From ff44fe4e16fc3d5a78eae546efc444736dc366fb Mon Sep 17 00:00:00 2001 From: Jeffrey Wang Date: Mon, 7 Aug 2023 17:25:36 -0700 Subject: [PATCH] Change default Metaphor search example to use prompt optimizer (#8890) - fix install command - change example notebook to use Metaphor autoprompt by default --- .../integrations/tools/metaphor_search.ipynb | 70 ++++++++++--------- 1 file changed, 36 insertions(+), 34 deletions(-) diff --git a/docs/extras/integrations/tools/metaphor_search.ipynb b/docs/extras/integrations/tools/metaphor_search.ipynb index 219dc3260e..d17081b608 100644 --- a/docs/extras/integrations/tools/metaphor_search.ipynb +++ b/docs/extras/integrations/tools/metaphor_search.ipynb @@ -42,7 +42,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -51,7 +51,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -62,7 +62,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -72,14 +72,14 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "@tool\n", "def search(query: str):\n", " \"\"\"Call search engine with a query.\"\"\"\n", - " return client.search(query)\n", + " return client.search(query, use_autoprompt=True, num_results=5)\n", "\n", "@tool\n", "def get_contents(ids: List[str]):\n", @@ -95,12 +95,12 @@ " \n", " The url passed in should be a URL returned from `search`\n", " \"\"\"\n", - " return client.find_similar(url)" + " return client.find_similar(url, num_results=5)" ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -116,7 +116,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -126,7 +126,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ @@ -139,7 +139,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ @@ -149,7 +149,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 20, "metadata": { "scrolled": false }, @@ -165,25 +165,32 @@ "Invoking: `search` with `{'query': 'hottest AI agent startups'}`\n", "\n", "\n", - "\u001b[0m\u001b[36;1m\u001b[1;3mSearchResponse(results=[Result(title='The AI Hot 75', url='https://www.nfx.com/post/generative-ai-hot-75-list', id='pb0vypILvIakocJicoqm4w', score=0.19051167368888855, published_date='2023-04-27', author='NFX', extract=None), Result(title='10 new AI unicorns flying high in 2022', url='https://venturebeat.com/ai/10-new-ai-unicorns-flying-high-in-2022/', id='i4k-4QKod9mMo2bi8m19bw', score=0.18090465664863586, published_date='2022-06-27', author='Sharon Goldman', extract=None), Result(title='The 13 most promising early-stage artificial-intelligence startups of 2022, according to VCs investing in companies building technical infrastructure and developing tools', url='https://www.businessinsider.com/13-most-promising-earlier-stage-ai-startups-this-year-2022-11', id='ZA52Zk-yVy9skxWZtxOSgg', score=0.1796971708536148, published_date='2022-11-17', author='Sindhu Sundar', extract=None), Result(title='What to Watch in AI | The Generalist', url='https://www.generalist.com/briefing/what-to-watch-in-ai-2', id='cmKJmULl_vK4V-gth6yzWg', score=0.17643707990646362, published_date='2023-03-26', author='Artwork byÂ', extract=None), Result(title='Hot AI startups in San Francisco (2022) | Best', url='https://www.scoop.it/topic/best/p/4137745212/2022/11/08/hot-ai-startups-in-san-francisco-2022', id='wjo6lznHL-VI7jBOsvuwzA', score=0.17351359128952026, published_date='2022-11-08', author='Dr Stefan Gruenwald', extract=None), Result(title='New and recently funded AI Startups', url='https://www.ai-startups.org/', id='M0Cgw6hYIbLBvU6y-9oEBg', score=0.17336121201515198, published_date=None, author=None, extract=None), Result(title='A Search Engine for Machine