with Google Cloud, I'll share some reflections on where we are  
today with the world of building AI applications.

New and shiny

the agent factory podcast episode 2

The AI Evolution: Blurring the lines between AI scientist and engineer.

As our recent paper, "Smarter Authoring, Better  
Code,<https://c.gle/ANiao5q7HqWjskIymf7_0sIa8kpZx67mRQe6QYJ8eAF0V_02GjtSa0663pBSWmrZ7vZTWSg2e-mJzxB_h8VRNs52ZX3YV7lKMMZXcdvf7hIOIyTx0zAqdBcC9pGDG96Am41sEvEk2Qz6wXEQmlufeMOmSrGjvsOsD__EXw9eyx2XsfI1ow3ufO9u0KGBO1MP0XzVBJmuXejq2XMqqnz4LQelKLaMmvTEp9Pu39J9LEVtVubO7J1yYfSy8pXysZ6POY3QgzOuGGdrUO2E2J3q3i-2CYCWDmapwFF7Yc9CSZTi-vN1q-bPbruElijXQ02fj4SoO9yd_kVYlg>"  
outlines, AI is reshaping the entire developer experience. It's no longer  
enough to be an AI scientist; you must also be an engineer who builds  
end-to-end, AI-first products, a process that now includes everything from  
implementing robust  
security<https://c.gle/ANiao5quZyzZZAyaGDV9KVmbC-1a1EMBqMaTEzT2z2Pt5dFI6jqAa_X5zsOhvnh9oYtCQdzlcZZ_clCPw0cTBT6QCw8QXaITyuCSv1HSJhsxrqjKO84UhQStfgUbGzSViE-U8wor6Zf192oDOS5iXyvFcBLxsCBWZM8oNmDWY8uTJ-LQ9Phq3PG5sLGfpD32aaNX1H9RG9ZxdJE6yG7_2OWH>  
to ensuring  
observability.<https://c.gle/ANiao5pJGxg-y-95IKxHg5Tlh_rdnOROQ-6ziVNBiNH36hM_PDHFggPbr_fLKPjwml5HKTbScsBxWGax2xjuTwqBRy8FruFmEnBqIuHTUMngNpqLweJpa9NOqaNF6sTHVPylW-ozl01Gm41i803hd4TXKxSSjDNIr4gubps2YbFtMOoS3kBz-o1begjJntDHIotrd8TG_jBNzAiFYkdQ2F0apzEAWjRj5cLza_-GGSpYip7cfNTJyfao2S7MHYKGMWNGT67WoXDvHQ4znvnale0p0nCyxe0thvljSnI>  
The AI builder must master two things: building with AI to accelerate  
development and building AI into applications to create smarter products.

 From Coding to Collaboration: Gemini as your agentic partner.

New capabilities like "Agent mode" in Gemini Code  
Assist<https://c.gle/ANiao5o4zSHAtO2q2cb7iVGmSecjohNz0vnwvrjTEtditOVHaoUZLUCy8DGmafq__wrIe68iryLQLlGyspHjQ9_FWakP9G8UevGM7ddeqT0uPiX4SGuyJZr_nhIOjsox26BV6Qb90UdnAasbA_WvJMzD9kRkNoGmz8GocMsFgmtNbpkNJQnTIGrROvZ6lcpruDYTN-8EiBS5iLyLn3-q9e-1tKdtv4nnqotqsuYr9cQlbZ4JaSrC3EmpM4UjipJBDjKcO__l_JRtAtTxgwGjuQplltgzmkoUK7PeknREGDlH5tke4xG29s8jOgbhDQcBVHAtZBIZLLYK4DWWKSciHkUila25H9OKssDpIQ>https://c.gle/ANiao5o4zSHAtO2q2cb7iVGmSecjohNz0vnwvrjTEtditOVHaoUZLUCy8DGmafq__wrIe68iryLQLlGyspHjQ9_FWakP9G8UevGM7ddeqT0uPiX4SGuyJZr_nhIOjsox26BV6Qb90UdnAasbA_WvJMzD9kRkNoGmz8GocMsFgmtNbpkNJQnTIGrROvZ6lcpruDYTN-8EiBS5iLyLn3-q9e-1tKdtv4nnqotqsuYr9cQlbZ4JaSrC3EmpM4UjipJBDjKcO__l_JRtAtTxgwGjuQplltgzmkoUK7PeknREGDlH5tke4xG29s8jOgbhDQcBVHAtZBIZLLYK4DWWKSciHkUila25H9OKssDpIQ  
and the deep integration of the Gemini CLI into VS  
Code<https://c.gle/ANiao5qxcFH9cBwwpvGLniBWrBdSeypeU4IMXYzVDB2lXy6amfKorWdcgehFtAa018mJ4pZ-XwE6ZSX29sh7VOHleDKR1SW4OuAtuvyBvl6tdMwgLtknvTZeHfeeAWqiRT4RUSH_tMSUCM547Hewu9Ow8LMWtopIgXv0HoJ5xCeBcDYwZYft_OUle_wdUEYpT3ep-kGKy9dLZWMZpvjn9ro9bp_s-gQ_e08wIS7Y1cc7QGrAyAzaX9Mw8N3Nz9R_E-jLWCN0Yd_xvEhhhCoA16Ii9g>  
are fundamentally changing our workflow from writing code line-by-line to  
collaborating with an AI on complex tasks.

