Building the human context layer for AI - giving AI agents instant access to real human perspectives: @ov_labs + @twineoAI

London, England
Joined December 2010
Jensen Huang has a message for the UK
476
2,164
562
17,043
2,018,004
David Dobrin retweeted
Too many people are directionless, giving room for many forms of “ the answer” to their problems. Go to the gym. Don’t go to the gym. Only do compound exercises. Focus on HRV. Only walk but with a vest. Must sleep 8 hours. Must not oversleep. Must not under sleep. No meat. All meat. All veg. All farm to table. Organic is a scam. No alcohol. No sugar. Natural sugar only. No Rx drugs. Yes Rx drugs. Yes peptides. No peptides. No HRT. Yes HRT. At some point, we will all realize that none of these are the answer. You are looking to fill a hole because your current life has made you an NPC playing someone else’s game by their rules. It’s their game, not yours that is making you unhappy. Find your game and go play it. You’ll probably be happy as a result, do a bit of everything from the list above and will end up living to whatever you’re supposed to - very, very happily.
derek thompsons recent article inspired me to read more about alcohol im shocked by the est impact vs current narrative for instance, 7-14 drinks per wk reduces life expectancy by only 6 mos (!!) moreover, the negative effect is possibly offset by gains from deeper friendships
181
230
47
4,264
812,917
Chamath Palihapitiya @chamath "Bro, there is no failure." "That is what other people think of you to keep you down. There's no failure. If you were left on an island and it happened, you would just brush it off and move on. It's everybody else that you think is judging you. But then, here's the secret. They don't give a fuck about you. They are living their own lives. So it's your perception of what they think of you." "There is no failure. There's do and learn. Do and learn. Do and learn. Do and learn." @StanfordAILab
124
790
142
5,950
1,441,838
This is because the anti-capitalist left is not actually against people being crazy rich. They're against certain types of people being crazy rich. Artists and athletes make sense to them because they've played music and sports and because their success can be explained by "luck" and "talent". Messi's wealth is not offensive to them because they understand Messi is much better at football than they are. But when it comes to business, the anti-capitalist leftist has no framework for understanding why Jeff Bezos might be super rich since 99% of them have never ever created a product, business or service that was of value to other people. They've never taken entrepreneurial risk. They've never employed people and felt the burden of responsibility that comes with that. They've never pick up a business and given it a play in the way they've picked up a ball or a guitar. They *literally* don't understand wealth creation. They think there is a fixed amount of money and the only thing a business does is split it unfairly. It's why they rage at Elon and other successful business leaders. Because they genuinely don't understand why they're wealthy. Also, and this is just as important, athletes and artists are disproportionately young, attractive, "diverse", left wing etc. Business leaders are "evil" middle aged white men whose success offends the average anti-capitalist leftist because they don't understand a) what it is they do and b) that Elon Musk has the same talent advantage on them as Messi does, it's just harder to measure.
It’s criminal the CEO makes 400X what the average worker makes but it’s perfectly fine that Taylor Swift makes 100000X more than the people who clean the arena after her concerts. A just society is one that rewards the exceptional qualities of the musician but not the executive.
1,143
5,135
366
31,189
3,824,624
White people are terrified of being seen as racist. If white guilt permeates the online world and our schools, then our adults will feel guilty too. This helps neither whites nor ethnics. My ARC speech:
1,097
4,660
507
21,149
724,437
A few weeks ago, an AI Agent used our API for 10 hours and generated 39,000 Twin answers - each grounded in a real person. We are unapologetically building for Agents. Millions of Agents are coming online, and we believe they'll need human perspective at machine scale to ground their decisions and make their outputs actually relevant. Each Agent can make thousands - even millions - of requests. This is the human context layer for AI.
