSKltW6C2Qny3jBfnZW59fJHH6zBbzlW1CF4XV1rNBbPW3ycGYQ8fYz44W2SfQRs7tx9Tbf54JWvR04 )
The New Stack Logo (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWmgcF46z7frW8y9xlt4w3BLJW2gkVcw5SpYTvN8Qx5703prCCW6N1vHY6lZ3lyW5BpH3P6mfdqdW4G-_BN2S4dg3W2RXVCK5m4252W5lzwtd36lrZLW5R3djz1VJvBQW3MpCP45TkvJtW3RJZ9z76wx0rW5Bc3gZ51knC3W8FmJn05GBBYVW93hqK15tMmD2W5PDkPW5XW-54W85jT8t1X3xxHW4Y7H317HZLbbVZwtHm1bsJxPW40C7z78Pt2tXN8sDM_NZvcBGW593M224qDkjpW7S4NC27Flz3SW56TT4B7Fl-YzW6yx2Zr5c8_JbW15F4zb28wyLJW3zpW8H18TqrHf4NwjKH04 )
August 7, 2026
Together with
(https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWmgcF46z7frW8y9xlt4w3BLJW2gkVcw5SpYTvN8Qx5703prCCW6N1vHY6lZ3l9W362zTt4yqsZJW4D-G137xdSfDW5R6M5v6_1grPN1XGJcxJ8JJtW3f8zZL6g6hZrVWpzQ58CXySpW3yXwhx7hvDpWW6X_fJZ3qGLxDW43r57X7NT61DW1ffDf85JHHQZW60XdG-33KgB7W978swQ3lGvjFW1chpx96Hd9VWVk4Jkl541f4fN612JcY4B08YW5CfKTY43JsMhW2hVlP46nrx3zN6M9YjH6K3ywW4K_BnR72XXjfW7bZ6VF6d43WDW4-RFcp2qLBCVN8qtDm3PKs0cf480pH-04 )
No token gesture
Microsoft wanted its engineers using AI coding tools, and they obliged. Now the bill has arrived.
As TNS contributor Amanda Caswell writes, each division has an AI token budget target, and employees can watch their own spending. Meanwhile, executives want to know whether all that generated code is doing anything useful for customers.
Microsoft is steering engineers toward OpenAI’s GPT-5.6 Sol, the most expensive model in its family. That makes this less of a penny-pinching exercise than a push to spend with purpose (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWmgcF46z7frW8y9xlt4w3BLJW2gkVcw5SpYTvN8Qx57C3prCCW7Y8-PT6lZ3q0W5-xkTV3WTjxKW4b7Tjw6FSjjqW2GDgdg1mddjHW7-wkV-4lmhdwW4K_Dgq2lK5bwN2MG6nN-MDLWVyM06497BNW3W1lx0gM9kf_gVW3Y5YTS9jVCkbW2WfQy88G0QKyW48yrW292ngKcW9jhkP85976VWW6QjF_y4-TgX8N30pJ9nDjc28W1MR9Ry28lX9jW5KnRZN6rvBfGW5kzRRH2r7qlQW7NbJYL45BqRLW7pYBFt6RysdtW5WLwRY65GmPvN37LDBVLrM63W7WyqK_8f8bJvW1tRlcX49v3zXN7k7vDv_b9yKW7mP5642_rhNwN3xDrh5K90_9f57sXR404 ) . After all, individual engineers can burn through hundreds to several thousand dollars in tokens each month.
Figuring out whether that money was well-spent gets messy, though: Microsoft researchers found that engineers using coding agents merged 24% more pull requests, but that impressive stat doesn’t say much about bugs, security, saved time, or better products. Agents can also wander through repositories, retry failed approaches, and keep the meter running the entire time.