Welcome to Software 3.0

As AI becomes a commodity, the focus shifts from custom models to  
intelligent integration—a new paradigm called Software  
3.0,<https://c.gle/ANiao5rDgLoROnZyBibRRGrhxYMYDBKGa5VkpiqcvMCYpPE7U4nrwgbTRAqX-J9xbuEcH-0ot-sMR7kqQfYT1PfUTb3MQRfx0iH5CyQeRvksy6faojIRanhLsCGZ69OpYiJGDILxDG1lZ3aElIHUj9VBfLtfYhEiVsbSaljObJWVU6-N9g5q-bUxVw>  
where the LLM is the new operating system. We program with natural  
language, orchestrating AI agents to solve complex problems. This requires  
mastering multi-agent patterns, as covered in this great set of  
posts<https://c.gle/ANiao5pYhlp6h3WibFZ4ZUz11zXnlrB5aSHtVX6glGN8kLnYLwLIJoQ3pwKTHaKGwtltmCxGG62RiWyILwSMfJLFGm_pWKNximmcuhRD8Ua5eyI2XZ6-FF7tLLAkG3kFTwQzoIRaNchK9kBGrnyx6UNt9Ko83FsX6gH9y3Oax9brIkNUYfQklJ6XfdaLribvVrzjv5SD6Ccepq_CarcSFtShPpzmZZ91YdDiur0>  
and in the Agent factory 2nd  
episode.<https://c.gle/ANiao5ozyCBvCtR0WazVTh3IS4l7OUbTzEKSKlCC8UZP1QGB2MC3YCtd9xXVbKp8GUisDV0rd9hzILWEA_qEFNusYyVrxeqtEDK41ywekL68jPZBX7C9cDV78TywYMvhBB4_DSOh3zsiucJKgubR0DiKSua6VX_W9QGADOZh4SHItPRNgz4Bm8553lVQqZLn3MKKnAtzPg>

The Power of Context and Memory

The art of AI development is no longer just in the code, but in context  
engineering<https://c.gle/ANiao5pWaeaSk0kpxycPhABAdAiR3aooOn3TEK2Js9vbQIsRawKuKwEv9wjcNRqCpe0FK8uObbAk0Amv_3XqRnF9kjsUVn41u193LaOQg0pP7J9wExqnezrKcoxBPM2GdP0-pwkChODeG1g4Udep04YeFuk4RgAcpVzQc4jfDlt01evenuarlzqERdxxfJdadvs>—providing  
the right information at the right time. A crucial part of this is giving  
our agents  
memory,<https://c.gle/ANiao5pviAske5w4qyESvGigLprPInZVc0oFFsQmZ03XOWKaQVSCzCo8_CYM79U49VX4O4HSnIT1fnHeiSgAYKuP3tOvYgNAVsoi1TQot3SDBipU38Pbp9Wt1OnSngL0GS0-RMlbG3Kp4dgkHLIVaFj3GXy3Y_USAhTCOm908uQl1sCbvxIj513OqKSf0L-5NPLemaeX7U-0Z1XxVwXNh9oZemyDKKBIsU-mUNvRvj6vdlbO-W3mTPMdMIzFmxoEnJkpaWr1eGfATVAUXqVAvWsItyhgCJFG0k0ruLw9bE5mIdSXlus2x6BHQtGFFU9sE6IbUweiIopJt01FTcP90iygT53cxksWIKsxVsrv2wAd1g>  
and that's why the recent launch of Vertex AI Memory  
Bank<https://c.gle/ANiao5onUZVBKdTJDDV7o5bUfxKO36wnjaop_Vx0QZq4HUgiozk2FshReC5sd9LU87vik2qPi0Rhaj95lv0S6wGZmIzw05RYCd281ot8IUASLX8MHn2qsyCaqiG2h--NBKct5cb62naMwptTyRldzkMWwfqKLCwvwSmJzNwhVQ3pjRqtAuPQP6LU-YeR9dK4DqNaESv1R9dYjODDYnvNiL41L_dqE6d_E6R8r6vvrvhwVf3hbZE>  
is so significant. As we dive deeper into this topic in the Agent Factory  
4th  
episode,<https://c.gle/ANiao5r1mHjGREEkXukc4T2Q3tgs8M9ZUB3zzej9vMKUWqC76E-pXaGaarslAHY6GCAC9Bi7bmJl274HYxn9YmmveGTQT42jsnYjaxTMur4jajaJOSvvXNphh-MRyytMR6ChEnRb0xgH6NxaH3fGr8MbFBt7HAqmPUmkPiaSBEivGELifjjjexehonOvhzqRyyJCKcajgQ3lAG4fmwN9qyyladzQKtYRIS7Z46jejdPVlKY6nl4>  
memory is what elevates a simple tool into a truly helpful assistant.