Intelligence', url='https://bellow.ai/', id='bdYc6hvHww_JvLv9k8NhPA', score=0.17326533794403076, published_date='2023-01-01', author=None, extract=None), Result(title='26 AI experts who left Google to start new companies in 2022 as machine learning ushers in a new era of lifelike AI', url='https://www.businessinsider.com/26-ai-machine-learning-experts-left-google-for-startups-2022-12', id='MKxSDXGxC155eyQLva1Ksg', score=0.16997841000556946, published_date='2022-12-26', author='Matthew Lynley', extract=None), Result(title='Discover AI Startups', url='https://appliedai.com/discover', id='e_SK0_agdSNfvbf0Xn_wPQ', score=0.1694592982530594, published_date='2023-01-01', author=None, extract=None), Result(title='Careers at Top AI Startups', url='https://aijobnetwork.com/', id='jEBgBMmwMnOsEDZkxOWBWA', score=0.1688486635684967, published_date='2023-01-01', author=None, extract=None)], api=)\u001b[0m\u001b[32;1m\u001b[1;3m\n", - "Invoking: `get_contents` with `{'ids': ['pb0vypILvIakocJicoqm4w', 'i4k-4QKod9mMo2bi8m19bw', 'ZA52Zk-yVy9skxWZtxOSgg']}`\n", + "\u001b[0m\u001b[36;1m\u001b[1;3mSearchResponse(results=[Result(title='A Search Engine for Machine Intelligence', url='https://bellow.ai/', id='bdYc6hvHww_JvLv9k8NhPA', score=0.19460266828536987, published_date='2023-01-01', author=None, extract=None), Result(title='Adept: Useful General Intelligence', url='https://www.adept.ai/', id='aNBppxBZvQRZMov6sFVj9g', score=0.19103890657424927, published_date='2000-01-01', author=None, extract=None), Result(title='HiOperator | Generative AI-Enhanced Customer Service', url='https://www.hioperator.com/', id='jieb6sB53mId3EDo0z-SDw', score=0.18549954891204834, published_date='2000-01-01', author=None, extract=None), Result(title='Home - Stylo', url='https://www.askstylo.com/', id='kUiCuCjJYMD4N0NXdCtqlQ', score=0.1837376356124878, published_date='2000-01-01', author=None, extract=None), Result(title='DirectAI', url='https://directai.io/?utm_source=twitter&utm_medium=raw_message&utm_campaign=first_launch', id='45iSS8KnJ9tL1ilPg3dL9A', score=0.1835256814956665, published_date='2023-01-01', author=None, extract=None), Result(title='Sidekick AI | Customer Service Automated', url='https://www.sidekickai.co/', id='nCoPMUtqWQqhUvsdTjJT6A', score=0.18215584754943848, published_date='2020-01-01', author=None, extract=None), Result(title='Hebbia - Search, Reinvented', url='https://www.hebbia.ai/', id='Zy0YaekZdd4rurPQKkys7A', score=0.1799020767211914, published_date='2023-01-01', author=None, extract=None), Result(title='AI.XYZ', url='https://www.ai.xyz/', id='A5c1ePEvsaQeml2Kui_-vA', score=0.1797989457845688, published_date='2023-01-01', author=None, extract=None), Result(title='Halist AI', url='https://halist.ai/', id='-lKPLSb4N4dgMZlTgoDvJg', score=0.17975398898124695, published_date='2023-03-01', author=None, extract=None), Result(title='Clone your best expert', url='https://airin.ai/', id='_XIjx1YLPfI4cKePIEc_bQ', score=0.17957791686058044, published_date='2016-02-12', author=None, extract=None)], api=)\u001b[0m\u001b[32;1m\u001b[1;3m\n", + "Invoking: `get_contents` with `{'ids': ['bdYc6hvHww_JvLv9k8NhPA', 'aNBppxBZvQRZMov6sFVj9g', 'jieb6sB53mId3EDo0z-SDw', 'kUiCuCjJYMD4N0NXdCtqlQ', '45iSS8KnJ9tL1ilPg3dL9A', 'nCoPMUtqWQqhUvsdTjJT6A', 'Zy0YaekZdd4rurPQKkys7A', 'A5c1ePEvsaQeml2Kui_-vA', '-lKPLSb4N4dgMZlTgoDvJg', '_XIjx1YLPfI4cKePIEc_bQ']}`\n", "\n", - "\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\u001b[0m\u001b[33;1m\u001b[1;3mGetContentsResponse(contents=[DocumentContent(id='pb0vypILvIakocJicoqm4w', url='https://www.nfx.com/post/generative-ai-hot-75-list', title='The AI Hot 75', extract='