1
89
This is what we are building with @ov_labs. We’ve built the infrastructure for agents to conduct primary (and proprietary) research with real consumers via their Digital Twins. Agents will need to understand what real people think and feel - perhaps more than ever to avoid slop - but won’t commission a $10k survey and wait a week for the results. Agents need new infrastructure - new tools they can use, pay for and action. We’re building the human context layer for Agents👌
At Stripe Sessions, we showed how we think agentic commerce will often happen behind the scenes in the course of producing other final products. Here, we show our Claude Code using MPP and @tempo to buy a dataset from @alpha_vantage in the process of generating a research report for me on AI energy usage.
98
David Dobrin retweeted
Really, I'd love to know how to activate some of that *Jewish supremacy* I hear so much about on here to stop all this. Not sure what the fucking Elders of Zion are thinking about. It's almost as if British Jews are just a tiny vulnerable minority community living in terror.
Yet another appalling anti-Semitic attack: Two men stabbed outside a synagogue in north London. Man arrested following incident in Golders Green this morning. Only the latest in a string of attacks in this predominantly Jewish neighbourhood. Terrible.
308
541
32
4,191
285,651
𝐈𝐧𝐭𝐫𝐨𝐝𝐮𝐜𝐢𝐧𝐠 𝐎𝐫𝐢𝐠𝐢𝐧𝐚𝐥𝐕𝐨𝐢𝐜𝐞𝐬 𝐒𝐭𝐮𝐝𝐢𝐨 𝐚𝐧𝐝 𝐎𝐫𝐢𝐠𝐢𝐧𝐚𝐥𝐕𝐨𝐢𝐜𝐞𝐬 𝐀𝐏𝐈 Today we're launching two platforms to reflect the different types of customers we have. Same underlying product and 1:1 Digital Twin network, but two different platforms and models to reflect the varying use cases and usage patterns we're seeing. 𝐎𝐫𝐢𝐠𝐢𝐧𝐚𝐥𝐕𝐨𝐢𝐜𝐞𝐬 𝐒𝐭𝐮𝐝𝐢𝐨 - 𝐫𝐞𝐬𝐞𝐚𝐫𝐜𝐡, 𝐜𝐫𝐞𝐚𝐭𝐞 𝐚𝐧𝐝 𝐭𝐞𝐬𝐭 𝐰𝐢𝐭𝐡 𝐫𝐞𝐚𝐥 𝐡𝐮𝐦𝐚𝐧 𝐩𝐞𝐫𝐬𝐩𝐞𝐜𝐭𝐢𝐯𝐞𝐬 Built for the humans and teams bringing OriginalVoices directly into their AI tools. 𝐎𝐫𝐢𝐠𝐢𝐧𝐚𝐥𝐕𝐨𝐢𝐜𝐞𝐬 𝐀𝐏𝐈 - 𝐛𝐮𝐢𝐥𝐝 𝐚𝐧𝐝 𝐝𝐞𝐩𝐥𝐨𝐲 𝐰𝐢𝐭𝐡 𝐨𝐮𝐫 𝐡𝐮𝐦𝐚𝐧 𝐢𝐧𝐬𝐢𝐠𝐡𝐭 𝐀𝐏𝐈, 𝐌𝐂𝐏 𝐚𝐧𝐝 𝐂𝐋𝐈 Built for developers and agents integrating audience intelligence and insight directly into their agentic systems via API, MCP or CLI. If you're a team working with and alongside AI: start with Studio. If you're building AI systems: start with the API. H/T to @ElevenLabs for the platform inspiration 🫡
1
73
David Dobrin retweeted
Oh great and powerful @DarioAmodei - builder of minds, father of Claude. I humbly request you leave payroll to us at Deel. We are but simple folk who process paystubs and chase compliance deadlines. But if you do come for us, call me first 🙏
262
240
164
4,909
1,024,135
David Dobrin retweeted
Agents can now query real humans from the terminal. We just shipped the OriginalVoices CLI - so any script, workflow, or autonomous agent can ask 25k+ Digital Twins of real people a question in one line of code. Your AI should stop guessing what people think. originalvoices.ai/blog/intro…
1
2
1
1
113
I can’t wait for the moment AI agents autonomously discover our API, understand what it unlocks, pay for it and start pulling real human insight into their workflows. That’s the future we’re building for 👌
80
David Dobrin retweeted
The entire AI marketing stack is a confidence trick. It sounds smart. It knows nothing about your customers. Your AI writes briefs, ads, landing pages from internet patterns. Not from a single human who'd actually buy your product. Synthetic personas? That's AI roleplaying as your audience. Just parroting biased training data back at you. OriginalVoices plugged 22,000+ real humans into a MCP. 14 Skills. Here's why this kills everything else:
8
8
52
15,432