This journey is the new standard—challenging, exciting, and we're here to  
help you master it.

Watch  
on-demand<https://c.gle/ANiao5oTNwv-Pi4nshsm74T698egF1ye_wmqez4WpoQAVXLny3T7teUtvPMoIP5MOHnuofNpaelC_kACKpGBYshD68VLt3-Ji0U8i8IX4zHu3ri6WJdWAtaaMqI_Oa43ih0wU5U0MqvcbIc1ZNajFWrwHMOAOWRwYVg9g9w7UkBtKV7okOBb6vqwBuw6>

Your Complete AI Journey: From Build to Scale

Accelerate AI with cloud run

We've designed a complete developer journey to guide you from idea to  
production across four stages: Inspire, Build, Deploy, and Scale. Your path  
starts with the  
Agentverse,<https://c.gle/ANiao5reHuGZ7Nx9HQsCvQsAWnosJW-EwuR8dtvsFlQYm1XtL41UpV-TLhGXRkdWzaiFtO-cyBndvaMd_Ro0VkFq4i3fvhtU-SIIqpS1hIvM2_B43qbWZcK5GrIm_EUomrGvxhLUuL6VfFPB7g4kpLY89LsrMw1dodK8u27o6hUd0-TuahTJhwvVvDeJ9GawuwzLkkSUJy7vX4RcuB8qzn2h_2qje-0DBTJBykneQdkfdLUPdznXLiRU4hz30eZ9-9zZltdqcDx2nATAr75Xf0V56B9h1ghQXkHPOq4Sgoqr489qCUfyQjVky_4d1hRs0UdUe5PLF2biI_QdpyOZIu7PS_hP7gkTRRZ7-JHd8p_IDuyciuE>  
an "epic quest" covering the Inspire and Build stages and then transitions  
to Accelerate AI with Cloud  
Run<https://c.gle/ANiao5oLxmNuEklvGf9iJ33R-hoSf-RvyvTu_0UW3M-elmnAm83ufzx953w3AMhr9kwgxPu9yMPSZZSHkvxeORj4iVmY5rl00MbNZ1_i-wGNMpgn-AlpO_2z2raelI5aiUZygxBdWkvEneaxkwq7brahg1VEna60O12-DbPRxSfC9gGybpnbOHQCyliCQKkxo9uvq2QrGfvQoci0qcpjtLfWZ0zB3k0fX1JyPYdlCzLAOK9P3lEBH07tJRwEgUGL2P-YDXp-nqry6w8R6BdA5AkCLKWkssyMCV6voPAO5uBC13nSO7kTTKtPtTLsidLPoAq8FcChQKQKjdMaQfHL3z0GYs2SzyTZXyoOtzBVxO2UavrJ9GZmL9ZjSYOuOyNN1m7XNFALbYS-nGpnrJw-93-DCPr5376i4RRt37pkslOS>  
to focus on deployment and scaling.

Join the  
Agentverse<https://c.gle/ANiao5reHuGZ7Nx9HQsCvQsAWnosJW-EwuR8dtvsFlQYm1XtL41UpV-TLhGXRkdWzaiFtO-cyBndvaMd_Ro0VkFq4i3fvhtU-SIIqpS1hIvM2_B43qbWZcK5GrIm_EUomrGvxhLUuL6VfFPB7g4kpLY89LsrMw1dodK8u27o6hUd0-TuahTJhwvVvDeJ9GawuwzLkkSUJy7vX4RcuB8qzn2h_2qje-0DBTJBykneQdkfdLUPdznXLiRU4hz30eZ9-9zZltdqcDx2nATAr75Xf0V56B9h1ghQXkHPOq4Sgoqr489qCUfyQjVky_4d1hRs0UdUe5PLF2biI_QdpyOZIu7PS_hP7gkTRRZ7-JHd8p_IDuyciuE>  
to face the epic final boss! Will you be the Shadowblade (Developer),  
mastering the "vibe code" into precision strikes? Or perhaps the Summoner  
(Architect), using ADK and MCP to design a whole army of collaborating  
agents? You could be the Scholar (Data Engineer), wielding the powerful  
magic of RAG to fuel your creation with vast knowledge, or the Guardian  
(SRE), raising a shield of bulletproof AgentOps to ensure your agent  
survives the battle. Whatever your calling, a legendary adventure in  
building real-world AI awaits. Choose your path and join the fellowship!

