Parser Data Extraction to Excel - Search Videos

Web scraping will never be the same.(100% open-source visual search at scale)PixelRAG is a retrieval system that skips HTML parsing completely.Instead of scraping a page into text and embedding chunks, it screenshots the page and retrieves the image. A vision-language model reads the answer straight off the pixels.Why that matters: parsing is where web RAG quietly loses information.- A single HTML-to-text parser can drop 40%+ of a page.- Tables, charts, and layout get flattened or thrown out.- S

Web scraping will never be the same.(100% open-source visual search at scale)PixelRAG is a retrieval system that skips HTML parsing completely.Instead of scraping a page into text and embedding chunks, it screenshots the page and retrieves the image. A vision-language model reads the answer straight off the pixels.Why that matters: parsing is where web RAG quietly loses information.- A single HTML-to-text parser can drop 40%+ of a page.- Tables, charts, and layout get flattened or thrown out.- S

927.2K views3 weeks ago

x.comAkshay 🚀

We built the fastest PDF -> markdown parser in the world 🚀⚡️AND it’s more accurate than any other open-source, model-free parser (pymupdf4llm, opendataloader, pdf-inspector, markitdown) on 3 standardized benchmarks: olmOCR0-bench, opendataloader-bench, ParseBenchIntroducing LiteParse v2.1. The v2 base version was already the fastest document->text parser on the planet, and with this new release we’ve introduced markdown.It is fully open-source (Apache 2.0) and free, is usable from CLI/Rust/Node

We built the fastest PDF -> markdown parser in the world 🚀⚡️AND it’s more accurate than any other open-source, model-free parser (pymupdf4llm, opendataloader, pdf-inspector, markitdown) on 3 standardized benchmarks: olmOCR0-bench, opendataloader-bench, ParseBenchIntroducing LiteParse v2.1. The v2 base version was already the fastest document->text parser on the planet, and with this new release we’ve introduced markdown.It is fully open-source (Apache 2.0) and free, is usable from CLI/Rust/Node

268.6K views3 weeks ago

It's kind of crazy how well LiteParse does on markdown document parsing even compared against frontier VLMs - when it doesn't use VLMs or any AI/OCR models at all. It's pure code. On ParseBench, it outperforms Qwen 3.5-9B / GLM-OCR. There's still a gap vs. models like Gemma 4 and PaddleOCR-VL especially on dense visual outputs, but if your documents are text/table-heavy this gap closes rapidly. Come check it out: it's the fastest document parser you can possibly use, and it's completely free/ope

It's kind of crazy how well LiteParse does on markdown document parsing even compared against frontier VLMs - when it doesn't use VLMs or any AI/OCR models at all. It's pure code. On ParseBench, it outperforms Qwen 3.5-9B / GLM-OCR. There's still a gap vs. models like Gemma 4 and PaddleOCR-VL especially on dense visual outputs, but if your documents are text/table-heavy this gap closes rapidly. Come check it out: it's the fastest document parser you can possibly use, and it's completely free/ope

142.3K views3 weeks ago

There is a massive demand for processing files *in the agent loop*. The number of users submitting agent queries with file attachments is exponentially increasing over time. Our mission is to make LiteParse the best parser in terms of cost, accuracy, speed, and semantics, for any agent loop you're using. This includes the recent Eve framework by @vercel to the Claude SDK to other frameworks.Right now, the default behavior of every agent loop is to use a simple library (e.g. pypdf, pdftotext) to

There is a massive demand for processing files *in the agent loop*. The number of users submitting agent queries with file attachments is exponentially increasing over time. Our mission is to make LiteParse the best parser in terms of cost, accuracy, speed, and semantics, for any agent loop you're using. This includes the recent Eve framework by @vercel to the Claude SDK to other frameworks.Right now, the default behavior of every agent loop is to use a simple library (e.g. pypdf, pdftotext) to

