#machine learning in text generator

[shygals-slophouse]

[notarealwelder]

(too pithy and probably incorrect about it)

One thing LLMs are not good at — not sure if getting any better, honestly — is gear-level models. Having a model at all; being able to articulate it; applying it to a situation and looking at discrepancies; having ~well-defined uncertainty; updating.

(or maybe i just can't prompt them to do that. not being a power llm user, can't speak with authority really.)

As a consequence, they are dog shit at structure-preserving morphisms. You can't transform a structure precisely enough to meaningfully reflect the original if you can't.... catch the boundaries of what's important or not? Can't check whether your correspondences of internals/pieces of 2 things are adequate if you don't, really, work with internals? If you don't or can't think of a thing as made out of pieces and nothing else? If your mental processes can't....check...whether an a : b :: c : d pattern is valid by looking at the structure/properties of abcd?

And therefore, they suck at writing, writing being at least 30% about structure-preserving morphisms.

[tilbageidanmark]

Ramsay Unleashed Mr Bean, from Belgian A.I. "artist" Biertap

It’s not there yet, but mark my words, before the end of 2025, we’ll be seeing “real” A.I. features that don’t suck.

[newslettertechera]

The most awaited article of the year is here ... Evolution of automation is all yours now !!!

[z2z-gaming-and-random-art-ai]

Back Cover to AI Art S2E29 - Classic Text Adventure Masterpieces

Older video games were notorious for back cover descriptions that have nothing to do with the game so lets see what a text to image generator makes of these descriptions. Season 2 sees an increase in art creations for each game up from 1 in the first season to 6 for the second season 

1. Intro - 00:00 

2. Back Cover and Text Description - 00:10 

2. Back Cover and Text Description Continued - 00:30 

3. Creation 1 - 00:50 

4. Creation 2 - 01:10 

5. Creation 3 - 01:30 

6. Creation 4 - 01:50 

7. Creation 5 - 02:10 

8. Creation 6 - 02:30 

9. Outro – 02:50 

A massive collection of text based adventures from Infocom with 33 on offer with A Mind Forever Voyaging, Arthur, Ballyhoo, Beyond Zork, Border Zone, Bureaucracy, Cutthroats, Deadline, Enchanter, Hollywood Hijinx, Infidel, Journey, Leather Goddesses of Phobos, The Lurking Horror, Moonmist, Nord and Bert Couldn't Make Head or Tail of It, Planetfall, Plundered Hearts, Seastalker, Sherlock: The Riddle of the Crown Jewels, Sorcerer, Spellbreaker, Starcross, Stationfall, Suspect, Suspended, Trinity, Wishbringer, The Witness, Zork I, Zork II, Zork III, Zork Zero all included in this collection. 

Additionally six amateur created adventures are also included in this collection, Classic Text Adventure Masterpieces released for Mac and DOS in 1996. 

For more Back Cover to AI Art videos check out these playlists 

Season 1 of Back Cover to AI Art 

https://www.youtube.com/playlist?list=PLFJOZYl1h1CGhd82prEQGWAVxY3wuQlx3 

Season 2 of Back Cover to AI Art 

https://www.youtube.com/playlist?list=PLFJOZYl1h1CEdLNgql_n-7b20wZwo_yAD

[seedmagine]

Bioluminescent Ice Caves: AI Creates a Real-Looking Photo

Look at this amazing AI photo. It shows ice caves that glow with bright, otherworldly light. You can see strange plants and animals inside. The caves feel like they hum with energy. It looks super real, like a photo from a Hasselblad camera.

This picture highlights:

Real Look: How AI makes photos that look like a pro took them.

Amazing Details: Lots of small, clear parts in the ice and glowing life.

Unique Worlds: AI creating places that feel out of this world but still real.

Want the full prompt for this image to make your own unique AI art? https://patreon.com/seedmagine

[precallai]

How AI Is Revolutionizing Contact Centers in 2025

As contact centers evolve from reactive customer service hubs to proactive experience engines, artificial intelligence (AI) has emerged as the cornerstone of this transformation. In 2025, modern contact center architectures are being redefined through AI-based technologies that streamline operations, enhance customer satisfaction, and drive measurable business outcomes.

This article takes a technical deep dive into the AI-powered components transforming contact centers—from natural language models and intelligent routing to real-time analytics and automation frameworks.

