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AI coding requires a serious structural change. Where does that leave entry-level developers and the software industry as a whole?
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ĐŃĐ”ĐŒ ĐżŃĐžĐČĐ”Ń! ĐĐ”ĐœŃ Đ·ĐŸĐČŃŃ Đ ĐŸĐŒĐ°, Ń Đ±ŃĐșĐ”ĐœĐŽ-ĐžĐœĐ¶Đ”ĐœĐ”Ń ĐČ ĐĐ°ĐœĐșĐž.ŃŃ. ĐŃ ĐżĐ”ŃĐ”ĐČДлО ĐŒĐŸĐ±ĐžĐ»ŃĐœĐŸĐ” API ĐœĐ° KrakenD, Đž ŃĐ”ĐčŃĐ°Ń ŃĐ”ŃДз ĐœĐ”ĐłĐŸ ОЎŃŃ ĐČĐ”ŃŃ ŃŃаŃĐžĐș ĐżŃĐžĐ»ĐŸĐ¶Đ”ĐœĐžŃ.ĐаŃĐžĐœĐ°Đ»ĐŸŃŃ ĐČŃŃ ĐœĐ” Ń ĐČŃĐ±ĐŸŃа ŃĐ»Ńза, а Ń ĐŽĐŸĐČĐŸĐ»ŃĐœĐŸ ĐœĐ”ĐżŃĐžŃŃĐœĐŸĐłĐŸ ĐŸŃĐșŃŃŃĐžŃ: Đ»ĐŸĐłĐžĐșа, ĐŸĐ±ŃĐ»ŃжОĐČаŃŃĐ°Ń ĐŒĐŸĐ±ĐžĐ»ŃĐœĐŸĐ” ĐżŃĐžĐ»ĐŸĐ¶Đ”ĐœĐžĐ”, ĐżĐŸŃĐžŃ ĐŸĐœŃĐșŃ ŃаŃĐżĐŸĐ»Đ·Đ»Đ°ŃŃ ĐżĐŸ ĐŒĐŸĐœĐŸĐ»ĐžŃŃ â ĐżŃĐžŃŃĐŒ ĐČ ŃĐ” Đ”ĐłĐŸ ĐŒĐ”ŃŃа, гЎД Đ”Ń ĐœĐžĐșŃĐŸ ĐœĐ” жЎал. ĐалŃŃĐ” ŃаŃŃĐșажŃ, ĐșаĐș ĐŒŃ ŃŃЎа ĐżŃĐžŃлО, ŃŃĐŸ ЎДлалО, ŃŃĐŸĐ±Ń ĐČŃбŃаŃŃŃŃ, Đž ĐČĐŸ ŃŃĐŸ ĐœĐ°ĐŒ ĐŸĐ±ĐŸŃĐ»ĐŸŃŃ ĐČĐœĐ”ĐŽŃĐ”ĐœĐžĐ” ĐœĐŸĐČĐŸĐč ŃĐ”Ń ĐœĐŸĐ»ĐŸĐłĐžĐž... Read more âș
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âThe new PRD are the evals,â Xavi Amatriain, Expedia Groupâs first chief AI and data officer, told the VB Transform 2026 audience last week in Menlo Park. âSo 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 âș
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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 âș
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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 âș
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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 âș
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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 â 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 âș
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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 OpenAIâincluding GPT-5.6 Sol and an unreleased, higher-capability pre-release modelâbroke out of their sandboxed research environment, obtained raw internet access, and autonomously executed a complex cyberattack against Hugging Faceâs production in Read more âș
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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 âș
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OpenAI has announced Presence, a new enterprise product for deploying and managing AI agents across customer-facing and internal business workflows. The offering is designed for eligible enterprise customers that want agents to answer questions, access company systems, take approved actions and escalate to human workers while operating under company-defined policies, permissions and evaluation standards.Presence is available immediately through a limited general availability program. OpenAI Forward Deployed Read more âș
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You spend weeks tuning an AI chatbot. Answers are accurate. Stakeholders sign off, and you ship it. Three months later, the system is confidently wrong about a third of what users ask. Nobody changed the model, and nobody touched the prompts. The world moved, pricing changed, a policy updated, a product spec shipped a new version, and the underlying knowledge store didn't move with it.This is not a hypothetical. It's... Read more âș
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When Hugging Face got hit last week, co-founder Clement Delangue suspected a frontier lab, given the agent's sophistication. He was right. Delangue said on X that after a day working with OpenAI he strongly believed there was no malicious intent and that it was mind-blowing the whole thing had happened autonomously.The two OpenAI models that broke into Hugging Face last week did not breach it through malice or superintelligence. They... Read more âș
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