Go deeper: The blank-check AI coding era is dead. Here’s what comes next. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWmgcF46z7frW8y9xlt4w3BLJW2gkVcw5SpYTvN8Qx57C3prCCW7Y8-PT6lZ3q0W5-xkTV3WTjxKW4b7Tjw6FSjjqW2GDgdg1mddjHW7-wkV-4lmhdwW4K_Dgq2lK5bwN2MG6nN-MDLWVyM06497BNW3W1lx0gM9kf_gVW3Y5YTS9jVCkbW2WfQy88G0QKyW48yrW292ngKcW9jhkP85976VWW6QjF_y4-TgX8N30pJ9nDjc28W1MR9Ry28lX9jW5KnRZN6rvBfGW5kzRRH2r7qlQW7NbJYL45BqRLW7pYBFt6RysdtW5WLwRY65GmPvN37LDBVLrM63W7WyqK_8f8bJvW1tRlcX49v3zXN7k7vDv_b9yKW7mP5642_rhNwN3xDrh5K90_9f57sXR404 )
More fresh reads from TNS:
▹ Your AI agent’s next tool call may be valid but wrong. AWS’s Dogwood promises to fix that. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWmgcF46z7frW8y9xlt4w3BLJW2gkVcw5SpYTvN8Qx57j3prCCW7lCdLW6lZ3m9W1gWZ9M8pPkvPV6vPp44L1tnXW2M907d6YXq_6N8cq-bb73hq8N2_pXXrn-NPnW2HDLYk3DN38cW5g3LVP7qtMmFW4r28k51bJ7PLVY7HV18zhsTJN7TTVHhJjXbPW77Cm-T4GkC1LW2QdLMm1ZTcYrW7xMRGc6yK3vrW1Ng5PJ5hQMjyN1xK89mJwm0QW8qjLsM4dX0jkW3l5vQ04T2GHGW1l49zz3PPJZSW6gNyhR5YY5lqW52_DwM4RV3JfW8vR2XS9dnS52W96sYVF8tdBLBW3dFCRS5JJd-rN6jGKx9cVWd_f4k_mPW04 )
▹ Why AI tools know nothing about your company — until now (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWmgcF46z7frW8y9xlt4w3BLJW2gkVcw5SpYTvN8Qx57C3prCCW7Y8-PT6lZ3lcW4hnCQM4Nz2JpW29pv6R6c5rKyW3JjV4b6G9-qGW1rJy_t5SB2b6W5pl5Vg2L7XWWW4Flt4D7Ks08MW46Fhby9bp-LMW7Cd8Qh4tF-KXW5J55lK41B3GyW5V5-hV7vrlFrW62D4mf8BGmjSW4JBg3k8PjGTBW8c88Wt3H0M2TVl5L-95HkJdGW3yf1w937QKyJW3GVZdB6KDdrKW92qX1K4QtkGPW7Bh78g2JJ6XLW82-P_x7pPcTYW5XS5Bj42PVXnW82dTFS7FBsRrW1sV6hY1Z-HP_W52K_YK50Z6_zV1fBmY5G7JS6W7zTm9R13DxZ_VX9-xH3BbdNFf6CFcWH04 )
▹ GPT-5.6 Sol just got better in one place and stayed the same everywhere else (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWmgcF46z7frW8y9xlt4w3BLJW2gkVcw5SpYTvN8Qx57j3prCCW7lCdLW6lZ3l8W94BkGX7fkLKnW8r9Wyn3Wxm3WW1yd-kd74wLTFW2dvjKF6x4Ps5W4JT4nW4fxcdbW49QSQ39bD_sWW8jwF867qS1BPW34tlSn4sWC2yW7n904-87zWmyVrdj9k63Jl-hW5xT_F-5WsCgMW4Czzq760X3p0W2rPX5b5llDhGW6nG4mp5t1QBkW2B_3Gm4h3PgDW3Zp7hV6szwfYW51-vqR7JxXyCW7GDNhj14k7JfW6QBqkT9kB-qNW1sJKJ11dv57bW5ZlNLL5Tt2JHW8_WJcR1Z781-W4rvVbt1n_MfHW29CzBQ8LPPsHf1Tnb-004 )
by Nick Lucchesi (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWmgcF46z7frW8y9xlt4w3BLJW2gkVcw5SpYTvN8Qx57j3prCCW7lCdLW6lZ3p6W6sYQsP2mqxsxW71GKdj9kfRTLW5KRtsy1YfZDJW54yMVn6kxY7yN7qvCN5Pl9f-W6txTCJ1Jcrf9W3-fzsQ81vynyW474ZL0263Q6WW8lqW7p1ywCRYW5FFmzS7RTCTfW4kZTcn5H57g9W7NGZ-f3vXyRPW9j3shd8XjcWWW7HBDtw1xRQh7W4R6mPh3Pn6fLN2T-qn4GDyvmW4hqg7v90N6-JW5-jXr61q3SXmW9fdBf_1FCf6rW3XJQSF20SPJ1W6WGY_Y3xXK9bW3M8LBX7mwqJgW8RKBzG1srjS6W8rszCn7m1fR9f1bKkNK04 )
