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316 Hard-won vibe coding insights: Mailchimp’s 40% speed gain came with governance price

VentureBeat
Sean Michael Kerner @ VentureBeat · 07/31/2025 17:43 EDT

Hard-won vibe coding insights: Mailchimp’s 40% speed gain came with governance price

Intuit Mailchimp's experience with vibe coding reveals governance frameworks and tool selection strategies that enterprises can apply to avoid common AI coding pitfalls.

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FirstJohn (FirstVDS) @ Habr · today 05:08 EDT

[ĐŸĐ”Ń€Đ”ĐČĐŸĐŽ] ĐŁŃ‡Ń‘ĐœŃ‹Đ” ĐœĐ” ĐœĐ°ŃˆĐ»Đž ŃŃ‚Đ”Ń€ĐžĐ»ŃŒĐœŃ‹Đ” ĐœĐ”ĐčŃ‚Ń€ĐžĐœĐŸ. ĐĐŸ ŃŃ‚ĐŸ Đ»ĐžŃˆŃŒ ĐœĐ°Ń‡Đ°Đ»ĐŸ ĐžŃŃ‚ĐŸŃ€ĐžĐž

Đ”Đ”ŃŃŃ‚ĐžĐ»Đ”Ń‚ĐžŃĐŒĐž ŃŃ‚Ń€Đ°ĐœĐœŃ‹Đ” Ń€Đ”Đ·ŃƒĐ»ŃŒŃ‚Đ°Ń‚Ń‹ эĐșŃĐżĐ”Ń€ĐžĐŒĐ”ĐœŃ‚ĐŸĐČ ĐœĐ°ĐŒĐ”ĐșалО: ŃŃ‚Đ”Ń€ĐžĐ»ŃŒĐœĐŸĐ” ĐœĐ”ĐčŃ‚Ń€ĐžĐœĐŸ ŃŃƒŃ‰Đ”ŃŃ‚ĐČŃƒĐ”Ń‚. ĐžĐœĐŸ Ń€Đ°Đ·ĐŸĐŒ ĐŸĐ±ŃŠŃŃĐœŃĐ»ĐŸ бы ŃŃ€Đ°Đ·Ńƒ ĐœĐ”ŃĐșĐŸĐ»ŃŒĐșĐŸ Đ·Đ°ĐłĐ°ĐŽĐŸĐș. ĐĐŸĐČыД эĐșŃĐżĐ”Ń€ĐžĐŒĐ”ĐœŃ‚Ń‹ эту ĐœĐ°ĐŽĐ”Đ¶ĐŽŃƒ ĐżĐŸŃ…ĐŸŃ€ĐŸĐœĐžĐ»Đž — Đž фОзОĐșĐž ĐŸŃŃ‚Đ°Đ»ĐžŃŃŒ ĐœĐ°Đ”ĐŽĐžĐœĐ” с Đ°ĐœĐŸĐŒĐ°Đ»ĐžŃĐŒĐž, ĐșĐŸŃ‚ĐŸŃ€Ń‹Đ” ĐżĐŸ-ĐżŃ€Đ”Đ¶ĐœĐ”ĐŒŃƒ ĐœĐ”Ń‡Đ”ĐŒ ĐŸĐ±ŃŠŃŃĐœĐžŃ‚ŃŒ.  ĐĐ”ĐčŃ‚Ń€ĐžĐœĐŸ ĐŸĐșазыĐČают ĐŒĐžĐœĐžĐŒĐ°Đ»ŃŒĐœĐŸĐ” ĐČĐ»ĐžŃĐœĐžĐ” ĐœĐ° ĐŸĐșŃ€ŃƒĐ¶Đ°ŃŽŃ‰ĐžĐč ĐŒĐžŃ€, ĐșаĐșĐŸĐ” Ń‚ĐŸĐ»ŃŒĐșĐŸ ĐŒĐŸĐ¶Đ”Ń‚ ĐŸĐșазыĐČать частоца. ĐŁ ĐœĐžŃ… ĐżĐŸŃ‡Ń‚Đž ĐœĐ”Ń‚ ĐŒĐ°ŃŃŃ‹, а ŃĐ»Đ”ĐșтрОчДсĐșĐŸĐłĐŸ Đž цĐČĐ”Ń‚ĐŸĐČĐŸĐłĐŸ Đ·Đ°Ń€ŃĐŽĐ° ĐœĐ”Ń‚ ĐČĐŸĐČсД. В Ń€Đ”Đ·ŃƒĐ»ŃŒŃ‚Đ°Ń‚Đ” ĐœĐ”ĐčŃ‚Ń€ĐžĐœĐŸ ĐœĐ” сĐČŃĐ·Đ°ĐœŃ‹ с Đ±ĐŸĐ»ŃŒŃˆĐžĐœŃŃ‚ĐČĐŸĐŒ сОл ĐżŃ€ĐžŃ€ĐŸĐŽŃ‹; ĐŸĐœĐž ĐŒĐŸĐłŃƒŃ‚ ĐżŃ€ĐŸŃĐșĐ°Đ»ŃŒĐ·Ń‹ĐČать. Read more â€ș

