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Introducing Composer — the first AI Agent for document processing. Get to production-grade accuracy, autonomously in minutes. In our early beta, some teams hit 99% accuracy on complex document tasks in under 10 minutes. Composer is an agent built to optimize schemas the same way a human would (but...

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Kushal Byatnal

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75,262 görüntüleme • 1 yıl önce •via X (Twitter)

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pivot tables profil fotoğrafı
pivot tables1 yıl önce

Going to assume that since I have no idea what any of this stuff means that I don’t need it.

Nikhil Mishra profil fotoğrafı
Nikhil Mishra1 yıl önce

Hey @kushalbyatnal will this work for complex documents with contextual information like extract pricing from contracts with different pricing configurations? @tryflexprice We have a base version built in house using getmoni-ai/zerox but would love to improve it massively.

Prashant Bellad profil fotoğrafı
Prashant Bellad1 yıl önce

How is the PII data handled?

Diet Coke Dev profil fotoğrafı
Diet Coke Dev1 yıl önce

The first (247th) cursor for documents. 99% accuracy (on our narrow test case)

hari raghavan profil fotoğrafı
hari raghavan1 yıl önce

Self-driving document extraction, woo! (I think I might be a paperwork nerd.)

scott belsky profil fotoğrafı
scott belsky1 yıl önce

awesome

arti profil fotoğrafı
arti1 yıl önce

Is this using @DSPyOSS ?

Kushal Byatnal profil fotoğrafı
Kushal Byatnal1 yıl önce

@DSPyOSS no we looked into DSPy, but ended up deciding to build it in-house from scratch instead

John Zeratsky profil fotoğrafı
John Zeratsky1 yıl önce

Dang, you guys are always a step ahead

Davis Treybig profil fotoğrafı
Davis Treybig1 yıl önce

This is so cool!

Appunik Studio profil fotoğrafı
Appunik Studio1 yıl önce

This breakdown is super helpful. Thanks for sharing your analysis!

Akash_Agyani profil fotoğrafı
Akash_Agyani1 yıl önce

Open source or paid?

Potentially viral profil fotoğrafı
Potentially viral1 yıl önce

Super interesting!

Suhrab Khan⚡️ profil fotoğrafı
Suhrab Khan⚡️1 yıl önce

Composer could redefine document AI! Near-perfect accuracy in minutes is impressive.

Indra prakash profil fotoğrafı
Indra prakash1 yıl önce

Thanks for sharing. A revolution in document processing is moving from Ctrl+F keyword searches to context-aware searching. It preprocesses documents with layout awareness and hierarchical structure, using LLMs for summarization.Found a similar tool by @AndrewYNg called @LandingAI

Alex Yarosh · AI expert · CEO of AI Studio profil fotoğrafı
Alex Yarosh · AI expert · CEO of AI Studio6 ay önce

Genuine question: what happens when document formats change or new edge cases emerge? 99% on beta data is different from 99% on production chaos.

Shahriar Tajbakhsh profil fotoğrafı
Shahriar Tajbakhsh1 yıl önce

@grok tell me more.

The Longer Game profil fotoğrafı
The Longer Game1 yıl önce

This is a strong step forward for document automation. Hitting near perfect accuracy that quickly will be a real game changer for teams working with complex data.

Yenkay profil fotoğrafı
Yenkay1 yıl önce

@grok Provide the differentiators between Composer and Landing AI'S DPT.

Bryan Patricca profil fotoğrafı
Bryan Patricca1 yıl önce

Include the link, so it's easy to find. Excited to try.

16VC profil fotoğrafı
16VC1 yıl önce

Composer sounds like a total game changer for document processing love how it takes the guesswork out of schema tuning. Curious, what’s been the most surprising improvement teams have seen using Composer so far?

Adam Hardej profil fotoğrafı
Adam Hardej1 yıl önce

the crushing continues!!

Zikrillo Akhror-Murod🇺🇿🇵🇸 profil fotoğrafı
Zikrillo Akhror-Murod🇺🇿🇵🇸1 yıl önce

Congrats! Could you share the link?