WeAreDevelopers comes to North America, and The New Stack will be there
The world’s largest developer event lands in San Jose, and we’re heading over to cover it firsthand. Join us for:
- A special welcome reception just for attendees. - On-the-ground coverage of the biggest show moments. - Live interviews filmed right from our booth.
Use code thenewstack_community to save 10% on your registration.
Register & save (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWmgcF46z7frW8y9xlt4w3BLJW2gkVcw5SpYTvN8Qx57W3gP0xW8wLKSR6lZ3nRW1Yh3TS1hlM6LW1J08474z8KttW5pBl_D3pzZxxN4Rpy8t7tkkCVb2pnl7Qv2VHW2TCzb11zw7lmW5sJ0w17hCkSxW7ZSZ8Q3Mp0sbN59CcLWCfP1sW7CfY4y68__w6N3m043cmZNdHW1S6vRt49GNl9W1H0hQz2_FkNbW3VHwPq1yDHK0W9m40PV9cxcdPN7ctGDXt79PtW4P2QzM21nsBcVKc1Wl5vxcbCW4mt3Jf31KVHWW959fpR3CRG_rW5X4wk08YPzHxN1rlvV5_sVP1N7pgsv2Qj6D2W7R6K-z8ZfTPbW6jGCWs75W-WyW2Xhmwz2jr06NV64RsX5mKDtGW8TDh_d8w9vv4f6hWXmP04 )
TOP OF THE STACK
Why AI tools know nothing about your company — until now
by Adrian Bridgwater (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWmgcF46z7frW8y9xlt4w3BLJW2gkVcw5SpYTvN8Qx57j3prCCW7lCdLW6lZ3mpW956q5Y4-Xp6sVC_T_l2vm5q9W6n28wy7TvhRtN3R2GWxTnykcW7YDdd41SYrqzW901Z4h8wv0VCW3hnH_24FQhMBW18fFM64DFx0GW5j9sCR3byvKsW3hvMvL1spvP-V_x0bQ6sjqlXW7v1jyx5WWk90W3B7bkY3jc0Q3W57XZPs8pFrM7V-vbb484qjs-N86G6NnT1L72W8_jmw74WnPKnW8z-cmx8r0gkXW6wBsY-58P147W6tk1PT1QH9wVW2rbml63dJnzDVQHvKd6D1JxCW2y9C027sZcjnW3x-xGw2T-XWcf1wg7CH04 )
Featured image for: Why AI tools know nothing about your company — until now (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWmgcF46z7frW8y9xlt4w3BLJW2gkVcw5SpYTvN8Qx57C3prCCW7Y8-PT6lZ3lcW4hnCQM4Nz2JpW29pv6R6c5rKyW3JjV4b6G9-qGW1rJy_t5SB2b6W5pl5Vg2L7XWWW4Flt4D7Ks08MW46Fhby9bp-LMW7Cd8Qh4tF-KXW5J55lK41B3GyW5V5-hV7vrlFrW62D4mf8BGmjSW4JBg3k8PjGTBW8c88Wt3H0M2TVl5L-95HkJdGW3yf1w937QKyJW3GVZdB6KDdrKW92qX1K4QtkGPW7Bh78g2JJ6XLW82-P_x7pPcTYW5XS5Bj42PVXnW82dTFS7FBsRrW1sV6hY1Z-HP_W52K_YK50Z6_zV1fBmY5G7JS6W7zTm9R13DxZ_VX9-xH3BbdNFf6CFcWH04 )
Cloudflare launches CloudflareOS, an open source AI workspace giving employees secure access to company systems, apps and agent tools without leaking API keys.