3.8K views1 week ago

WHY WASTE 16 MINUTES OF YOUR TIME ON THIS AI ENGINEER EUROPE TALK WHEN I CUT THE 5 BEST MOMENTS INTO 4 MINUTES FOR YOUbright data engineer exposed why your ai agent lies about searching the web. cloudflare blocks 20% of web from ai. 60% of chatgpt citations are broken. agents hallucinate instead of saying "i can't"00:00 - llms are programmed to please. they make things up instead of saying "i can't"00:42 - cloudflare blocks 20% of web. 60% of chatgpt citations are broken02:03 - gpt-5 fails all 5

WHY WASTE 16 MINUTES OF YOUR TIME ON THIS AI ENGINEER EUROPE TALK WHEN I CUT THE 5 BEST MOMENTS INTO 4 MINUTES FOR YOUbright data engineer exposed why your ai agent lies about searching the web. cloudflare blocks 20% of web from ai. 60% of chatgpt citations are broken. agents hallucinate instead of saying "i can't"00:00 - llms are programmed to please. they make things up instead of saying "i can't"00:42 - cloudflare blocks 20% of web. 60% of chatgpt citations are broken02:03 - gpt-5 fails all 5

6.8K views3 weeks ago

Someone compiled 280+ n8n automations into one free repo.It's called awesome-n8n-templates. > AI email classifier with OpenAI and Gmail> WhatsApp RAG chatbot for customer support> Resume parser with multimodal vision AI> Telegram voice translator across 55 languages> Company docs RAG bot via Google DriveEvery workflow is plug-and-play.

Someone compiled 280+ n8n automations into one free repo.It's called awesome-n8n-templates. > AI email classifier with OpenAI and Gmail> WhatsApp RAG chatbot for customer support> Resume parser with multimodal vision AI> Telegram voice translator across 55 languages> Company docs RAG bot via Google DriveEvery workflow is plug-and-play.

41.6K views3 weeks ago

x.comOliver Prompts

In their OCR 4 launch this week, Mistral shared a significantly lower score for Chandra 2 than you get from our repo or by running our public code.They also omitted Infinity Parser, which reports 87.6%, from their olmocr comparison.

In their OCR 4 launch this week, Mistral shared a significantly lower score for Chandra 2 than you get from our repo or by running our public code.They also omitted Infinity Parser, which reports 87.6%, from their olmocr comparison.

21.5K views2 weeks ago

x.comVik Paruchuri

El web scraping nunca volverá a ser el mismo.(Búsqueda visual 100 % open-source a gran escala)PixelRAG es un sistema de recuperación que evita por completo el análisis de HTML.En lugar de extraer una página en texto e incrustar fragmentos, toma una captura de pantalla de la página y recupera la imagen. Un modelo de lenguaje visual lee la respuesta directamente desde los píxeles.Por qué esto importa: el análisis es donde el RAG web pierde información de forma silenciosa.- Un solo parser de HTML a

2.8K views3 weeks ago

x.comSanti Torres

要約本稿は、C++20の requires 節をCUDAカーネル起動関数およびラッパーコンストラクタへ直接注入し、不正なレジスタ構成のインスタンス化をコンパイル言語仕様レベルで無効化する制約トポロジーの構築、およびCIクレンジング実行時に削減されたコーパスのファイル数・バイト数をJSONシリアライズしてダッシュボードへ転送する時系列テレメトリロギングパスの実装・検証である。これにより、不正な計算トポロジーの発生を未然に防ぎ、CIリソースの最適化状況を可視化する。結論型システムによる絶対的防御: requires 節の直接割当てにより、制約を満たさないテンプレート引数での実体化（コンストラクトや関数コール）はコンパイルエラーではなく「オーバーロード解決の失敗（Substitution Failure）」として処理され、不正なバイナリの発生が言語仕様レベルで根本的に拒絶される。データ駆動型CI監視の確立: クレンジング前後のファイル数・バイト数の差分を構造化JSONとしてシリアライズ抽出し、外部のエンドポイントへ転送（テレメトリ化）することで、ファジング空間の「ノイズ（無駄なエントロピー）