The hottest up & comers in generative AI. Early-stage companies showing leading indicators of future greatness. Curated by NFX.

\\n

\\n

No doubt generative AI is extremely fast-moving water. But while media hype focuses on incumbents and household names, we’re doubling down on the “AI underground.”

\\n

The generative AI groundswell is disproportionately fueled by a dense network of exceptional, early-stage companies. We’ve seen it growing throughout San Francisco, in “Cerebral Valley” at NFX HQ, inside hacker houses, and via 100’s of meetings with up-and-coming AI founders.

\\n

After we open-sourced our Generative AI market map a few months ago, we went to work analyzing this network for early indicators of future greatness. It is going to produce the next generation of unicorns, at a faster rate and at lower cost than any other startups before them.

\\n

Today we are making public our findings. Meet the AI Hot 75.

\\n

Identifying the AI Hot 75

\\n

Broadly speaking, we searched for leading indicators that an early-stage generative AI company has broken into the right networks and has found a “white hot center” (a highway to massive growth).

\\n

With those guiding principles in place, we gave preference to early-stage companies generally at the Seed and Series A stage. We narrowed the list according to: total amount raised, status of key investors, proximity to a geographical AI center of excellence, and “buzz” – which we imputed from various virality, traction, and WOM factors.

\\n

We finalized our selections based on in-network reputation –\\xa0i.e. if a company has been recommended or regarded by peers or experts in our network.

\\n

This list will look different from many that you’ve already seen. While some of the companies are household names already, most aren’t the biggest companies out there – yet.

\\n

Instead, these are the companies indicative of the next generation. The ones with notable momentum. The hot ones worth following.

\\n

AI Hot 75

\\n

In addition to using proprietary NFX data for this list, we also referred to Pitchbook, Crunchbase, our network of friends and founders, The NFX AI Social Club, and used ChatGPT to stress test analysis and language as well.

\\n
'), DocumentContent(id='i4k-4QKod9mMo2bi8m19bw', url='https://venturebeat.com/ai/10-new-ai-unicorns-flying-high-in-2022/', title='10 new AI unicorns flying high in 2022', extract='
\\n\\t
\\n\\t
\\n\\t
\\n

Check out all the on-demand sessions from the Intelligent Security Summit here.

\\n
\\n

Technology venture capital deals may be slowing down, but investment in artificial intelligence (AI) companies continues to boom. Investments in AI research and applications are set to hit $500 billion by 2024, according to research firm IDC, while PwC predicts AI will contribute $15.7 trillion to the global economy by 2030.\\xa0

\\n

So, it’s no surprise that among the 206 new 2022 “unicorns” – that is, privately held startups with a value of over $1 billion – a boatload are in artificial intelligence and machine learning.\\xa0

\\n

Here is a look at ten AI companies from the newest unicorn cohort that are soaring in 2022:\\xa0

\\n

Abnormal Security

\\n

Business: Uses behavioral AI to fight email attacks

\\n
\\n

Event

\\n

Intelligent Security Summit On-Demand

\\n

Learn the critical role of AI & ML in cybersecurity and industry specific case studies. Watch on-demand sessions today.

\\n
\\n

\\n Watch Here \\n

Based in: San Francisco, California

\\n

Founded: 2018

\\n

Became a unicorn: May 2022

\\n

Cloud-native email security platform Abnormal Security uses behavioral AI to analyze identity, content and context. It leverages more than 45,000 signals from cloud email platforms to stop all types of email attacks including business email compromise, supply chain fraud, ransomware, phishing, spam and graymail.