Begin Your Quest with the Agentverse  
Roadshow!<https://c.gle/ANiao5pT4h674_W3WyG6noyNymuRAEi9_C5br78lecub41IWwrB8DJapikUwHq9dZX1e5VXR5r5QXc-e5ZRnYK6Xpc42Qkni1JpwhNGuH24kfBseIooUVI_gHmBYEGjxtn_XeVqUDDjX0uczyVbOwKtAcpYu2rFIH_K7s3SPOm7BStgPlntND0VK3qqG4rhGyx6XF9TSc65u__j9V2_YRDMzjyye_n53g-8EcsRr86agT1MqLrWfursEX35WVIoNz2Kr0WC2137jF9U0bdlsH4I9ebF5hyuHbJqmm-6rSwJq-u2ZvILCeTmJcoS74gpklv9_6-r91bh9oFAjBLzNQeB6JezE2HNT9uMFuVGfXXWCNZbMwEYGiR84leykJw>

After architecting the system, the Accelerate AI with Cloud  
Run<https://c.gle/ANiao5oLxmNuEklvGf9iJ33R-hoSf-RvyvTu_0UW3M-elmnAm83ufzx953w3AMhr9kwgxPu9yMPSZZSHkvxeORj4iVmY5rl00MbNZ1_i-wGNMpgn-AlpO_2z2raelI5aiUZygxBdWkvEneaxkwq7brahg1VEna60O12-DbPRxSfC9gGybpnbOHQCyliCQKkxo9uvq2QrGfvQoci0qcpjtLfWZ0zB3k0fX1JyPYdlCzLAOK9P3lEBH07tJRwEgUGL2P-YDXp-nqry6w8R6BdA5AkCLKWkssyMCV6voPAO5uBC13nSO7kTTKtPtTLsidLPoAq8FcChQKQKjdMaQfHL3z0GYs2SzyTZXyoOtzBVxO2UavrJ9GZmL9ZjSYOuOyNN1m7XNFALbYS-nGpnrJw-93-DCPr5376i4RRt37pkslOS>  
program completes your journey by focusing on the Deploy and Scale stages.  
This developer day gives you hands-on experience taking your AI from  
prototype to production through three core labs. You will begin by  
deploying a secure MCP server on Cloud Run and building an agent with the  
ADK to communicate with it. Finally, you'll take the agent from prototype  
to production by containerizing and deploying it to a GPU-accelerated Cloud  
Run instance

Sign Up for an Accelerated AI with cloud run Developer  
Days<https://c.gle/ANiao5qYQW0jCAN6KJxdrt79hHcqJngAoq72xO3zejQ2cZYB44WBsp028qCbizOKJsyeYvxcu2iBYISXRFY9VN1F8dyigDMw1RsuWdylJjUb-TUP0wMPmJW6XC2M6nuDb9r-EYahUpZyeCda69c-Kw02TFLQQjJhg1QnzJZKq2Hjc63g-bhiQnfFSqvgv1exx1p67QAiDzwvfqUg-uRopzhGkqRLFiOWaIXlgvmUaiJ7kVeDtrdNkjNNjLLvHqWDBinkL3LAW81yuzCEd5Bd91iJFp9gXocQF0wMKRzltf7is0fLf82qVcatMgwqb6pjRzQvwVxzJbVhe-g0Mg_HJ7Uedc02tHPsZxt7yyFCNhVBpo-UwUV65B47UVWUE0Nwjn_ntjqz1WKp_uNKj9UAQ5JE0by3sWzwWIQB5EaKJmH2ory06NGfEIkz9V3zSc4>  
to build your agents for production and scale! More dates and locations in  
Europe, Middle East, Africa, and Asia-Pacific are coming soon.

The End-to-End AI Platform in Action

These programs are part of a bigger story: Google Cloud is an end-to-end AI  
platform. Here are recent resources showing our innovation at every stage:

Get Hands-On with Your Data

This month, we have some fantastic opportunities for developers looking to  
build innovative AI solutions on top of their data.

Take the Challenge: Compete in the $100,000 BigQuery AI  
Hackathon<https://c.gle/ANiao5rdwe0xAcVJjwOlTypeekDhdxX_blOUI5zf0D6xs4x8ZCkvsduskExnhhZ1r1TFYGUG-FUHgQJJzrmk6NiKWKoL4LObhpSjI8Fu_kN3jCCM_joktFACxByEsZYKgdmiWcWBZQRDNzlxbYL4prQMB06mwuZi7dsw9xjv3DH1cFApwTht0A4iOXGYtt7ISjU>  
to solve real-world problems with AI functions in your SQL environment.