1. AI Architecture in Modern Contact Centers

At the core of today’s AI-based contact centers is a modular, cloud-native architecture. This typically consists of:

NLP and ASR engines (e.g., Google Dialogflow, AWS Lex, OpenAI Whisper)

Real-time data pipelines for event streaming (e.g., Apache Kafka, Amazon Kinesis)

Machine Learning Models for intent classification, sentiment analysis, and next-best-action

RPA (Robotic Process Automation) for back-office task automation

CDP/CRM Integration to access customer profiles and journey data

Omnichannel orchestration layer that ensures consistent CX across chat, voice, email, and social

These components are containerized (via Kubernetes) and deployed via CI/CD pipelines, enabling rapid iteration and scalability.

2. Conversational AI and Natural Language Understanding

The most visible face of AI in contact centers is the conversational interface—delivered via AI-powered voice bots and chatbots.

Key Technologies:

Automatic Speech Recognition (ASR): Converts spoken input to text in real time. Example: OpenAI Whisper, Deepgram, Google Cloud Speech-to-Text.

Natural Language Understanding (NLU): Determines intent and entities from user input. Typically fine-tuned BERT or LLaMA models power these layers.

Dialog Management: Manages context-aware conversations using finite state machines or transformer-based dialog engines.

Natural Language Generation (NLG): Generates dynamic responses based on context. GPT-based models (e.g., GPT-4) are increasingly embedded for open-ended interactions.

Architecture Snapshot:

plaintext

CopyEdit

Customer Input (Voice/Text)

       ↓

ASR Engine (if voice)

       ↓

NLU Engine → Intent Classification + Entity Recognition

       ↓

Dialog Manager → Context State

       ↓

NLG Engine → Response Generation

       ↓

Omnichannel Delivery Layer

These AI systems are often deployed on low-latency, edge-compute infrastructure to minimize delay and improve UX.

3. AI-Augmented Agent Assist

AI doesn’t only serve customers—it empowers human agents as well.

Features:

Real-Time Transcription: Streaming STT pipelines provide transcripts as the customer speaks.

Sentiment Analysis: Transformers and CNNs trained on customer service data flag negative sentiment or stress cues.

Contextual Suggestions: Based on historical data, ML models suggest actions or FAQ snippets.

Auto-Summarization: Post-call summaries are generated using abstractive summarization models (e.g., PEGASUS, BART).

Technical Workflow:

Voice input transcribed → parsed by NLP engine

Real-time context is compared with knowledge base (vector similarity via FAISS or Pinecone)

Agent UI receives predictive suggestions via API push

4. Intelligent Call Routing and Queuing

AI-based routing uses predictive analytics and reinforcement learning (RL) to dynamically assign incoming interactions.

Routing Criteria:

Customer intent + sentiment

Agent skill level and availability

Predicted handle time (via regression models)

Customer lifetime value (CLV)

Model Stack:

Intent Detection: Multi-label classifiers (e.g., fine-tuned RoBERTa)

Queue Prediction: Time-series forecasting (e.g., Prophet, LSTM)

RL-based Routing: Models trained via Q-learning or Proximal Policy Optimization (PPO) to optimize wait time vs. resolution rate

5. Knowledge Mining and Retrieval-Augmented Generation (RAG)

Large contact centers manage thousands of documents, SOPs, and product manuals. AI facilitates rapid knowledge access through:

Vector Embedding of documents (e.g., using OpenAI, Cohere, or Hugging Face models)

Retrieval-Augmented Generation (RAG): Combines dense retrieval with LLMs for grounded responses

Semantic Search: Replaces keyword-based search with intent-aware queries

This enables agents and bots to answer complex questions with dynamic, accurate information.

6. Customer Journey Analytics and Predictive Modeling

AI enables real-time customer journey mapping and predictive support.

Key ML Models:

Churn Prediction: Gradient Boosted Trees (XGBoost, LightGBM)

Propensity Modeling: Logistic regression and deep neural networks to predict upsell potential

Anomaly Detection: Autoencoders flag unusual user behavior or possible fraud

Streaming Frameworks:

Apache Kafka / Flink / Spark Streaming for ingesting and processing customer signals (page views, clicks, call events) in real time

These insights are visualized through BI dashboards or fed back into orchestration engines to trigger proactive interventions.

7. Automation & RPA Integration

Routine post-call processes like updating CRMs, issuing refunds, or sending emails are handled via AI + RPA integration.