\\n

“Modern attacks, including business email compromise, supply chain compromise, account takeovers and more, are difficult to detect,” Abnormal Security’s CEO Evan Reiser told VentureBeat in May. “Because they typically contain no traditional indicators of compromise, they evade legacy email security solutions like the secure email gateway.”\\xa0

\\n

Abnormal Security uses AI to identify anomalous email messages, spot malicious actors and block them before they can cause any damage. It means organizations don’t need their employees to have the security awareness to detect phishing threats independently.\\xa0

\\n

As of May, Abnormal Security claims its customer base had grown by 270% and included companies such as Xerox, Hitachi Vantara and Urban Outfit'), DocumentContent(id='ZA52Zk-yVy9skxWZtxOSgg', url='https://www.businessinsider.com/13-most-promising-earlier-stage-ai-startups-this-year-2022-11', title='The 13 most promising early-stage artificial-intelligence startups of 2022, according to VCs investing in companies building technical infrastructure and developing tools', extract='

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US Markets Loading...\\n \\n H\\n M\\n S\\n \\n \\n

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Premium\\n \\n \\n

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\\n Nick Washburn of Intel Capital, Ashu Garg of Foundation Capital, Rudina Seseri of Glasswing Ventures, and Jordan Jacobs of Radical Ventures.\\n
\\n \\n \\n Intel Capital; Foundation; Glasswing Ventures; Radical Ventures; Anna Kim/Insider\\n \\n \\n \\n \\n
\\n

\\n This story is available exclusively to Insider subscribers.\\n Become an Insider and start reading now.\\n

\\n \\n
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    \\n
  • Venture capitalists investing in AI identified the promising startups at earlier fundraising stages.
    • \\n
  • Investors said they\\'re interested in areas like cloud infrastructure and generative AI.
    • \\n
  • These 13 AI startups are making tools that try to help companies make better use of data.
    • \\n

Even amid a downturn that\\'s affecting tech companies, venture capitalists say they\\'re paying attention to certain early-stage startups.

Early-stage VCs at firms like Intel Capital, Glasswing Ventures, and others have targeted their artificial-intelligence investments in areas like cloud and software infrastructure, cybersecurity, and machine learning. Many of those startups are developing tools to boost the capacity of AI programs and to support daily business needs like writing marketing materials or managing supply-chain logistics.

Kim-Mai Cutler, a partner at Initialized Capital, said VCs are seeing potential in the startups able to develop new applications.

\"We\\'re seeing a new wave of creative tools that are emerging that allow all kinds of workers to do more with what they have today,\" she said.

VCs told Insider that startups that have raised A, B, and C rounds over the past year have been able to do so also because of the background and technical expertise of their founding teams. Founders generating interest include academics and engineers who\\'ve worked at tech giants like Uber, Lyft, Google, and Meta.

Nick Washburn of Intel said that \"impeccable teams that are tackling big problems\" are especially compelling to VCs.

Top VCs shared with Insider their picks for startups in their earlier stages that they see as demonstrating the most potential. Estimates for total funding are from PitchBook unless noted otherwise.

Here are the 13 most promising AI startups of 2022, according to VCs, listed from least to most capital raised:

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OtterTune: A machine-learning-based platform to manage databases

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\\n Nick Washburn of Intel Capital.\\n
\\n \\n \\n Intel Capital.\\n \\n \\n \\n \\n
\\n \\n

Startup: OtterTune

Recommended by: Nick Washburn, Intel Capital

Relationship: Investor and board member

Total funding: $14.5 million, according to the company

More Opinions

Get responses from multiple AIs

Don't rely on a single source of truth, explore the full space of machine intelligence and get highly tailored results.

\"), DocumentContent(id='aNBppxBZvQRZMov6sFVj9g', url='https://www.adept.ai/', title='Adept: Useful General Intelligence', extract='

Useful
General
Intelligence

'), DocumentContent(id='jieb6sB53mId3EDo0z-SDw', url='https://www.hioperator.com/', title='HiOperator | Generative AI-Enhanced Customer Service', extract=\"

Generative AI-Enhanced Customer Support Automation

Flexible, Scalable Customer Support

Why HiOperator?