The Data Agent Journey: Start with the vision for a "Vibe Business  
Intelligence" data agent in this  
talk,<https://c.gle/ANiao5p-T8eOVFIotK2h4VL2_40ACTn3SYDsdbQ2MGvLJDsnrSmHjff713-vN3KtD5kaPgCXmjwLd7ZmhJmrGX8HZnVk3yl69rgcdHU2GUwVHWnl4ZoHEiIM1xvKWqc8mbeTHPJzJoqVTJZvvopFgsKRajOwx0CFkZg4VQ>  
then learn to build it in this deep-dive blog  
series.<https://c.gle/ANiao5p1lWcR-_28Go3zxPmHKJWpQ1v8wvErB7Zw4SOCrrB3tNmeNLwwTe59Zj73axXn8a1pYVY5Clyifcx1dOGjVGtNmG-5Rngrz6Zu8cdEQZH2FqWplQIocxP1cDhtc26ypeRe3Y2pi6WeYsIRZCiGgxMKVzNOK3WpqQ2qYr9b99csI8F9tE7Cu6PTQmN8lhOXBumRiuKutdOTDCcFQeYy>

Core Platform and Dev Tools

For Model Flexibility: The new Vertex AI Model Garden  
SDK<https://c.gle/ANiao5r3xG4tArWGj3PnNu6_E0RXjdzCkAE_09c3pfK-jbfhKmYJO5etwX4g5s2og17nb_Gwjz1MZiTQz5cjmUmdk3NlgKeBxDUGMZd8uxbzV8YdigzHjYpHmqsHweyOUKgkx04n4vg0fV7OopmN0VtXF9FadYk_H3SbVT7oo2rf-L8OtPyW4MHtC9NXUQgmZUUp5c7k1gDhbCrQCBAs6kDzrk6g6soZ5XgOu_HNNxn84zDUd0hRask7MFdiJOhcDvLAvgkdDH47csv6mO8_2EVxSFBLbshDVm1fMjSqnwY-_HjQ3Izn-U2Hh7Z146zJoO1MdGBZW9nrOoi9ZwogMk2C>  
makes using a vast library of open models simple.