547 views2 weeks ago

x.comOMUXΩ∞KUT-ASI Junki Kanamori

最近看了一个硬核开源项目 PixelRAG，它主打“所见即检索”：不把网页转成文本，而是直接截图并切成图片块（Tiles），用微调过的 Qwen3-VL-Embedding 搞定向量检索，最后让 VLM 盯着像素去读答案。这思路直接干掉了玄学的 Parser 环节。作者团队拿 3000 万张维基百科截图做大规模测试，即使在纯文本问答上，准确率也暴打了传统最强文本 RAG 18.1%。最爽的是它还自带了 Claude Code 插件，不爬 DOM 树，直接给 Claude 装上“眼睛”看 live 页面或 arXiv 论文。100% 纯开源（Apache-2.0），一个脚本直接跑通。非常适合饱受复杂网页解析折磨、手头有大量图表长文的 RAG 开发者。你会为了抛弃繁琐的爬虫 Parser，去尝试这种“视觉像素流”检索吗？

521 views3 weeks ago

x.com比特币橙子Trader

Launching the improved version of https://t.co/itAogrFpiD 1) Vincent Gogh painting’s inspired theme2) OG Images renderer for everyone 3) Improved all the themes with new flavours 4) Improved SEO5) Improved Parser Build your own portfolio in a minute :)

3K views3 weeks ago

x.comPranav Mailarpawar

🚨 7 BUGS AI PUT IN YOUR BOT YOU HAVEN'T FOUND YETThose small mistakes costed me thousands when i started.Now my bot is sitting at $33k PnL.Public wallet: Your bot runs.That doesn't mean it works.AI quietly shipped all of these, and here's the one-line fix for each:> Hallucinated endpointsAI invents Polymarket API endpoints that don't exist, then writes code calling them.Fix: verify every endpoint against the real docs, never trust one AI just wrote.> Wrong library versionsThe API changed betwee

1.7K views2 weeks ago

【LLM高速化の決定版！「vLLM v0.24.0」が登場しました！】👉 https://t.co/ngFX7mmf5B大規模言語モデル（LLM）の推論を劇的に高速化してくれる大人気エンジン「vLLM」が、ついにバージョン0.24.0にアップデートされました！今回のアップデートは、コスト削減と速度向上の両面で素晴らしい進化を遂げていますよ。注目のポイントをわかりやすく解説しますね！1. 🚀 **DeepSeek-V4への最適化で応答がさらに爆速に！**最初の1文字目が出力されるまでの時間（TTFT）がさらに削減されました。KV Cache（生成データを一時保存する仕組み）のアクセスを最適化するキャッシュ技術により、驚くほどスムーズな対話が可能になります。2. 💡 **最新の量子化技術でメモリを大幅に節約！**「FP8」や「MXFP4」といった、精度を保ちつつデータを軽量化する最新の量子化フォーマットが標準サポートされました。メモリを効率管理するPagedAttentionと組み合わせることで、高価なハイエンドGPUがなくても大規模なモデルをサクサク動かせるようになります。お財布に

1.4K views1 week ago

x.comハカセアイ(Ai-Hakase)🐾最新トレンドＡＩのためのＸ 🐾

Web scraping akan berubah selamanya.PixelRAG baru flip seluruh pipeline RAG:Bukan lagi parse HTML jadi teks (yang sering kehilangan tabel, chart, layout, dan equation)...Tapi ambil screenshot halaman lalu cari & ambil jawaban langsung dari gambar, persis seperti yang manusia lihat.Kenapa ini penting?Text-based RAG bisa kehilangan 40%+ konten halaman. Akurasi bisa berubah drastis hanya karena ganti parser.PixelRAG skip semua masalah itu.Mereka bangun visual index dari 30 juta+ screenshot Wikipedi

323 views3 weeks ago

Now that Claude Fable 5 and GPT-5.6 are gone…I believe Web scraping will never be the same.(100% open-source visual search at scale)PixelRAG is a retrieval system that skips HTML parsing completely.Instead of scraping a page into text and embedding chunks, it screenshots the page and retrieves the image. A vision-language model reads the answer straight off the pixels.Why that matters: parsing is where web RAG quietly loses information.- A single HTML-to-text parser can drop 40%+ of a page.- Tab

355 views3 weeks ago

Build an AI Resume Analyzer with Python Beat ATS & Match Any Job Description! #Python #AI #Streamlit

YouTubeObadiah Nerd

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