Cloudflare launched its CloudflareOS open-source AI workspace platform this week, promising every employee a secure workspace equipped with AI tools and access to internal company systems. Positioned significantly beyond the notion of legacy virtual...
Read more (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWmgcF46z7frW8y9xlt4w3BLJW2gkVcw5SpYTvN8Qx57C3prCCW7Y8-PT6lZ3lcW4hnCQM4Nz2JpW29pv6R6c5rKyW3JjV4b6G9-qGW1rJy_t5SB2b6W5pl5Vg2L7XWWW4Flt4D7Ks08MW46Fhby9bp-LMW7Cd8Qh4tF-KXW5J55lK41B3GyW5V5-hV7vrlFrW62D4mf8BGmjSW4JBg3k8PjGTBW8c88Wt3H0M2TVl5L-95HkJdGW3yf1w937QKyJW3GVZdB6KDdrKW92qX1K4QtkGPW7Bh78g2JJ6XLW82-P_x7pPcTYW5XS5Bj42PVXnW82dTFS7FBsRrW1sV6hY1Z-HP_W52K_YK50Z6_zV1fBmY5G7JS6W7zTm9R13DxZ_VX9-xH3BbdNFf6CFcWH04 )
WHAT ELSE IS NEW?
FLASH
AI Models
GPT-5.6 Sol just got better in one place and stayed the same everywhere else (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWmgcF46z7frW8y9xlt4w3BLJW2gkVcw5SpYTvN8Qx57j3prCCW7lCdLW6lZ3l8W94BkGX7fkLKnW8r9Wyn3Wxm3WW1yd-kd74wLTFW2dvjKF6x4Ps5W4JT4nW4fxcdbW49QSQ39bD_sWW8jwF867qS1BPW34tlSn4sWC2yW7n904-87zWmyVrdj9k63Jl-hW5xT_F-5WsCgMW4Czzq760X3p0W2rPX5b5llDhGW6nG4mp5t1QBkW2B_3Gm4h3PgDW3Zp7hV6szwfYW51-vqR7JxXyCW7GDNhj14k7JfW6QBqkT9kB-qNW1sJKJ11dv57bW5ZlNLL5Tt2JHW8_WJcR1Z781-W4rvVbt1n_MfHW29CzBQ8LPPsHf1Tnb-004 )
by Amanda Caswell (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWmgcF46z7frW8y9xlt4w3BLJW2gkVcw5SpYTvN8Qx57j3prCCW7lCdLW6lZ3kGW2F5wfm93v_g2W5_Ndmq6hYlf2W5xKw5F6RXXH3W2Pz38l3WXR4-W3X8jvF6rldFxW5ylpT45R4gcGW2hY8SM32QbwXW78PxBW9c7YdfW8bHcvG8MwsCyW4_N_RY1KgcdcW2wtgwx75MzTlW8NGJGK5PNWGZW2_dQ6h1v23cNN80H6_07KflcVpjzy19cPQK3W8wCd8b3XSHVlW5vsj414tcXPVW51Z23H661J-kW3cnsCB6bqGVbMhcX6FRxn8hW83XXG_6t8lzYW8ZwXv68FSDrzW3t5NZD1d4FqXVS2dM91XldJ2f78WlRj04 )
TOOLS
AI Agents