Truly scalable customer service

A digital-first customer service provider that changes all the rules of what's possible. Scalable. 100% US-Based. Effortless. HiOperator is the digital payoff.

Next-Gen Customer Service

Scaling with HiOperator's Superagents

HiOperator is only possible in the digital era. Our revolutionary software connects with your systems to empower our agents to learn quickly and deliver incredible accuracy.

Train Us Once

We handle all of the recruiting, hiring, and training moving forward. Never have to deal with another classroom retraining or head count headaches.

Send Us Tickets

We pull tickets automatically from your preferred CRM vendor into our custom system. You have full control over how and when we get tickets.

Pay per resolution

We charge for each conversation we solve. No onboarding fees. No hourly rates. Pay for what you use.

Customer Experience

Insights &Â\\xa0News

Let's transform your customer service.

We can onboard in a matter of days and we offer highly flexible contracts. Whether you need a large team to handle your support or some overflow assistance, getting started is easy.

We can onboard in a matter of days and we offer highly flexible contracts. Whether you need a large team to handle your support or some overflow assistance, getting started is easy.

\"), DocumentContent(id='kUiCuCjJYMD4N0NXdCtqlQ', url='https://www.askstylo.com/', title='Home - Stylo', extract='

Stop angry customers from breaking support

â\\x80\\x9cWe solve 99 tickets perfectly ð\\x9f\\x98\\x87 but the 1 we miss lands in the CEOâ\\x80\\x99s inbox ð\\x9f\\x98«â\\x80\\x9d

â\\x80\\x8dThat 1 costly ticket breaks your process, metrics, and the will of your team. Angry customers make support teams less effective, which makes customers angrier in return.
â\\x80\\x8d
Stylo is AI that tells you where to most effectively spend your time to improve the customer experience. This leads to happier customers, employees, and reduces churn.

â\\x80\\x8dNo setup, no learning curve, just plug it in and go.

â\\x80\\x9cIâ\\x80\\x99m able to better manage the team because I can pinpoint gaps in the teamâ\\x80\\x99s knowledge or training, and find room for process improvements.â\\x80\\x9d

'), DocumentContent(id='45iSS8KnJ9tL1ilPg3dL9A', url='https://directai.io/?utm_source=twitter&utm_medium=raw_message&utm_campaign=first_launch', title='DirectAI', extract=\"

Vision models without training data.

Build and deploy powerful computer vision models with plain language.
No code or training required.

Fundamentally different.

We use large language models and zero-shot learning to instantly build models that fit your description.


We're removing the last major barrier to creating custom models -
training data.

Deploy and iterate in seconds with DirectAI

• Don't spend time assembling training data.
• Don't pay a third party to label your data.
• Don't pay to train your model.
• Don't spend months finetuning your model's behavior.

Venture-backed.

Based in NYC.

We're changing how people use AI in the real world.

Come talk to us on .

\"), DocumentContent(id='nCoPMUtqWQqhUvsdTjJT6A', url='https://www.sidekickai.co/', title='Sidekick AI | Customer Service Automated', extract='

Hi, I am an AI named Jenny, working at Pizza Planet. How can I help you today?

How much are large pizzas with 1 topping?

For most toppings, a large with one topping would be $10.99.

Ok, can I order a large with pepperoni

Sure! Takeout or delivery?

Alright, order placed. See you at 5 pm!

Meet Sidekick

\\n Sidekick is an AI agent built to hold natural and dynamic conversations with your customers and talk just like a human.

Built on the world\\'s most advanced AI models, Sidekick pushes the state of the art in natural conversation and converses seamlessly with your customers.\\n

Try it out ➜

Try it out ↓

An AI agent designed for service-led growth.

