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Voyage AI is building RAG tools to make AI hallucinate less

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AI tends to make things up. That’s unappealing to just about anyone who uses it on a regular basis, but especially to businesses, for which fallacious results could hurt the bottom line. Half of workers responding to a recent survey from Salesforce say they worry answers from their company’s generative AI-powered systems are inaccurate.

While no technique can solve these “hallucinations,” some can help. For example, retrieval-augmented generation, or RAG, pairs an AI model with a knowledge base to provide the model supplemental info before it answers, serving as a sort of fact-checking mechanism.

Entire businesses have been built on RAG, thanks to the sky-high demand for more reliable AI. Voyage AI is one of these. Founded by Stanford professor Tengyu Ma in 2023, Voyage powers RAG systems for companies including Harvey, Vanta, Replit, and SK Telecom.

“Voyage is on a mission to enhance search and retrieval accuracy and efficiency in enterprise AI,” Ma told TechCrunch in an interview. “Voyage solutions [are] tailored to specific domains, such as coding, finance, legal, and multilingual applications, and tailored to a company’s data.”

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To spin up RAG systems, Voyage trains AI models to convert text, documents, PDFs, and other forms of data into numerical representations called vector embeddings. Embeddings capture the meaning and relationships between different data points in a compact format, making them useful for search-related applications, like RAG.

Voyage AI
Image Credits:Voyage AI

Voyage uses a particular type of embedding called contextual embedding, which captures not only the semantic meaning of data but the context in which the data appears. For example, given the word “bank” in the sentences “I sat on the bank of the river” and “I deposited money in the bank,” Voyage’s embedding models would generate different vectors for each instance of “bank” — reflecting the different meanings implied by the context.

Voyage hosts and licenses its models for on-premises, private cloud, or public cloud use, and fine-tunes its models for clients that opt to pay for this service. The company isn’t unique in that regard — OpenAI, too, has a tailorable embedding service — but Ma claims that Voyage’s models deliver better performance at lower costs.

“In RAG, given a question or query, we first retrieve relevant info from an unstructured knowledge base — like a librarian searching books from a library,” he explained. “Conventional RAG methods often struggle with context loss during information encoding, leading to failures in retrieving relevant information. Voyage’s embedding models have best-in-class retrieval accuracy, which translates to the end-to-end response quality of RAG systems.”

Lending weight to those bold claims is an endorsement from OpenAI chief rival Anthropic; an Anthropic support doc describes Voyage’s models as “state of the art.”

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“Voyage’s approach uses vector embeddings trained on the company’s data to provide context-aware retrievals,” Ma said, “which significantly improves retrieval accuracy.”

Ma says that Palo Alto-based Voyage has just over 250 customers. He declined to answer questions about revenue.

In September, Voyage, which has around a dozen employees, closed a $20 million Series A round led by CRV with participation from Wing VC, Conviction, Snowflake, and Databricks. Ma says that the cash infusion, which brings Voyage’s total raised to $28 million, will support the launch of new embedding models and will let the company double its size.

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Full Form Of Computer: List Of Computer-Related Full Forms 👈

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Full Form Of Computer: List Of Computer-Related Full Forms 👈

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Meta announces Movie Gen, an AI-powered video generator

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Meta announces Movie Gen, an AI-powered video generator

A new AI-powered video generator from Meta produces high-definition footage complete with sound, the company announced today. The announcement comes several months after competitor OpenAI unveiled Sora, its text-to-video model — though public access to Movie Gen isn’t happening yet.

Movie Gen uses text inputs to automatically generate new videos, as well as edit existing footage or still images. The New York Times reports that the audio added to videos is also AI-generated, matching the imagery with ambient noise, sound effects, and background music. The videos can be generated in different aspect ratios.

In addition to generating new clips, Meta says Movie Gen can also create custom videos from images or take an existing video and change different elements of it. One example shared by the company shows a still headshot of a woman; the added video depicts her sitting in a pumpkin patch sipping a drink.

A still from a video produced using Meta’s Movie Gen.
Image: Meta
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Movie Gen can also be used to edit existing footage and change the style and transitions or add things that didn’t previously exist. In one example shared by Meta, a relatively innocuous video of what appears to be an illustrated runner is edited using AI in different ways: in one frame, he’s holding pompoms. In another, the background has been edited to depict a desert. In a third, the runner is wearing a dinosaur costume. Changes can be made using text prompts.