Your AI agent’s next tool call may be valid but wrong. AWS's Dogwood promises to fix that. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWmgcF46z7frW8y9xlt4w3BLJW2gkVcw5SpYTvN8Qx57j3prCCW7lCdLW6lZ3m9W1gWZ9M8pPkvPV6vPp44L1tnXW2M907d6YXq_6N8cq-bb73hq8N2_pXXrn-NPnW2HDLYk3DN38cW5g3LVP7qtMmFW4r28k51bJ7PLVY7HV18zhsTJN7TTVHhJjXbPW77Cm-T4GkC1LW2QdLMm1ZTcYrW7xMRGc6yK3vrW1Ng5PJ5hQMjyN1xK89mJwm0QW8qjLsM4dX0jkW3l5vQ04T2GHGW1l49zz3PPJZSW6gNyhR5YY5lqW52_DwM4RV3JfW8vR2XS9dnS52W96sYVF8tdBLBW3dFCRS5JJd-rN6jGKx9cVWd_f4k_mPW04 )
by Frederic Lardinois (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWmgcF46z7frW8y9xlt4w3BLJW2gkVcw5SpYTvN8Qx57j3prCCW7lCdLW6lZ3nsW7gFP1899RLdZVG1xY266nLR_W2Vm9nx92x6bVW4BYgfB1rW1lcW8Wrngs6HPdv2W6QVJZG8gXj6gW8hnCRK7JJBPbW6XtLL54p5tKqW12_07H6yS4yMW98pCvw6JBcN0W3ZykFZ75_RLzVhfnZ11s2wyqW2M79Ld4GfmYpW2lF22N50pHjMW7swvd318g5gRW2ylG0K422ZFMN1190wlXWsYwW5_2zps4T43S1W57RyHx3lQmYyMtQ4B6bD8cjW4_xhpT6kxzlHW3sscsJ37zJtdW5xm1sg8gQ2gmW8HH6HP95-qk9f6dqhQ204 )
STACK
AI Agents
Free agents: How AWS Kiro could untie agents from editors (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWmgcF46z7frW8y9xlt4w3BLJW2gkVcw5SpYTvN8Qx57j3prCCW7lCdLW6lZ3lhN26WLrwtjH5FW8GNqD42Mv1pMN7Mb1Fshp0dnW2RJznr3SsFWxW4kydKy2d8XBzW2SGNt32RVdq7W6shh2z6gTyLZW5-s_Zq7TWPqPW1x328g372Vg0W2vpWTl18nVnvW8XL-Zr1Q--zqW2lryTM5ymNq5W5CrzVj5K8mfxW7Ft_3S80XkXGN2qG8TGkzBDqW2cs4rZ1MJJDTN3T_y2lb63msW4KkqPD7z8kklW7CRqyr7csZ9DW3zB7fm4G72lQW5Zlp685D7vp6W4bhq2k1dt6cDV8rQ5k8n7lVvVZcvDH1BKbGTf6_z9-H04 )
by Janakiram MSV (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWmgcF46z7frW8y9xlt4w3BLJW2gkVcw5SpYTvN8Qx57j3prCCW7lCdLW6lZ3lvW2WbJ0D52WmHvW6yS30k12vBCQW4wcJ0F7T9ZYDW7hHLht4B5kPKN5Df1vpDYJmbW56JR0P6vwnXnW9hWGqs4Df5kYW7BN2c85mKp0cW3qWfSK7CDWVVVQPBtX49n6x4W7TZ3FW2BpGF2W4jHbVN3hcbhtW4p38v-8NF9BfW8C0lrV2wS4rGW5tWmtq876lqJW7Z8JTc7NkVY0W1mC0zc5Fxl12W1Lkwl43kl7hmW25RVc677zwcbW2X-BrB4c19bcW5GL2bN5ZTFftW45LMyf1JYgFsW3pjN3N5vF2fNW1q7FNF91g543f829JMH04 )
FLASH
AI Operations