Personal

Every customer is different, and has unique needs. Our agents are built to provide personalized service depending on the customer\\'s needs.

Fast

Unlike humans, our Sidekicks respond near-instantly, any time of the day. Your customers won\\'t wait for service ever again.

Effective

Customers love great service, and Sidekick delivers. Grow revenue by solving issues in minutes instead of hours, and providing personalized support to each customer.

Integrating with your tools.

Wherever your customers are.

\\n Sidekick takes an omnichannel approach to customer service, aggregating all customer interactions across all platforms in one area. Currently most social media platforms are supported, along with website embeddings and API integration.\\n

On the web.

Sidekick makes adding a live chat to your website as simple as copy and pasting a single line of code.

Chat bubbles discretely sit in the bottom right corner and provide a smooth conversation experience, with AI and human agents alike.

On Facebook.

Sidekick integrates with your Facebook pages to make live customer service one click away.

Customers can reach your agent and get service without ever leaving Messenger.

On Instagram.

E-Commerce on Instagram is especially demanding for customer service.

Sidekick integrates easily with Instagram accounts to put a live agent one click away.

On Twitter.

Customers are spending more time on Twitter, which means businesses should provide customer service right on the platform.

Sidekick integrates easily with Twitter accounts to put a live agent one click away.

Anywhere you want.

Our API provides programmatic access to your Sidekick agent to integrate into your own app.

We\\'ve built simple abstractions over the chat interface to make it easy to work with our API.

Endpoints

POST

https://www.api.sidekickai.co/converse

Sample Request

{\\n \"access_token\": \"KjZUZBWAOKwgLWAlVFyL\",\\n \"conversation_id\": \"23874\",\\n \"body\": \"How much is a large 2 topping?\"\\n}