Nearly two years after powerful AI image and video generators hit the mainstream, AI companies have pushed the technology further: in just the last six months, major tech companies like Google and OpenAI are working on similar tools, along with smaller startups. OpenAI’s Sora, first announced in February, still hasn’t launched publicly; this week, a co-lead working on the video generator left the company for Google.

Meta’s chief product officer, Chris Cox, writes on Threads that the company “[isn’t] ready to release this as a product anytime soon,” as it’s still expensive and generation time is too long.

Creatives like filmmakers, photographers, artists, writers, and actors also worry about how AI generators will affect their livelihoods, and AI has been a central part of several strikes, including the historic joint Hollywood strikes by the Screen Actors Guild – American Federation of Television and Radio Artists (SAG-AFTRA) and Writers Guild of America (WGA) last year.

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The CrowdStrike aftermath: Observations and lessons learned

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"Perfect storm" - CrowdStrike VP apologizes as Congress hearing into outage begins

CrowdStrike, a global leader in endpoint security, incident response and cybersecurity, recently deployed an update to its Falcon sensor for Microsoft Windows systems. This update, designed to enhance the detection of novel threats, inadvertently caused significant malfunctions in the Windows operating system, leading to widespread crashes and system instability.

Notably, Mac and Linux operating systems were unaffected by this issue.

Keatron Evans

VP for Portfolio and Product Strategy, Instructor & Author at Infosec.

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Computer Engineering Degree: Pros And Cons

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Computer Engineering Degree: Pros And Cons



🔴 LIVE YOUTUBE TRAINING TUESDAY: 👉 https://go.thecontentgrowthengine.com/live-02-06-2021
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These videos are for entertainment purposes only and they are just Shane’s opinion based off of his own life experience and the research that he’s done. Shane is not an attorney, CPA, insurance, or financial advisor and the information presented shall not be construed as tax, legal, insurance, safety or financial advice. If stocks or companies are mentioned, Shane might have an ownership interest in them. Affiliate links may be present, the offers and numbers presented may change over time so please make sure to confirm that the offer is still valid. Some offers mentioned may no longer be available or they have been changed. Please don’t make buying or selling decisions based on Shane’s videos. If you need such advice, please contact the qualified legal or financial professionals, don’t just trust the opinion of a stranger on the internet and always make sure to do your own research and enjoy this family friendly content.

Sources and further readings for jobs and college degrees:
bls.gov(bureau of labor statistics)
nces.ed.gov(national center for educational statistics)
payscale(provides information on jobs and degrees)
https://thebestschools.org/rankings/best-online-bachelors-computer-engineering/
https://www.census.gov/dataviz/visualizations/056/#:~:text=%26%20Visualizations%20Next%20%3E%3E-,Synthetic%20Work%2DLife%20Earnings%20by%20Field%20of%20Bachelor’s%20Degree%20and,Attainment%20is%20a%20Bachelor’s%20Degree&text=A%20bachelor’s%20degree%20holder%20can,his%20or%20her%20work%20life
https://www.ziprecruiter.com/blog/the-most-regretted-college-majors/
https://www.monster.com/jobs/search/?q=Computer-Engineering-degree-job
https://willrobotstakemyjob.com/
https://www.fastweb.com/career-planning/articles/top-10-millionaires-majors .

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Tech Life: The big business of online charity donations

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Tech Life: The big business of online charity donations

We speak to the CEO of charity fundraising company GoFundMe

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I've never been so excited for a desk! – SecretLab Magnus Desk Pro

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I've never been so excited for a desk! - SecretLab Magnus Desk Pro



Get a dbrand skin or case today at https://dbrand.com/shortlinus

Dennis and Colton are here to do some family bonding while building SecretLab’s new Magnus Desk. Its metal build has some unique features, but is it worth the price?

Buy a SecretLab Magnus Desk Pro: https://lmg.gg/kdg6f

Purchases made through some store links may provide some compensation to Linus Media Group.

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CHAPTERS
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0:00 The dynamic duo is back
0:14 Unboxing
1:19 Just a little kiss
1:36 Checking out all the parts/tools included
2:54 Sponsor – dbrand
3:36 Setting it up
5:04 Powering it on
6:27 The missing pieces
8:01 Don’t forget the accessories!
12:12 Overall thoughts
12:37 Outro .

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