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Emergences Labs

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@EmergencesLabs

An AI research lab advancing the science of human competency measurement.
San Francisco, CA emergences.ai Joined February 2026
3 Following 68 Followers 28 Posts

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Emergences Labs Verified account @EmergencesLabs
“The coding interview is dead!” We have turned the idea by @felixrieseberg at @AnthropicAI into a huge AI-Native Talent Hunt at SF Tech Week.

Don’t interview people about the work. Watch them do the work.

We believe hiring needs a better signal than LeetCode: Proof of Work with your PROCESS, a new credential in the AI era.

We made it happen with early believers in changing how AI-native talent is assessed and hired. Thank you to our amazing co-host @Tiny_Fish, agent partner @OpenAI Codex, and hiring partners @GenDigitalInc, @ZingageAI, @Gruve_ai, @cresta, @CreaoAI, @SmithfieldFoods, @dify_ai, @OpusClip, and @openart_ai.

Together with the enthusiasm of our candidates, we got:

• 1,600+ signups
• 300+ attendees
• 200+ submissions
• 10,000+ minutes working videos

How it works:
1. Companies turn internal business problems into real work sample tasks on NeoWork (neo-work.ai).
2. Candidates tackle them on NeoHuman (neo-human.ai) using Codex and other AI tools.
3. NeoWork evaluates the deliverable and recorded process. We highlight moments that reveal human judgment: catching an AI mistake, checking a claim before acting, or changing an approach that isn’t working.
4. Hiring managers review the work, our assessment, and supporting evidence to decide whom to interview or hire.

We grouped the 10 companies' works into 3 tracks: Product, Marketing, and Engineering. Each work was designed for about an hour. Examples include:

@GenDigitalInc: design a browser agent’s action pipeline that resists prompt injection.
@CreaoAI: turn design guidelines into enforceable rules and prove they catch real UI issues.
@cresta: build a support agent that follows policy and knows when to escalate.
@openart_ai: select consistent memories for an AI director.
@dify_ai: decide whether a support AI is ready to ship, backed by evidence.

Congratulations to our overall winners!

🥇 @samshanmukh: 97/100
🥈 Rohan R: 89/100
🥉 Shivam Mahajan: 87/100

And our track winners:
Product: Marcus Wong
Marketing: @AndrewDrok
Engineering: Akshat Patel

We know today’s job market is tough, even for people already in work:
- Juniors need experience to get experience.
- Career changers have skills their old titles don’t show.
- Laid-off professionals have to prove themselves all over again.
- Employed professionals must adapt to AI while keeping up with today’s workload.

That’s why we’ll keep hosting AI-Native Talent Hunts, with campus events at @UCBerkeley and @Stanford this November.

Follow our events calendar (lnkd.in/gzjNWahB) for your next chance to show what you can do.
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Emergences Labs Verified account @EmergencesLabs
Our CEO @KolentoH will join leaders from @Meta, @nvidia & @SantaClaraUniv at TechEquity Ai Summit 2026 to discuss AI education and workforce needs.

Nov 3–6 · Snowflake Silicon Valley AI Hub, Menlo Park

luma.com/ai-summit-2026
luma.com TechEquity Ai Summit 2026: Talks + Workshops + Hackathon, Ft Google, Nvidia, DeepMind, Snowflake... The TechEquity Ai Summit is a four-day hybrid event that brings together over 2,000 AI leaders, founders, educators, and community members across sectors,…
Kolento Hou Verified account @KolentoH Oct 30
Excited to speak at the TechEquity Ai Summit on November 5 in Menlo Park!

I’ll join @OanaIgnatRo , Karthik Yogeshwar, and moderator Abhijeet Joshi for “Beyond the Hype: What AI Education Is Worth to Learners, Schools, and Employers.”

At @EmergencesLabs, we believe it's about Evaluation.

As AI becomes increasingly capable, the question is no longer just what people can accomplish with AI but:
1. what human skills we should be developing?
2. and how we evaluate them?

If we can't measure what people are actually learning, how do we know we're educating them in the right direction?

Looking forward to the conversation!

Big thanks to Sheena Tu, Uyoyo Charity Okonkwo, PMP, Rona Bianca Samaco, and Mahan Soltanzadeh, and the entire TechEquity Ai team for bringing this together!

Check the agenda: lnkd.in/gjpAmyQ2
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Emergences Labs Verified account @EmergencesLabs
Our CEO @KolentoH will be moderating “Safety at Inference Time” at InferCon, convened by @datadoghq.

Nov 16 · SF, see you there!
Kolento Hou Verified account @KolentoH Oct 29
As AI becomes more autonomous, the question isn't just what machines can do, but what humans should remain responsible for.

Excited to moderate “Safety at Inference Time: Testing, Understanding, and Constraining AI Systems” at #InferCon on November 16 in San Francisco, hosted by @datadoghq

Looking forward to exploring how we can build AI systems that are not only more capable, but also more understandable, trustworthy, and accountable to humans.

Hope to see you there!
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Emergences Labs Verified account @EmergencesLabs
We brought our AI-native talent playbook to @SHRM Northern California’s Annual Conference, hosted by the world’s largest HR professional association.

On stage, our CEO @KolentoH shared our approach to assessment: realistic work tasks, AI tools of the candidate’s choice, and visibility into how they work.

At our booth, 200+ people stopped by over two days, including HR professionals from consumer businesses, healthcare, and finance.

Their questions about AI varied. Some teams weren’t using it. Some were exploring workflow integration. Others were looking for more value from tools they already used.

Across these contexts, a polished result tells part of the story. Checking AI-generated answers, comparing approaches, and questioning assumptions can reveal transferable skills.

That’s what we want AI-native talent assessment to make visible.

Thank you to SHRM Northern California and everyone who shared their experiences with us!

More photos in comments! 👇
Emergences Labs Verified account @EmergencesLabs
What if @Techweek_ wasn't just about the future of technology, but also about the future of being human?

Emergences Labs brought founders, investors, and researchers to The Art of San Francisco for an evening of art, music, and two questions:

What makes us irreplaceable?
How do we keep growing as AI advances?

We also shared our “Will Your Job Be Replaced by AI?” test, sparking conversations about human skills and potential.

Why an art gallery? Because the future of humanity shouldn’t be imagined by technologists alone.

Thank you @ARTIFACTfutures, MoE Capital (@HenryYin_ and @naomiiixia), @gmi_cloud (@alex_yehya and @nicoleegong) and @jpmorgan for making it possible, and Daniel Paredes from @Sierra_Ventures for the music.
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