The blank-check AI coding era is dead. Here's what comes next. (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWmgcF46z7frW8y9xlt4w3BLJW2gkVcw5SpYTvN8Qx57C3prCCW7Y8-PT6lZ3q0W5-xkTV3WTjxKW4b7Tjw6FSjjqW2GDgdg1mddjHW7-wkV-4lmhdwW4K_Dgq2lK5bwN2MG6nN-MDLWVyM06497BNW3W1lx0gM9kf_gVW3Y5YTS9jVCkbW2WfQy88G0QKyW48yrW292ngKcW9jhkP85976VWW6QjF_y4-TgX8N30pJ9nDjc28W1MR9Ry28lX9jW5KnRZN6rvBfGW5kzRRH2r7qlQW7NbJYL45BqRLW7pYBFt6RysdtW5WLwRY65GmPvN37LDBVLrM63W7WyqK_8f8bJvW1tRlcX49v3zXN7k7vDv_b9yKW7mP5642_rhNwN3xDrh5K90_9f57sXR404 )
by Amanda Caswell (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWmgcF46z7frW8y9xlt4w3BLJW2gkVcw5SpYTvN8Qx57j3prCCW7lCdLW6lZ3kGW2F5wfm93v_g2W5_Ndmq6hYlf2W5xKw5F6RXXH3W2Pz38l3WXR4-W3X8jvF6rldFxW5ylpT45R4gcGW2hY8SM32QbwXW78PxBW9c7YdfW8bHcvG8MwsCyW4_N_RY1KgcdcW2wtgwx75MzTlW8NGJGK5PNWGZW2_dQ6h1v23cNN80H6_07KflcVpjzy19cPQK3W8wCd8b3XSHVlW5vsj414tcXPVW51Z23H661J-kW3cnsCB6bqGVbMhcX6FRxn8hW83XXG_6t8lzYW8ZwXv68FSDrzW3t5NZD1d4FqXVS2dM91XldJ2f78WlRj04 )
BUILD
AI
Why Todoist says less AI can deliver more (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWmgcF46z7frW8y9xlt4w3BLJW2gkVcw5SpYTvN8Qx57j3prCCW7lCdLW6lZ3lcW67m9st6qSWFRW3JLj-p5-zSJQW2m01Xd69fs4-W3t1GK-7Dx-PnW5lrJQ59kvmyKW12KRbS5b7wTKW3cMXkN49wCn9W3g76nt5R2nk1W6YDDWw2C8_zTW3NHl-Q4s3xgLW3-t6m03NZgw8W79WGd_3Mxq4XW57G8PN5KCjSvW1Kpd_j8vX5SjW1G8Vj0258lvwW3llsYC1YV_jLW8DdbQB2KBrDVN8Cv_Kysl-npW1qv6MZ82X-VcVpDh4M3S_S3TW1Xjxgs13cK4cW7L58B166JtrpN4-83dGftGVxW70kc3_6k1vkgf7rQh-n04 )
by Frederic Lardinois (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWmgcF46z7frW8y9xlt4w3BLJW2gkVcw5SpYTvN8Qx57j3prCCW7lCdLW6lZ3nsW7gFP1899RLdZVG1xY266nLR_W2Vm9nx92x6bVW4BYgfB1rW1lcW8Wrngs6HPdv2W6QVJZG8gXj6gW8hnCRK7JJBPbW6XtLL54p5tKqW12_07H6yS4yMW98pCvw6JBcN0W3ZykFZ75_RLzVhfnZ11s2wyqW2M79Ld4GfmYpW2lF22N50pHjMW7swvd318g5gRW2ylG0K422ZFMN1190wlXWsYwW5_2zps4T43S1W57RyHx3lQmYyMtQ4B6bD8cjW4_xhpT6kxzlHW3sscsJ37zJtdW5xm1sg8gQ2gmW8HH6HP95-qk9f6dqhQ204 )
FROM OUR PARTNER
Stop Deploying AI That Doesn't Know Your Business
Modus gives AI a live understanding of how your business works, not access to more data. It governs what each agent can see and composes exactly the context each query needs.
