NEWS
PairTree speeds adoption process with an online, self-matching platform and $2.25M seed
Making the choice to adopt, or to find an adopting family, is a legally complex, emotionally taxing, expensive and time-consuming process. PairTree aims to make one part at least considerably easier and faster with its online matching platform where expectant mothers and hopeful adopters can find each other without the facilitation of an agency or other organization. The company has just raised a $2.25 million seed round, a rarity in the industry.
The path to adoption is different for everyone, but there are generally some things they have in common: Once the process is started, it can take upwards of $50,000 and over a year-and-a-half to organize a match. While some of this comprises the ordinary legal hurdles involved in any adoption, a big part of it is simply that there are limited opportunities for adoption, and compatibility isn’t guaranteed. As many people considering adoption are doing so on the heels of unsuccessful fertility treatment, it can be a lot to take on and a dispiriting wait.
Erin Quick, CEO and co-founder (with CTO Justin Friberg) of PairTree, said that the modern adoption landscape is marked by the fact that nearly 95 percent of adoptions are open, meaning there is ongoing contact between a biological mother and adopting family.
“They’ll be working together forever, and that makes finding a highly compatible match that much more important,” Quick, herself a happy adopter, told TechCrunch in an interview. But because of the way adoption is generally done — through agencies licensed by states — there are limitations on how far anyone involved can reach.
“It’s so bound by geography,” she said. “It’s regulated at the state level and has been facilitated by state level, not because of state laws — there’s no rule saying you can’t adopt out of state — but because the facilitators are small nonprofits. They bind themselves to their geographic region because that’s what they can serve. We’re building a platform that makes what people are already doing much easier and more efficient.”
That platform is in many ways very much like a dating app, though of course the comparison is not exact and does not reflect the gravity of choosing to adopt. But like in the dating world, in adoption you have a cloud of people looking to connect over something highly dependent on personality and individual needs.
PairTree onboards both expectant mothers and adopters with personality tests — not the light-hearted stuff of OkCupid but a broader, more consequential set of Jungian archetypes that signal a person’s high-level priorities in life. Think “wants to travel and learn” versus “wants to provide and nurture” (not that these are necessarily incompatible) — they serve as important indicators of preferences that might not be so easily summarized with a series of checkboxes. That’s not the only criterion, of course. Other demographic and personal details are also collected.
The adopters are added to a pool through which expectant mothers can sift and, if desired, contact (in this, Quick suggested, PairTree mirrors Bumble, where women must message first). PairTree also does basic due diligence stuff like identify verification and confirmation of other important steps like home studies.
If a likely match is found, all the relevant information is passed to the adoption facilitator, who will be coordinating the other legal and financial steps. PairTree isn’t looking to replace these agencies — in fact Quick said that they have been huge proponents of the platform, since it can shorten wait times and improve outcomes. She said based on their existing successful adoptions that the wait can be cut by half or even two-thirds, and thus the cost (which involves recurring payments as the agency searches and does the legal work) by a similar amount.
“These are small nonprofits; they don’t have a lot of tech chops. When we launched we went to attorneys first, actually, and we were surprised when agencies started reaching out,” she explained.
Agencies have been referring their adopters to PairTree, which has led to a lot of early traction, Quick said. And importantly, they’ve seen great diversity in their early success.
“Adoption has historically been denied by faith-based systems — LGBTQ families and single women have been subject to discrimination,” she noted. And in fact just last week a Supreme Court decision held up the right of religious adoption agencies to deny services to same-sex couples. Quick was proud to say that they have already facilitated adoptions by same-sex couples and single parents.
The company will also set aside 5 percent of its net profits, which hopefully will manifest in volume, for the Lifetime Healing Foundation, which offers counseling and support to birth mothers who have gone though the adoption process.
The $2.25 million seed round was led by Urban Innovation Fund, with Founder Collective, Female Founders Alliance and Techstars participating. It will surprise few to hear that adoption is not a particularly hot industry for venture capital, but rising interest and investment in fertility tech may have shed light on opportunities in adjacent spaces. Adoption is one where significant improvements can be enabled by technology, meaning startups can grow fast while having a positive impact.
The company plans to use the money to expand its product portfolio, pursue more partnerships, and perhaps most importantly for its users, build a native mobile app, since 90 percent of the service’s viewership is mobile.
“We’re grateful to our expert and diverse group of investors who share our vision that adoption should be a viable path to parenting for more people,” said Quick in the release announcing the raise. “Like us, our investors believe in the importance of supporting Biological and Adopting Families along with the Adoptees, because adoption is not a single transaction but a journey they’re taking over the course of a lifetime.”
NEWS
OpenAI Introduces Fine-Tuning for GPT-4 and Enabling Customized AI Models
OpenAI has today announced the release of fine-tuning capabilities for its flagship GPT-4 large language model, marking a significant milestone in the AI landscape. This new functionality empowers developers to create tailored versions of GPT-4 to suit specialized use cases, enhancing the model’s utility across various industries.
Fine-tuning has long been a desired feature for developers who require more control over AI behavior, and with this update, OpenAI delivers on that demand. The ability to fine-tune GPT-4 allows businesses and developers to refine the model’s responses to better align with specific requirements, whether for customer service, content generation, technical support, or other unique applications.
Why Fine-Tuning Matters
GPT-4 is a very flexible model that can handle many different tasks. However, some businesses and developers need more specialized AI that matches their specific language, style, and needs. Fine-tuning helps with this by letting them adjust GPT-4 using custom data. For example, companies can train a fine-tuned model to keep a consistent brand tone or focus on industry-specific language.
Fine-tuning also offers improvements in areas like response accuracy and context comprehension. For use cases where nuanced understanding or specialized knowledge is crucial, this can be a game-changer. Models can be taught to better grasp intricate details, improving their effectiveness in sectors such as legal analysis, medical advice, or technical writing.