For Custom AI Workloads: Deploy a production-ready blueprint using the GKE  
inference reference  
architecture,<https://c.gle/ANiao5o96QH8_5si0YXxAXxdsT3HcKxYIoPHHtK8QgwDGHLFtUeFYZlffWcIqiJ_pKejjTOyLjqu2Re-4bRsNfShP5-O31x8qp54KiI-9pFu_DRBawpPBTeLvXIE7YfBGEgSUuADEvrVFYAwH6O8SXlXSp_XYbiMa8DXovYmX7qbD0VHnij4oZkpTlbSpXcwkuveKwWZ1W7c3ZjxC0OoDH8x71L92Vv6d0v4hbFWdSKxbBBKPg7H4WfRNO8wKrAmPfF2EKeY659Qps7NQHUE0tJFktAIDcLyi2s21M3s6Xz53Q1AFSqUDiyQT-qP0_qhS7UUaY0uGHth5uQrafHJn_dj8ilKtdFP0WOg_wlnwedClRbTc2gIxMl5K2M1MWQDsPKfSCJnVHAzneDH2CVf8wnZBNuuisCUg9TCugxlKqrM3fUz9LD5UOFbF_O7lULpOInxi4h21UKMCePO-9Z5zsYIkvcj1g>  
then dive into our new AI Hypercomputer tutorials to serve Gemma  
3 ,<https://c.gle/ANiao5qDFBWPK9szsC2EFqIIk88kGvT-AprAKkcYeqT60WOY72K7IfIsP7wO5O4_MudaunsyhsvSSgX4s2thda_C8CSz6pDm_AlQRSqbcKYxtXnujoYsLwkPpkn2H807HLJ1jYd2jIA7Mhv9_oJgfRtQYMU4sUksX_DY0kF4lOnG9vbmh21jODap82ZqmR_JMSkQgOJ_fNxTRltwfNotY3FeJeqJ9OdAbLI_ZEwKypbIaFUeAPeBgNj88-B-OUuKj4wFl8Ck5m5yb9C4gWaFsxaCrZ206i-QtKvSNpKZ2ehwTetHHeNIgegw5VaNnWHYdTP546fhQlXWp3o>Llama  
4,<https://c.gle/ANiao5rZ6HN_6cdzQIdZ22Z5sQhoqMVk21PuxJet2jFNYV8e1J7SnpLRtoa3aFjSpHOhI8Em61R1XRH0uUd_6jIKfz6yRTcNvmWAPKvNYwRzj8zi9T_DWE1EQCZYvAGspFq9nB7drCFIybmaKC4PPgImt6LEUI30ThBSzhkM7dsYwqoXqe0Q-NnGZD-c_GaP_8eAY4d-xltLta7OJ0_W-CVFGLt0NL_cXwAEcKJFbxZ-KGX2eQEDfnHegi98ZsfCarh6sGA20_EKoNUuc7S4oUB1wFkXZ_jw1rVH2hRkXWBt6BskJe3C3wtq99Vprq8>  
and  
Qwen3<https://c.gle/ANiao5pusi7kJkwINMWM8QlDZ7PAWw_oNbqHDHrPcU7Nl7pH_eaoTRqu5IGMr4C_muRDWCfesmPvIEHAh6qvylINoOc1rhx3u9jNADVWbeFxopBR0QzDeAAjIOeulrhNsFB4M1OPupZWuC_z86aITCXLkOYtWB5WhGeuppU_4qpTc5rjQBDGmvXGx6Xcb1Wd-l-7jOpFilelX3kqVoCD>  
on GKE or fine-tune Gemma 3 on  
Slurm<https://c.gle/ANiao5oMdMkpcV8j29sfgZJFuaFi74NIAMt_Cz0VAJ7XJ-L9p8F4zTDfoXaBI0gUN9K0C7-PS75f8jn6T1Bt6LViGfvzDokaIhmmGwdgDNXB7SKjZwHezBDNe9XxKV0ia3eS2VdvaLskvcrk2s9rKChkDMXZc6grTzn7s5n95wbQrHHo6bc-OE1ijnKPQ_hZcBkaHdwsXpTTHCeelB7EPQ>  
or on  
GKE<https://c.gle/ANiao5p2WQww1yHfJSs_agv9I_Gov9JaDbMQVDth9hg6by4aRIGKP_4PpYOYlxxSfAFcRtMAMBxSPD8AS56qGeSjqPLVPKUFVwieVT9AUCfpd9bB0FO1aP3bZWBZpwwmgbbQy91_YMB5m8LuRpyaMOr9CNdoHKYqua1A-e5_PcT6HsiUhKbHjmbeKaTRwT_Qe8EQPl6GtfYVR2azomJFI-sHXhJmu4SRrYwVoLs4uCm2Y5yvKUSbYA>  
or train a model from  
scratch<https://c.gle/ANiao5rbMvdeyPr3En2LNcL7LaORnPUfyFdxKv4d4HlHybc68anTaqSfXJx8dISJidV95aUHoYIDBpI8aTtg7NpCWrHBG4yuzhNrIUonntAOTaAM02e5xq7GqzIOStlQ7syFioWlnVSrj5rTNFAyLLM_ZoiPXPtVqfnlXRB1hcj93AjeYFcXt7QHKHLVLvW46y1oBs3gNLlV1Qw8Y2HBlftfCVivCInJ-FZpE5kxjSDuSjGYxL7KxQ>  
using Qwen2.

Gemini CLI

For Agent Memory: Learn about memory management in this post on Agent state  
and memory with  
ADK.<https://c.gle/ANiao5pxrnyJDeY-941SVONG-EuHIW8Ha_eOVg-SefUgGx6le0eKEqmQdR8dQfbDpji8D9PMVZUxPLiR_yuMryfaVDtdImPj7YGB8PJzbQRga5tdaeANK7O6vFULgjZq2HF9OPCPeZeqFvRqYElcG29MtbJ2Q89nEm-H4lIoTm-LHudHGcp_u-q6igtZOOLXcCijF4yDg9Si9tGJLM9Np7tpAk9zgIe42caDORusIyvB4ZMAlgQqikBIHeHeM4_iftG9wIU5w-0p4gLmwHhnGRDb6Zu-Q9Rw-vHW-Rck8w0M76H1VuVlOM-MyDgdDEmJRorcPx9k5A3nKxbvZ2J0kwfRi4PmTPpzjZ8CpVzpino4LZ2I5ymSuYcMLD4DwL1QpkUCwgoB>

