Gemini 3.6 Flash can quickly understand context and help you create your own custom creative tools.
For example, it can extract real natural textures from photos of your environment to build prints and design elements, then quickly export them to use directly in your workflows.
I think this process is an interesting way to teach people that time budget shouldn't equate to time pressure. Hopefully there's a realisation that you need to budget for enough time to get the job done, with reverts and changes factored in, and some additional time to iterate or improve. It shouldn't be used as a deadline. You won't get the results you're looking for if you do that.
Signals are useful, but they can become misleading when people, institutions, or markets change how the signal is produced.
Do not trust a number until you understand how it was made.
A key concept to address in AI:
Intelligence is not just having a large context window or a big memory. A model needs to know which evidence deserves special treatment, keeping that evidence from being washed out, and forcing it back into the decision process when it matters.
@JohanPoyhonen Three bottlenecks track for me too. Context governance, memory, skill routing. The fourth I'd add is provider routing. CheetahClaws ships an --model flag across Claude, GPT, Gemini, DeepSeek, Qwen, MiniMax. The harness is also a model arbitrage layer.
Cox pitched “Voice Data” as ad targeting based on private conversations. But the FTC says the product was actually brokered email lists sold at a markup. Cox, MindSift, and 1010 Digital Works will pay $930K.
If your AI tools disappeared today, what would the scale of the damage to your workflow be? I feel like it's quickly moving into the same territory as if you were to lose access to email/IM. You can probably still do the work, but it would take significantly longer.
Goldman: agents use 4x the tokens of chat, multi-agent systems 15x. US data center power shortfall projected at 45GW by 2028. 600,000 skilled trades jobs advertised last year, 150,000 new apprenticeships. Ford's Jim Farley calls it a full-blown crisis. The agent era is bottlenecked on electricians.
Higgsfield Supercomputer launched Wednesday. One prompt, routes across Opus 4.7, GPT-5.5 Pro, Gemini 3.1 Pro, Kling 3.0, Seedance. Picks the right model per task, generates the assets, drops them where you need them. "Build a week of Instagram ads plus competitor analysis" is the example prompt. Cross-lab routing as a consumer product.
Baidu Create 2026 today. Miaoda writes 90% of its own code. YiJing is multi-agent for livestreaming. Chinese livestream commerce is $500B+. Worth watching.
Rufus is gone. Alexa for Shopping is in the search bar now. Compares products, schedules purchases when price drops. Curious what this does to sponsored listings revenue.
Cloudflare and Stripe shipped a protocol last week that lets agents create accounts, buy domains, and deploy apps autonomously. Identity, auth, payment all standardised. An agent can go from spec to live product without a human touching anything.
Anthropic launched finance agents last Tuesday. FactSet fell 8.1%, Morningstar 3%, Moody's and S&P sold off too. Moody's is one of the featured partners and still got hit. Per-seat data licensing looks fragile when the seat is an agent.