Tools:

UiPath, Automation Anywhere, Microsoft Power Automate

Workflows triggered via APIs or event listeners (e.g., on call disposition)

AI models can determine intent, then trigger the appropriate bot to complete the action in backend systems (ERP, CRM, databases)

8. Security, Compliance, and Ethical AI

As AI handles more sensitive data, contact centers embed security at multiple levels:

Voice biometrics for authentication (e.g., Nuance, Pindrop)

PII Redaction via entity recognition models

Audit Trails of AI decisions for compliance (especially in finance/healthcare)

Bias Monitoring Pipelines to detect model drift or demographic skew

Data governance frameworks like ISO 27001, GDPR, and SOC 2 compliance are standard in enterprise AI deployments.

Final Thoughts

AI in 2025 has moved far beyond simple automation. It now orchestrates entire contact center ecosystems—powering conversational agents, augmenting human reps, automating back-office workflows, and delivering predictive intelligence in real time.

The technical stack is increasingly cloud-native, model-driven, and infused with real-time analytics. For engineering teams, the focus is now on building scalable, secure, and ethical AI infrastructures that deliver measurable impact across customer satisfaction, cost savings, and employee productivity.

As AI models continue to advance, contact centers will evolve into fully adaptive systems, capable of learning, optimizing, and personalizing in real time. The revolution is already here—and it's deeply technical.

[tilbageidanmark]

This A.I. music video made by some guy on reddit (who had since deleted his account) got me thinking:

A.I. is already so advanced, that a good story teller, maybe an established director, could product today the most spectacular, "real" movie - at home, for practically no budget, and no time. Somebody like Tony Gilroy, Tarsem Singh, Anders Thomas Jensen, Neo Sora... Damon Packard has been doing exactly that, and he's not bad. But if a "real professional" were to do it now, I think they could break the bank.

[futuretiative]

ElevenLabs AI: The Future of Voice & text to speech Technology | futuretiative

ElevenLabs, a revolutionary AI voice platform that's changing the game for content creators, developers, and anyone needing high-quality voice generation.

#AI #ArtificialIntelligence #Tech #Technology #MachineLearning #AIVoice #VoiceCloning #TextToSpeech #ElevenLabs #ElevenLabsAI #ElevenLabsTutorial #ContentCreation #VideoEditing #TrendingTech #elevenlabsaivoicecloning

AI voice voice cloning text to speech AI audio audio generation voice over AI speech deepfake voice ElevenLabs ElevenLabs tutorial ElevenLabs review ElevenLabs voice cloning AI tools machine learning artificial intelligence audio editing language translation AI podcast voice YouTube voice over audiobook creation video dubbing AI how to tutorial review best diy music songs movies trailers gaming live

ElevenLabs lets you:

Create incredibly realistic AI voices: Clone your own voice or choose from a diverse library of pre-made voices that sound natural and expressive.

Generate long-form spoken audio: Effortlessly convert text into speech for podcasts, audiobooks, videos, and more.

Translate audio into multiple languages: Expand your reach by dubbing your content into different languages with natural-sounding AI voices.

Use voice cloning for personalized experiences: Create unique voiceovers for your projects, or even generate personalized audio messages.

Utilize their API for seamless integration: Developers can easily integrate ElevenLabs' powerful voice technology into their applications.

Whether you're a YouTuber, podcaster, game developer, or simply looking for innovative voice solutions, ElevenLabs offers a powerful and accessible platform. We'll explore its features, demonstrate its capabilities, and discuss how you can leverage it for your creative projects.

Check out ElevenLabs here: https://elevenlabs.io/

Don't forget to like, comment, and subscribe for more AI content!

[mimok]

The Machine Dreams

text to video with firefly. Today, I gained access to Firefly’s text-to-video generative feature, and it feels like stepping into the future. The speed at which technology is advancing is breathtaking, and with each new tool, creative possibilities expand in ways we couldn’t have imagined just a few years ago. I tested it by generating videos using a reference image and others directly from text…

[z2z-gaming-and-random-art-ai]

Back Cover to AI Art S3E23 - Dune

Older video games were notorious for back cover descriptions that have nothing to do with the game so let's see what a text-to-image generator makes of these descriptions. each episode of Back Cover to AI Art Season 3 will feature 4 ai art creations for each game.

1. Intro - 00:00 2. Back Cover and Text Description - 00:10 3. Creation 1 - 00:30 4. Creation 2 - 01:00 5. Creation 3 - 01:30 6. Creation 4 - 02:00 7. Outro – 02:30

Dune (Sega CD) Far Across the universe, past the edge of known things and expected outcomes, at the intersection o outer and inner space, lies the planet Arrakis. A world of sand and spice. Of space travel by expanded consciousness. Of giant worms, Palace Intrigue, armies massed for battle and a warrior prince prophesied in legend.