Jeeva profil fotoğrafı
Jeeva1 yıl önce

How does it work for spatial data in PDF ? LLMs perform poorly though

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So the composer for the game leaked some tracks for the Console version on the internet back in 2022. There’s also an interview the composer I’ll link to below.
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So the composer for the game leaked some tracks for the Console version on the internet back in 2022. There’s also an interview the composer I’ll link to below.

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Today, we’re excited to announce Deep Extract. We’re pushing the boundary of complex document extraction by utilizing an agent harness approach, iterating and verifying outputs until they are at human-level accuracy. The results speak for themselves: we’ve handled documents exceeding 2,500 pages, extracting a total of 30M+ fields in the last couple weeks with results in our production beta reaching 99-100% accuracy. It’s particularly effective on complex documents with long lists, such as invoice line items, brokerage statement transactions, equipment manifests, and more. See more on how we built it, how to use it, and more👇

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Introducing Parrot 🦜 Our first speech-to-text model built for production-grade voice agents with an industry leading accuracy, built for noisy calls, regional dialects and compressed audio. Trained on thousands of hours of real-world audio to make sure when you say Udaipur, the agent doesn't hear 'you-die-poor'.

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Audio Transcription with Google Gemini 1.5 Flash In this video, Gemini-Flash was able to transcribe 13 minutes of audio in 50-60 seconds. I have tested this with multiple audio files, and the transcription accuracy is close to 99%. If the audio is clear, you get 100% correct transcription. Even if the audio is really bad with a lot of noise, you still get around 95-96% accuracy. The code for this is available on GitHub. If you're interested, you can download and run it. You just need a Google API key.

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Heartwarming: This Israeli-American composer gives a live piano performance in an airport for passerby on their way to the Caribbean Repost if you have been touched by him
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Heartwarming: This Israeli-American composer gives a live piano performance in an airport for passerby on their way to the Caribbean Repost if you have been touched by him

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How to use the new Icon Composer with an existing Xcode project: 1. Make a new icon file 2. Drag it into your Xcode project (Move into) 3. Xcode should prioritize that over previous AppIcon files 4. Close the Icon Composer file 5. Click on Icon in Xcode 6. Open in Icon Composer (Make edits now) Things to Note: 1. Xcode will render the new static icon for previous macOS versions (Sequioa) 2. If you drag the app icon around your Dock, you may not see the app icon update unless you drag it off the Dock (Stop the app) 3. You may need to Clean + Run to see the icon update 4. Change the "Primary App Icon Set Name" to choose between multiple Composer files.

Paul Solt

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We tuned an AI agent that can do large-scale document extraction from long docs (50+ pages, some with 10k-100k fields) with 94%+ accuracy 📈 It uses a harness + model set that is tuned specifically for reasoning over extracting out complex information from complex docs. Each extracted field comes with a confidence score as well as a bounding box denoting where it came from. It does 10-20% better in accuracy than generalized coding agent harnesses (e.g. Claude Code Opus 4.8 and Codex GPT-5.6). Check out the video below for a demo. The mode is called LlamaExtract Agentic Plus. Learn more about our extraction benchmark and agentic plus mode here: If you have very complex document extraction needs, come check out LlamaParse!

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Composer: Okay, so what did you have in mind for the back-up sound? Honda: I want an SATB chorus singing a chord that will please the lord. Composer: you got it.
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Composer: Okay, so what did you have in mind for the back-up sound? Honda: I want an SATB chorus singing a chord that will please the lord. Composer: you got it.

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@MarkieWagner explaining to @TBPN how Poetic is able to run multi-hour complex processes for F500s with 99% accuracy in production, all with minimal token spend.
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@MarkieWagner explaining to @TBPN how Poetic is able to run multi-hour complex processes for F500s with 99% accuracy in production, all with minimal token spend.

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Did you know that the composer of the famous Game of Thrones soundtrack is Iranian? You are now listening to a cover of this iconic piece on the Iranian Daf, arranged by Reza Sajjadi and the original composer of this music is Ramin Djawadi. ENJOY!
1:20

Did you know that the composer of the famous Game of Thrones soundtrack is Iranian? You are now listening to a cover of this iconic piece on the Iranian Daf, arranged by Reza Sajjadi and the original composer of this music is Ramin Djawadi. ENJOY!

Iran Military Media ☫

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