ఆరా తీశారు ,ఆచరించారు ,అమలు చేశారు ✊✊
@PawanKalyan గారు ఫోకస్ చేసి రంగం లో దిగితే పని అయిపోవాల్సిందే ఎందుకంటే ఆయన సమస్య మూలాలను కనుక్కొని పరిష్కార ప్రయత్నం 💯 శాతం చేస్తారు
���ేను నమ్మిన నాయకుడు చాలా గొప్పోడు
The Satyavedu–T.P. Kota–Nagalapuram road and the main route to Sri City have been neglected for 10 years. Daily commuters and locals suffer greatly. We sincerely request immediate attention and action to resolve this long-pending road
issue.#andhrapradesh#roadsafety#sricity 🙏
PDF parsing is still painful because LLMs reorder text in complex layouts, break tables across pages, and fail on graphs or images.
💡Testing the new open-source OCRFlux model, and here the results are really good for a change.
So OCRFlux is a multimodal, LLM based toolkit for converting PDFs and images into clean, readable, plain Markdown text.
Because the underlying VLM is only 3B param, it runs even on a 3090 GPU. The model is available on @huggingface .
The engine that powers the OCRFlux, teaches the model to rebuild every page and then stitch fragments across pages into one clean Markdown file.
It bundles one vision language model with 3B parameters that was fine-tuned from Qwen 2.5-VL-3B-Instruct for both page parsing and cross-page merging.
OCRFlux reads raw page images and, guided by task prompts, outputs Markdown for each page and merges split elements across pages.
The evaluation shows Edit Distance Similarity (EDS) 0.967 and cross‑page table Tree Edit Distance 0.950, so the parser is both accurate and layout aware.
How it works while parsing each page
- Convert into text with a natural reading order, even in the presence of multi-column layouts, figures, and insets
- Support for complicated tables and equations
- Automatically removes headers and footers
Cross-page table/paragraph merging
- Cross-page table merging
- Cross-page paragraph merging
A compact vision‑language models can beat bigger models once cross‑page context is added.
🧵 1/n Read on 👇
@JSPShatagniTeam@JanaSenaParty మెడికల్ ఎమర్జెన్సీ, చాలా యాక్సిడెంట్స్ కూడా జరిగాయి,శ్రీ సిటి కి డైలీ ఉద్యోగాలికి వెళ్ళే వారికి మరియు కంపెనీ బస్సులకు ఇదే ప్రథాన రహదారి గా ఉన్నది. గత ఆరు సంవత్సరాలుగా ఈ ఇబ్బంది మాకు రోజు రోజుకి పెరుగుతూనే ఉంది.@ncbn@naralokesh@PawanKalyan .
This road is from Satyavedu to Nagalapuram ( Tirupati Dist, MLA - Koneti Aadhimulam) - We are struggling from last 10 years still there is no hope from govt. Even now nobody is bother to solve this problem. Pls Help us @pepparsalt9@lordshivom@yskanth
నిన్నటి నుండి ఇప్పటం,ఐప్పటం అని ఓ తెగ గింజుకుంటున్న Paytm కుక్కలు,నిల్కమల్స్! ఇది రా మీరు అక్కడ వెలగబెట్టిన నిర్వాకం!
జనాలు కాండ్రించి మొఖాన ఉమ్మేసినా ఇంకా సిగ్గు రాలేదా? @YSRCParty@ysjagan#IppatamVillagersSlipperShotToYSJagan
ఎదుగుదల ఓర్వలేని ఏడుపుగొట్టు ఎధవల మధ్యా & ముందు నవ్వుతూ వెనుక గోతులు తీసే గుంట నక్కల మధ్య నువ్వు ఇంకెన్నాళ్లు ఇలా నిటారుగా & నీతిగా నిలబడగలవో కాలమే సమాధానం చెప్పాలి 🙏
రాజకీయాలను ప్రక్షాళన చేయాలనే పిచ్చి పిచ్చి కోరికలున్న యు��తకు నీ అడుగులే మార్గదర్శనం చేస్తాయి @PawanKalyan 👍
332 అత్యంత అధ్వానమైన గిరిజన గ్రామాల్లో PM - JANMAN ద్వారా
7909 కుటుంబాలకు రక్షిత తాగు నీరు సరఫరా కల్పించడానికి
29.93 కోట్లతో చేబట్టబోయే పనులకు
పరిపాలన అనుమతులు జారీ చేసిన పంచాయతీ రాజ్ శాఖ.
#NDAGovernanceInAP#ఇది_మంచి_ప్రభుత్వం
You all may have noticed that the Twitter sentiment around Cardano has been more negative lately. This change isn't a reflection of our project somehow failing, but rather the desired result of Voltaire.
There have been years of pent-up grievances, unexplored road map items, unfunded growth strategies, and needed partnerships that haven't been addressed due to Cardano's governance not scaling to meet the needs of the ecosystem.
Now that Voltaire is here, the new governance is capable of listening and adapting to meet these needs and also executing a new roadmap to grow the ecosystem dramatically. I have my own very long list of grievances that couldn't get addressed before.
Working on a Cardano Native Asset (Midnight), I'm keenly aware of the things that need to be done for CNAs from custody to liquidity. I'll do my part, but I'm glad we have an actual government by and for the people of Cardano to work with to also do their part. It's the same for stablecoin support.
The difference between Cardano and the rest of the cryptocurrency space is that we all do this together and out in the open. It's why we are loathed by a lot of others. Their backroom deals and dirty tricks can't be hidden because there is no one to ask to do it under the table.
To talk to Cardano, you have to talk to an onchain government in more than 100 countries that never sleeps and is very passionate about integrity with a long time horizon for growth and progress. Short-term thinking, market manipulation, and companies seeking a handout have no role or place here.
That's the difference that makes a difference. Cardano isn't dying. It's thriving and growing. It's also one of the last cryptocurrencies that still wants to be a real cryptocurrency and not the patron of Blackrock and Wall Street for number go up preferences.
4️⃣ Project based learning
You don't learn unless you get your hands dirty. 👊
This Github repo contains a curated list of great python projects across many domains and areas of interest.
Check this out 👇
https://t.co/8tsodWVq29