For Hands-on Gemini CLI Practice: Follow the Hands-on with Gemini CLI  
codelab ,<https://c.gle/ANiao5opdqCs2L4RtOJTiNCd5cadk9xqWRc9MAYggzEE_KFbs9jHebGnNfU97O69EV-jOZAvH_WtzHNZQio2RNKBHpoRaQhgDiI28G6LGEChNq7dJVjQXPYriNv3TtqQY_qpN_xQGAaMx7Wlhr4ef5SOIbuDhGei5cfnpwWXGPC2r0pkFj5oxXsgo-A5v2Uh9eUlIxJQUXZrE_6wmWTMoWYAdLy6iVOwbaiypGiVmYvZENpGcPp9kMvHRI7XU0MfB5ui2vVvK5w9v_Y_Kucj-mcqHVm4J8AsUnIOWj-fn7Ma_In17b1aSLhTAJktWsEHZu-ke5EwD6D9>  
learn how to create custom slash  
commands,<https://c.gle/ANiao5plQnrDoIfP2vireNXoq51VzXjQhFYfjoYO-rFfzq3erR_aXnLZ7iXLYwcQLqjsOkOSSSux24ae5YAwShT6v21jjnJO5ObzPCoIHHlmjqV5w97pN7WC1o3PN7pVKIn25tUI8cFbY_Bp2kwt47sAgch92arqap5XmK4ZXduYUBfXYZlgTdgKgx9oWt2fttl-s1lPGOdESgs7a0ytpTOQaWf4xgsBoeqlRxdDuwnVMU-ipPjCuISjVu-KNAx-Jhtzs4sGeooZ1Ka49ygngQgI3t0smylhdrQQe66tUXZY7HYpugTp4a7DAb0ATfG0Px0dJUUghgbmWcZaLn5rI1guuUbrmB5B9afUMQvn7T2T-w>  
this  
repo<https://c.gle/ANiao5o3WpelyNL-DaHN-TwE8OFOgOCyNqfn0rD7wmo79KcJVtQfIXdctbRIUvFD_UIvwYAGEli7X5FO4-dVPTAGAj2hV3WulssXuXlyMz54gxOU5V9oUxceGoWE04FLke2MtRL_iItepqzfLXj3iULH8aXSnavM2GmsYJR8b28H61iQ2rr3Jfvux64tYvgcOh1HkqcQKrTusvW0miM4o3XxZl2O5J59-8IqEbQo-5q-izSgoD_0ob7QP1z2PJ88iVga2JUXdpV8_oVYP0eHmRU3GIcHq05V3iuAToBYvtvxRw>  
provides some great examples.

One more thing

Go Deeper: Your exclusive invitation to The Agent  
Factory<https://c.gle/ANiao5rQor9jilZ5FY_YlnCl2KiaCWRm6w-M5qqA5i0CdicQggwZqi9Y6Z0W41KvB753qAkD_DmYH44p1bwG-b9ik7v2gEQhs0tFhgkNk7tdFxUTtvwy0sdcz3wg6H5ROrDZniplMPy8hwo4COoTcL479XHemvqVGDpsbavGVI7R-qvv0Q1koXRxPThiPxzGxkfQN5M5dAdmTbCsaWt62I0iYFCwmwhJ9QTJ8w> 🎙️

Want to become an expert on AI agents? The Agent  
Factory<https://c.gle/ANiao5qWkqRWms-potEaWhk8_fj1HSYLb2e6uriLNPWTwnbuFiyB-xwOp4Di9U02_PLoA188tewWcfU2GG-xC4XAGxb0gsOxJlWbbyGQ1uqWSi1p6uTqNQyhyxTRFRluZburbO8XZwFxvIYFxeOVgjizai8WzG237iXglOwVgtUC4JScWRRw8jG8_K-LwdfOzajZxM9jkpaBro7f1UfVXWvTSIy1>  
is your guide. We started it to have the crucial conversations developers  
need about building production-ready AI agents, moving past the hype to  
discuss what really matters.

We've already released episodes on:

- Episode 1: Agents, Their Frameworks, and When to Use  
Them<https://c.gle/ANiao5p1d8F5lV5NABuvkHvGiuba6Ma0JMLzQIdml1ng9lMASuHgXcDCr2RXf2xYxV5wx4styAWdx9daRj_RnO5FU-lroVHTzsBJIuaYm3JKpsK1imTd8WcMgj_qr7iGP1ZMA-NUAucaUtfTjGD1u49ioThIDz8PvrCvs4Pxi62wot70LbjEhJpPVi1ftvpcpAVFn2RRWxxFkU6Uro0UFU8Qa8I>
- Episode 2: Multi-Agent Systems: Concepts and  
Patterns<https://c.gle/ANiao5rSzbX2omf3ezitSpHFfSblu9kf4ddfRGGxE15z5IUl1vqNn6MOMAzVlk9pbDU957p0bO88q3SFr3muJbJPxnx6bKb7ra6V6_Jig2XS0KcpE0ZxqbsGzJq7TgC5R8ZDPdCGqtVOSq-6LaR_2Aar2-8SDRJkA3fLvWapsIBl32eXdPWz0LWDtFZEhNLYrJv9tlCHgciA4-03BVzW>
- Episode 3: Building Custom Tools for Your AI  
Agent<https://c.gle/ANiao5rOyc-CqP8fXBhwjNlNXmVZtAmKEmtDAIfmGNHDOpv7vTX7B4Phc7kq_mdueRQJ6tZCjBTpLF7Sxb2mcB2fycqk1yeQAa4xc9DAs76SJob84n-bprMN_4nYY4M9UQsCvi00I3nF_P4SACaivLD7dV_R-WXvk6VC0eO_DWWxl4hGruYNGKL2ujDFVyUVvN2quViaisU1mQ>
- Episode 4: Remember me: Memory in  
Agents<https://c.gle/ANiao5pkpR6QZxsXgEJmVYURXtSyB-QFc2t9mMeQ0vEHZ4bsCo2uJLa5G2xUYIPRtesTHCO65nH7IheWEmKm4Y3m3bjH2ZInB892vX9mZkjoDe1bYAJ9E8DOnP4M_AQ4Ci5tNfzJs9LuqVSFNhV_0e1fHfTgYjom4r-5rpUCe9VsdsCUjCJLzs4HTTvIgFKSStnAEyMaYxQ8SK0VMShlqQUT6G3A6n60es5QHpKiDGypKjJef7xj2aw>