🌌🐛🏜️🌌🐛🏜️🌌🐛🏜️🌌🐛🏜️🌌🐛🏜️🌌🐛🏜️🌌🐛🏜️🌌🐛🏜️🌌🐛🏜️

Considered by many as one of the most important world of Science-Fiction literature, Frank Herbert's Dune would not receive a video game adaption until 1992 with Dune. A point and click adventure strategy game developed by Cryo Interactive.

Releasing in 1992 for MS-DOS and the Amiga (On Moby Games it is rated as the 32nd best game on the Amiga from 1509 games). A port to the Sega CD would follow in 1993. Dune continues to be relevant in 2024 with the recent TV series as well as video game adaptions, the most recent of these being Dune: Spice Wars in 2022 with its expansion Dune Spice Wars House Vernius of Ix in 2024 and Dune Imperium in 2023.

🌌🐛🏜️🌌🐛🏜️🌌🐛🏜️🌌🐛🏜️🌌🐛🏜️🌌🐛🏜️🌌🐛🏜️🌌🐛🏜️🌌🐛🏜️

For more Back Cover to AI Art videos check out these playlists

Season 1 of Back Cover to AI Art https://www.youtube.com/playlist?list=PLFJOZYl1h1CGhd82prEQGWAVxY3wuQlx3

Season 2 of Back Cover to AI Art https://www.youtube.com/playlist?list=PLFJOZYl1h1CEdLNgql_n-7b20wZwo_yAD

Season 3 of Back Cover to AI Art https://www.youtube.com/playlist?list=PLFJOZYl1h1CHAkMAVlNiJUFVkQMeFUeTX

[engenhariadesoftware]

As Melhores IAs de Conversação com Fala Gratuitas

Introdução às IAs de Conversação com Fala Nos últimos anos, as IAs de conversação com fala têm ganhado destaque em diversas áreas, desde assistentes pessoais até chatbots empresariais, passando por sistemas de automação doméstica. Esses sistemas utilizam tecnologias avançadas de reconhecimento de fala, processamento de linguagem natural (NLP) e síntese de fala (Text-to-Speech) para permitir uma…

[innova7ions]

Discover the Power of Fliki AI for Creators!

Fliki AI is a cutting-edge tool revolutionizing the AI industry by offering a seamless platform for generating high-quality content efficiently. Important Note: This video contains Affiliate links, where if someone navigates to them, there is a possibility that a commission will be paid to me by the affiliate.

Fliki AI:

With the increasing demand for AI-generated content, Fliki AI stands out as a game-changer in the field. Generating AI content efficiently is crucial for businesses and content creators looking to streamline their workflow and produce engaging articles quickly.

Fliki AI simplifies the content creation process, saving time and resources while maintaining top-notch quality. By using Fliki AI, you can unlock a plethora of benefits such as improved productivity, enhanced creativity, and access to a wide range of article ideas tailored to your specific needs. Stay tuned to discover how Fliki AI can elevate your content creation!

#aicontentgeneration #artificialintelligencerevolution

[seedmagine]

Glass Forest: AI Creates Real-Looking Crystal Trees

Look at this amazing AI image. It shows a forest where the leaves are made of glass. The trees have brown trunks and branches, but all the leaves are clear, shiny glass pieces. Sunlight makes them sparkle and show colors. It looks like a real photo, not fake.

This picture highlights:

New Materials: How AI makes natural things out of unexpected materials.

Looks Very Real: The AI makes the glass leaves look sharp and real.

Creative Ideas: How a simple idea becomes a beautiful image with AI.

Want the full prompt for this image to make your own unique AI art? Find the link in our bio!

https://patreon.com/seedmagine

[thedevmaster-tdm]

STOP Using Fake Human Faces in AI

[neturbizenterprises]

Unlock Your Creative Potential with Krater AI 🚀

Are you struggling to create compelling content?

Introducing Krater AI, your new secret weapon for content creation! With its intuitive interface and powerful features, Krater AI is changing the way we think about content. Say goodbye to writer's block and staring at a blank screen. Whether you're a seasoned writer or just starting out, Krater AI empowers you to effortlessly generate high-quality original content in minutes. From blog posts and social media updates to marketing copy and educational materials, Krater AI helps you captivate your audience with diverse content that truly connects. Ready to unleash your inner storyteller?

#aicontentgeneration #artificialintelligencerevolution