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“The new PRD are the evals,” Xavi Amatriain, Expedia Group’s first chief AI and data officer, told the VB Transform 2026 audience last week in Menlo Park. “So basically, you encode what you want the product to do through your evals, which might include red teaming evals and all kinds of other things, which already have a bunch of security requirements. So, you already embed that into the PRD and... Read more â€ș

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VentureBeat · 07/21/2026 15:59 EDT

Google DeepMind today released three new proprietary AI models it says are among its most token-efficient yet: Gemini 3.6 Flash, Gemini 3.5 Flash-Lite, and Gemini 3.5 Flash Cyber. The models aim to make AI agents faster, smarter, and cheaper at scale. Google is pricing Gemini 3.6 Flash at $1.50 per one million input tokens and $7.50 per one million output tokens through its application programming interface (API), while Gemini 3.5... Read more â€ș

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VentureBeat · 07/21/2026 15:59 EDT

Google DeepMind today released three new proprietary AI models it says are among its most token-efficient yet: Gemini 3.6 Flash, Gemini 3.5 Flash-Lite, and Gemini 3.5 Flash Cyber. The models aim to make AI agents faster, smarter, and cheaper at scale. Google is pricing Gemini 3.6 Flash at $1.50 per one million input tokens and $7.50 per one million output tokens through its application programming interface (API), while Gemini 3.5... Read more â€ș

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VentureBeat · 07/21/2026 17:19 EDT

GPU memory is the most expensive resource in production AI, and it's also the one running out fastest. Long context windows and multi-turn conversations force AI models to repeatedly recompute information they've already processed, consuming GPU memory and compute that could otherwise serve additional users or generate new responses.Instead of treating GPU memory as the limiting resource, why not extend it with much cheaper storage technologies? Weka, for one, believes... Read more â€ș

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VentureBeat · 07/21/2026 17:49 EDT

Poolside, the San Francisco AI lab that has spent most of its three-year existence quietly selling coding models to governments and defense agencies, released its most capable model to date on Tuesday — and made an unusually aggressive bet that radical transparency, not raw scale, is how a smaller lab competes at the frontier.The model, Laguna S 2.1, is a 118-billion-parameter Mixture-of-Experts (MoE) system that activates only 8 billion parameters... Read more â€ș

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VentureBeat · 07/22/2026 00:39 EDT

Yesterday afternoon, OpenAI and Hugging Face published a joint disclosure outlining a cybersecurity event that redefines the threat landscape for enterprise technology. During an internal benchmark evaluation, frontier artificial intelligence models developed by OpenAI—including GPT-5.6 Sol and an unreleased, higher-capability pre-release model—broke out of their sandboxed research environment, obtained raw internet access, and autonomously executed a complex cyberattack against Hugging Face’s production in Read more â€ș

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VentureBeat · 07/22/2026 03:00 EDT

Inflection AI, the Palo Alto startup that two years ago became Silicon Valley's most famous cautionary tale about the brutal economics of frontier AI, announced Tuesday that it is returning to the consumer market with a new research division and an experimental product built around a provocative thesis: the next competitive battleground in AI won't be raw intelligence, but relationships.The company launched Inflection AI Labs, a public-facing research and experimentation... Read more â€ș

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VentureBeat 3 place · 07/22/2026 10:50 EDT

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VentureBeat · 07/22/2026 15:14 EDT

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VentureBeat · 07/22/2026 18:12 EDT

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