The agent factory episode 3 - building custom tools for  
agents.<https://c.gle/ANiao5qZsA_t2-n421N17ooq7SOzGLHKCJGvwMoPT-GBYXosFEe8o5Dy9xBUH1MYNyPthoFLxhjEifXIy0guor6lXW_ygx3Aqpnwkxz_CXP0DUeK6e5wflx8pZDoDOwHRouaHg2F79T57e4l6Z3ul3eqSB-xsmbcyjeJChnPTckrwJUSEPzwzDn7C-g8LwuaXT2T3iWyOrfJQg>

Final Word

The future belongs not to the AI scientist or the software engineer as  
separate roles, but to the 'AI builder' who can master the entire stack.

The only question left is: What will you build?

Follow us on Social media.

Add your voice to the conversation and get the latest news, views, and  
insights.

X<https://c.gle/ANiao5pGxaQQs6ZKo-0_3TLHVe9PBnzv1IfpKc1kRP2TAZNHUi1FpZidykFO3y6n6no4BkZM8YY_KSUhR6HsGS6hVTPi48-yoFZqsVaCOUw8xeOMN78HmYbbzgZp5Pr47CQ_Gqn8iODfNNjMWCiDpYJp_poWYG9lq7ikWIac6LfjZtBE8p2Cpt99X12NQOkNkBlzvq3tb0I>

Google Cloud  
blog<https://c.gle/ANiao5rORTKPLmWbpAqGiCQenKqvt5LCcfxTfEniHnd4qyJYXGUTe63fLjtgDoRkAou_RlqNPtLeVe3dVNLcraYd9PVkkoHUCpvq_pnHtpmbrWO2XpKpBOnoepXzQQo8fXXG>

LinkedIn<https://c.gle/ANiao5pmYO09FHfuSj3EGoY6UryQ3TVL8OV-4JcVXsN_2bGwD7PrSPLwcyi6VVrKFPFZ8pCQdisghdSowwBR2b5ml6UEBBtFk-4QCKJw3Qbc-Lqo8VY2WSSgwP39ws2NsHrzeSxPsfA2Hm_2gT39iWctgAdTXO-f>

Facebook<https://c.gle/ANiao5o5NM9zpxbYcNcpHqJ2t2NLVyb7xgGKbcbc_s5l4W7_ig8xJ6Vd0DGwsSx_weehVfq5YWrOTa1fWchDwKCA7A7GswNlCEhWntXawznpj8Va69BOCBy5Ge0PwDZ-TusLyi7txTvnDqiRmu4>

YouTube<https://c.gle/ANiao5pSu7n31C1cB2CWhvLxBwo_BKEFA_4SPN9a80z3GBZ83lwa1mj5QnFbMsSwLi9thiHVNFSaGWdF8A74xKDikIgb6aL6YKMmi3aJr3O92tYoW4mW7YkI6nXp4mi0NWP9LF-dqnzLQ3Mm2MutCzBX6Q>

GitHub<https://c.gle/ANiao5rfvJJ78GioNE52gqGeCIc5f139b1jppoH-tHOPIrpWmLzZazg9PJgZKm-WAZu7FCc63mibj875EnPSpp5aSqGkupFbhPKpz53KMgJnGlolky0thEk3BORnoqjLZeAcfYrFvkO9Y6vOhQ>

No-cost cloud training

35 credits on Google Cloud Skills Boost. Redeem  
now<https://c.gle/ANiao5omTQFtFdWDUqNSMjoiiy5dfpG-ydHJAffA86O2Ej_UY6sTwTbiNAqtQWJo70FHjwlcaIiZtskOI0tXhW8fmQl4B8WitGo-YQn_j-LBk4H-dTUO9hVKlvVmPI3lO-3yHD6n5t9gKfgKxy3Ub_Hr3RSolnTnZFgUi_NHuZLo4CzOzvpyRjEDm1Q>The Overwhelmed Person’s guide to AI with Google Cloud: AugGoogle Cloud Innovators <google-cloud-innovators-noreply@google.com> undefinedpfeifferj@archlinux.ch pfeifferj@archlinux.ch