– Unifies structured, unstructured, and tribal knowledge
– Stays current as the business evolves
– Enforces access control automatically
– Powers agents, copilots, and company brains
Request a demo (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWmgcF46z7frW8y9xlt4w3BLJW2gkVcw5SpYTvN8Qx5703prCCW6N1vHY6lZ3l9W362zTt4yqsZJW4D-G137xdSfDW5R6M5v6_1grPN1XGJcxJ8JJtW3f8zZL6g6hZrVWpzQ58CXySpW3yXwhx7hvDpWW6X_fJZ3qGLxDW43r57X7NT61DW1ffDf85JHHQZW60XdG-33KgB7W978swQ3lGvjFW1chpx96Hd9VWVk4Jkl541f4fN612JcY4B08YW5CfKTY43JsMhW2hVlP46nrx3zN6M9YjH6K3ywW4K_BnR72XXjfW7bZ6VF6d43WDW4-RFcp2qLBCVN8qtDm3PKs0cf480pH-04 )
FLOW STATE
TOOLS
Learning to code shouldn't feel like reading a manual (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWmgcF46z7frW8y9xlt4w3BLJW2gkVcw5SpYTvN8Qx56K3gP0xW69sMD-6lZ3kLVlbMWs7XvM5SW1WlDQs1gc3trW1HkhKG5CvZB-VDKZ7T2C--FbW2rv88y49PL4NW1f7LCm1p0pxZW1vMDy8113cNHW8Bw5wl5vFR9QW1rrtsX6ppPnVW684b0g27ZCmTW4F7-ht4j814cW4WNHMK63YnHgW4Qld-x2M99GHW1v8vZY3F7_X-W1Wtzkl4sgC9GW1-pXt63x-1qYW7MD5xJ1rYqgDMz74-fnBT5fW2J347W2MR_36W6_GCbR9l5QGdf3LkNl804 )
roadmap.sh's Lesson Packs pair short, visual lessons with real hands-on projects and an AI tutor that's there when you get stuck. No fluff, no filler, just practical skills you can actually use.
Browse all the packs (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWmgcF46z7frW8y9xlt4w3BLJW2gkVcw5SpYTvN8Qx56K3gP0xW69sMD-6lZ3kLVlbMWs7XvM5SW1WlDQs1gc3trW1HkhKG5CvZB-VDKZ7T2C--FbW2rv88y49PL4NW1f7LCm1p0pxZW1vMDy8113cNHW8Bw5wl5vFR9QW1rrtsX6ppPnVW684b0g27ZCmTW4F7-ht4j814cW4WNHMK63YnHgW4Qld-x2M99GHW1v8vZY3F7_X-W1Wtzkl4sgC9GW1-pXt63x-1qYW7MD5xJ1rYqgDMz74-fnBT5fW2J347W2MR_36W6_GCbR9l5QGdf3LkNl804 )
GUIDE
The developer's guide to connecting CRM data, AI, and app experience at scale (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWmgcF46z7frW8y9xlt4w3BLJW2gkVcw5SpYTvN8Qx58b3gP0xW95jsWP6lZ3ppW5thtq05F9bXdW9bY_Gv3Nf7TNW2RMvwS8PNMN8W6m--0R1ZbWFdW7Hrpfj6pFJHRW6VJQLf48Rl2DW10TCMq4W5f2-W6J-M1q6lSQXfW7Gm4vs1w0VGRM63SnQ9Q6y7V33R6K7Xdnj5W83mJBV84KtZ-W8xRfhW5pBfqDW270M1L5J8Tx6W6nGYz37pkZCbW6nbJqz2XP8tSW2NqF8M4N8YfHW2rqB2m99gJNSW5RRvcG86H96MW1Cjssz3dFHkjW4KKKyz51-d1yW8lXVnD1RyhwMVxftYZ4gqJF-W6R_r2X8MKntSW4lKs_M7TVgkvVlvF5v60npJLW3rNYTS7jYxvcN4rFKnx74nx2W5_YHvL6VJCNSW6W4fng2C0Mj0dW1lP404 )
More than 40% of agentic AI projects get canceled by 2027, most because agents lack the context to act reliably. Get your copy today to learn why data, not the model, decides whether your AI succeeds or fails.