Sample Response

{\\n \"response\": \"A large'), DocumentContent(id='Zy0YaekZdd4rurPQKkys7A', url='https://www.hebbia.ai/', title='Hebbia - Search, Reinvented', extract=\"
Direct to the point 
with cutting-edge AI.
Stop relying on archaic software, traditional Q&A emails, or waiting for deal partners. Get answers on your own time with accuracy that you can't replicate with humans. 
â\\x80\\x8d
HebbiaÂ\\xa0retrieves every answer, even insights humans overlook. 
\"), DocumentContent(id='A5c1ePEvsaQeml2Kui_-vA', url='https://www.ai.xyz/', title='AI.XYZ', extract='
\\n \\n \\n
\\n \\n \\n \\n \\n \\n
\\n
Go be human
\\n
\\n
Let your AI deal with the rest
\\n
Design your own AI with AI.XYZ
\\n \\n \\n \\n 
\\n \\n 
\\n \\n \\n \\n \\n
\\n
The digital world was designed to make us more productive but now navigating it all has become its own job.
\\n
\\n \\n \\n \\n \\n
\\n 
\\n \\n \\n \\n \\n \\n \\n \\n \\n 
\\n \\n \\n 
\\n 
\\n
Take life a little easier
\\n
\\n \\n \\n \\n 
\\n \\n 
\\n
Tackles info
overload
\\n
\\n
“Like ChatGPT, but way more proactive and useful because it’s designed by me, for only me”
\\n
\\n \\n \\n \\n 
\\n \\n 
\\n
Never sits
around
\\n
\\n
“Even if I’m not interacting with it, my AI looks for ways to simplify my day, surprising me with useful ideas”
\\n
\\n \\n \\n \\n 
\\n \\n 
\\n
Supports and
inspires
\\n
\\n
“It takes things off my plate, but also cheers me on throughout the day — helping me navigate it all”
\\n
\\n \\n \\n
\\n \\n \\n \\n \\n
\\n
Create your AI in 3 simple steps:
\\n
\\n
STEP ONE
Pick a face and voice
Choose from our library of characters or add your own unique face and voice.
\\n
\\n \\n \\n \\n 
\\n \\n 
\\n
STEP TWO
Create your AI’s persona and memory
Decide who your AI is, its purpose and what it will help you with. Paste information that you want your AI to know.
\\n
\\n \\n \\n \\n 
\\n \\n 
\\n
STEP THREE
Get started
Ask your AI to help you with ideas and support throughout your day. Eventually it will be able to proactively support you.
\\n
\\n \\n \\n \\n 
\\n \\n 
\\n \\n \\n \\n \\n
\\n 
\\n \\n \\n \\n \\n \\n \\n \\n \\n 
\\n \\n \\n 
\\n 
\\n
Start training your AI to do things for you
\\n
\\n \\n \\n
\\n \\n
\\n \\n \\n \\n \\n \\n 
 Finished chain.\u001b[0m\n"
      ]
@@ -191,10 +198,10 @@
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      "data": {
       "text/plain": [
-       "'Here are some of the hottest AI agent startups and what they do:\\n\\n1. The AI Hot 75: This list, curated by NFX, showcases early-stage companies in generative AI that show leading indicators of future greatness. These companies are at the forefront of the generative AI groundswell. [Read more](https://www.nfx.com/post/generative-ai-hot-75-list)\\n\\n2. 10 new AI unicorns flying high in 2022: This article highlights ten AI companies from the newest unicorn cohort that are soaring in 2022. One example is Abnormal Security, which uses behavioral AI to fight email attacks. [Read more](https://venturebeat.com/ai/10-new-ai-unicorns-flying-high-in-2022/)\\n\\n3. The 13 most promising early-stage artificial-intelligence startups of 2022: According to VCs investing in companies building technical infrastructure and developing tools, these 13 AI startups demonstrate the most potential. One example is OtterTune, a machine-learning-based platform to manage databases. [Read more](https://www.businessinsider.com/13-most-promising-earlier-stage-ai-startups-this-year-2022-11)\\n\\nPlease note that these are just a few examples, and there are many more AI agent startups out there.'"
+       "\"Here are some of the hottest AI agent startups and what they do:\\n\\n1. [Bellow AI](https://bellow.ai/): This startup provides a search engine for machine intelligence. It allows users to get responses from multiple AIs, exploring the full space of machine intelligence and getting highly tailored results.\\n\\n2. [Adept AI](https://www.adept.ai/): Adept is focused on creating useful general intelligence.\\n\\n3. [HiOperator](https://www.hioperator.com/): HiOperator offers generative AI-enhanced customer support automation. It provides scalable, digital-first customer service and uses its software to empower agents to learn quickly and deliver accurate results.\\n\\n4. [Stylo](https://www.askstylo.com/): Stylo uses AI to help manage customer support, identifying where to most effectively spend time to improve the customer experience.\\n\\n5. [DirectAI](https://directai.io/): DirectAI allows users to build and deploy powerful computer vision models with plain language, without the need for code or training.\\n\\n6. [Sidekick AI](https://www.sidekickai.co/): Sidekick AI is built to hold natural and dynamic conversations with customers, providing personalized service depending on the customer's needs.\\n\\n7. [Hebbia](https://www.hebbia.ai/): Hebbia is reinventing search with cutting-edge AI, retrieving every answer, even insights humans overlook.\\n\\n8. [AI.XYZ](https://www.ai.xyz/): AI.XYZ allows users to design their own AI, tackling information overload and providing support and inspiration throughout the day.\\n\\n9. [Halist AI](https://halist.ai/): Halist AI provides optimized access to ChatGPT, powered by OpenAI GPT-3 and GPT-4, on mobile.\\n\\n10. [Airin](https://airin.ai/): Airin clones how your top expert solves problems in as little as 2 hours, creating an AI companion for the rest of your team. It automates remote coaching for new hires and dramatically reduces time to productivity.\\n\""
       ]
      },
-     "execution_count": 18,
+     "execution_count": 20,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -392,7 +399,7 @@
  ],
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+   "display_name": "Python 3",
    "language": "python",
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@@ -406,12 +413,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
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