Key Features of GPT-4 Fine-Tuning
The fine-tuning process leverages OpenAI’s established tools, but now it is optimized for GPT-4’s advanced architecture. Notable features include:
- Enhanced Customization: Developers can precisely influence the model’s behavior and knowledge base.
- Consistency in Output: Fine-tuned models can be made to maintain consistent formatting, tone, or responses, essential for professional applications.
- Higher Efficiency: Compared to training models from scratch, fine-tuning GPT-4 allows organizations to deploy sophisticated AI with reduced time and computational cost.
Additionally, OpenAI has emphasized ease of use with this feature. The fine-tuning workflow is designed to be accessible even to teams with limited AI experience, reducing barriers to customization. For more advanced users, OpenAI provides granular control options to achieve highly specialized outputs.
Implications for the Future
The launch of fine-tuning capabilities for GPT-4 signals a broader shift toward more user-centric AI development. As businesses increasingly adopt AI, the demand for models that can cater to specific business needs, without compromising on performance, will continue to grow. OpenAI’s move positions GPT-4 as a flexible and adaptable tool that can be refined to deliver optimal value in any given scenario.
By offering fine-tuning, OpenAI not only enhances GPT-4’s appeal but also reinforces the model’s role as a leading AI solution across diverse sectors. From startups seeking to automate niche tasks to large enterprises looking to scale intelligent systems, GPT-4’s fine-tuning capability provides a powerful resource for driving innovation.
OpenAI announced that fine-tuning GPT-4o will cost $25 for every million tokens used during training. After the model is set up, it will cost $3.75 per million input tokens and $15 per million output tokens. To help developers get started, OpenAI is offering 1 million free training tokens per day for GPT-4o and 2 million free tokens per day for GPT-4o mini until September 23. This makes it easier for developers to try out the fine-tuning service.
As AI continues to evolve, OpenAI’s focus on customization and adaptability with GPT-4 represents a critical step in making advanced AI accessible, scalable, and more aligned with real-world applications. This new capability is expected to accelerate the adoption of AI across industries, creating a new wave of AI-driven solutions tailored to specific challenges and opportunities.
This Week in Search News: Simple and Easy-to-Read Update
Here’s what happened in the world of Google and search engines this week:
1. Google’s June 2024 Spam Update
Google finished rolling out its June 2024 spam update over a period of seven days. This update aims to reduce spammy content in search results.
2. Changes to Google Search Interface
Google has removed the continuous scroll feature for search results. Instead, it’s back to the old system of pages.
3. New Features and Tests
- Link Cards: Google is testing link cards at the top of AI-generated overviews.
- Health Overviews: There are more AI-generated health overviews showing up in search results.
- Local Panels: Google is testing AI overviews in local information panels.
4. Search Rankings and Quality
- Improving Rankings: Google said it can improve its search ranking system but will only do so on a large scale.
- Measuring Quality: Google’s Elizabeth Tucker shared how they measure search quality.
5. Advice for Content Creators
- Brand Names in Reviews: Google advises not to avoid mentioning brand names in review content.
- Fixing 404 Pages: Google explained when it’s important to fix 404 error pages.
6. New Search Features in Google Chrome
Google Chrome for mobile devices has added several new search features to enhance user experience.
7. New Tests and Features in Google Search
- Credit Card Widget: Google is testing a new widget for credit card information in search results.
- Sliding Search Results: When making a new search query, the results might slide to the right.
8. Bing’s New Feature
Bing is now using AI to write “People Also Ask” questions in search results.
9. Local Search Ranking Factors
Menu items and popular times might be factors that influence local search rankings on Google.
10. Google Ads Updates
- Query Matching and Brand Controls: Google Ads updated its query matching and brand controls, and advertisers are happy with these changes.
- Lead Credits: Google will automate lead credits for Local Service Ads. Google says this is a good change, but some advertisers are worried.
- tROAS Insights Box: Google Ads is testing a new insights box for tROAS (Target Return on Ad Spend) in Performance Max and Standard Shopping campaigns.
- WordPress Tag Code: There is a new conversion code for Google Ads on WordPress sites.
These updates highlight how Google and other search engines are continuously evolving to improve user experience and provide better advertising tools.
Facebook Faces Yet Another Outage: Platform Encounters Technical Issues Again
Uppdated: It seems that today’s issues with Facebook haven’t affected as many users as the last time. A smaller group of people appears to be impacted this time around, which is a relief compared to the larger incident before. Nevertheless, it’s still frustrating for those affected, and hopefully, the issues will be resolved soon by the Facebook team.
Facebook had another problem today (March 20, 2024). According to Downdetector, a website that shows when other websites are not working, many people had trouble using Facebook.
This isn’t the first time Facebook has had issues. Just a little while ago, there was another problem that stopped people from using the site. Today, when people tried to use Facebook, it didn’t work like it should. People couldn’t see their friends’ posts, and sometimes the website wouldn’t even load.
Downdetector, which watches out for problems on websites, showed that lots of people were having trouble with Facebook. People from all over the world said they couldn’t use the site, and they were not happy about it.
When websites like Facebook have problems, it affects a lot of people. It’s not just about not being able to see posts or chat with friends. It can also impact businesses that use Facebook to reach customers.
Since Facebook owns Messenger and Instagram, the problems with Facebook also meant that people had trouble using these apps. It made the situation even more frustrating for many users, who rely on these apps to stay connected with others.
During this recent problem, one thing is obvious: the internet is always changing, and even big websites like Facebook can have problems. While people wait for Facebook to fix the issue, it shows us how easily things online can go wrong. It’s a good reminder that we should have backup plans for staying connected online, just in case something like this happens again.
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