Download your free copy (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWmgcF46z7frW8y9xlt4w3BLJW2gkVcw5SpYTvN8Qx58b3gP0xW95jsWP6lZ3ppW5thtq05F9bXdW9bY_Gv3Nf7TNW2RMvwS8PNMN8W6m--0R1ZbWFdW7Hrpfj6pFJHRW6VJQLf48Rl2DW10TCMq4W5f2-W6J-M1q6lSQXfW7Gm4vs1w0VGRM63SnQ9Q6y7V33R6K7Xdnj5W83mJBV84KtZ-W8xRfhW5pBfqDW270M1L5J8Tx6W6nGYz37pkZCbW6nbJqz2XP8tSW2NqF8M4N8YfHW2rqB2m99gJNSW5RRvcG86H96MW1Cjssz3dFHkjW4KKKyz51-d1yW8lXVnD1RyhwMVxftYZ4gqJF-W6R_r2X8MKntSW4lKs_M7TVgkvVlvF5v60npJLW3rNYTS7jYxvcN4rFKnx74nx2W5_YHvL6VJCNSW6W4fng2C0Mj0dW1lP404 )
HOWTO
Test data wait times are slowing AI adoption more than code ever did (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWmgcF46z7frW8y9xlt4w3BLJW2gkVcw5SpYTvN8Qx5703gP0xW6N1vHY6lZ3mPW5l5bD_2wrvhKW7bSFjF3fH1J9N4C_jG3_2LcsW2gWy7p8qyN4RW30HNDp3TlGD0W1znRBp31RVS9N3nDP8H62Q4fW8mpCZB5PTjRVW5bkF3_5Q3VJBN8v2h5sBPNYpW5V9ykN7xxJ_VW2hzV-N8_dMwQVB3J4z97BlzxW6hQjdq852M3kW8wF_Qc7dv4CzVhvyjd4lVsy2V9SVgf71bSzzW4v-cX831LsgWW17LdP_4-pNqVW5N1xy789bWCJW54SRLD8Hp0LxW4MRM4y8gqlzHf1hKRJF04 )
AI generates code fast, but test data delays block delivery. Learn how to fix validation bottlenecks and unlock true development speed.
Learn more (https://info.thenewstack.io/e3t/Ctc/L2+113/d5qLSh04/VWmgcF46z7frW8y9xlt4w3BLJW2gkVcw5SpYTvN8Qx5703gP0xW6N1vHY6lZ3mPW5l5bD_2wrvhKW7bSFjF3fH1J9N4C_jG3_2LcsW2gWy7p8qyN4RW30HNDp3TlGD0W1znRBp31RVS9N3nDP8H62Q4fW8mpCZB5PTjRVW5bkF3_5Q3VJBN8v2h5sBPNYpW5V9ykN7xxJ_VW2hzV-N8_dMwQVB3J4z97BlzxW6hQjdq852M3kW8wF_Qc7dv4CzVhvyjd4lVsy2V9SVgf71bSzzW4v-cX831LsgWW17LdP_4-pNqVW5N1xy789bWCJW54SRLD8Hp0LxW4MRM4y8gqlzHf1hKRJF04 )
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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!