Today we launched Audience Research Skills to give AI agents real-time context about what real people think and feel. Why is this needed I hear you ask? Well, AI-generated content is proliferating, but everyone has access to the same foundation models and web data (Reddit, customer reviews, etc). The result when there's no real alpha? Undifferentiated outputs that all look and sound the same 😬 Your AI agent sounds smart. But the reality is it knows very little about your actual target audience. The only comfort is that every other AI agent also has limited audience knowledge, context and insight. What's lacking is human data for AI inference - the kind that can tailor, shape and improve outputs in real-time. That's what we just made available. This MCP and Skills Library gives any AI tool or agent direct access to 25,000+ Digital Twins trained by real people - not synthetic personas or simulated audiences. Every answer comes directly from a real person who trains (and validates!) their Twin to represent their views, experiences and opinions. Instead of guessing what matters to an audience, you can ask them directly - and give your agent enhanced context and grounding to differentiate outputs and make them more relevant. Teams are already using the MCP and Skills Library for: → Deep customer research → ICP discovery → Facebook ad generation → Creative pre-testing → Landing page optimisation → Sales and outreach messaging → Giving chat agents guided context and direction → And more Context engineering is the next frontier. Models are noticeably more capable and their outputs more differentiated when they have access to unique data. With this launch, human insight, intelligence and feedback is now available on tap as an API and MCP - with an accompanying Skills Library for repeatable, structured workflows. Links to the Skills Library on GitHub below. Check it out 👇
1
51
Think this is spot on. Building an AI startup means watching remarkable technology evolve in real time. Literally every day we ship something that surprises and amazes us. It’s hard to convey the speed and magnitude of what’s coming if you’re not in it. Time to lock in: ride the wave or drown 😬
96
This Claude Skill for Facebook Ads is...different and takes vibe marketing to a new level 🤯 Using AI to create Facebook ads? This Claude Skill and MCP stops your ads being identical to every other AI-generated ad in the feed. It gives Claude the ability to talk to and understand your target audience before you write a single ad. Then it writes ads based on what real people actually told it. Here's how it works: You tell Claude: "I'm selling a meal planning app to busy parents. This is my app: [insert link]. Use the Facebook ads Skill to write relevant Facebook ads for this app targeting this audience." Claude uses the Facebook Ad Skill (and dedicated MCP) to instantly query busy parents via a network of Digital Twins - each trained and owned by real people – asking them about meal planning, their pain points, what language resonates, what they'd pay for. It also asks them what they think of the app. Then Claude writes your Facebook ads using the insights, the feedback, the language and motivations from this target audience. This matters because if you don't understand your customer deeply, your ads will continue to be generic. You can't create something specific for an audience your AI only understands on a surface level. Your ad performance is a direct reflection of how deeply you understand your customer. - You need to know what makes them stop scrolling. - You need to create ads that speak to them. - You need to create ads that make them think "Yes, they get me." That's the difference between: - Ads that resonate because they're built on real customer understanding. vs. - Generic ads based on AI guesswork and no customer understanding. Want the Claude Skill for Facebook Ads? Comment "Skill" and I'll send it over
2
96
This n8n workflow takes context engineering to the next level 😮 Most AI video tools generate content based on assumptions and AI guesswork. That's why AI-generated content often looks and feels the same (aka AI Slop). This n8n workflow grounds every decision - from creative optimisation to pre-testing and validation - in authentic human perspective. The result? AI-generated content that is genuinely differentiated + relevant for target audiences 🎯
2
1
1
99