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  1. RE: fosstodon.org/@tunix/117339712

    OK. Introducing valhalla 🎉

    github.com/tunix/valhalla

    My primary goal was to create a wallpaper app like Damask which respects the user's theme preferences. But I couldn't stop there so I added a bunch of other features like favorites etc. 😊

    I tried pushing it to flathub but got rejected due to the relatively freshness of the project and AI usage.

    I hope to get it accepted because I'm really interested in maintaining it.

    Please use it, create issues and let me know what you think. Thank you!

  2. Keeping your instruments in tune is essential for every musician. Explore our curated list of tuning apps and software, from guitar tuners to chromatic options for any instrument. Find the right tool to stay in pitch. getmusictools.com/categories/t #tuning #musicians #musictools

  3. TUNEXX Is Billboard’s K-Pop Up & Comer of the Month for October

    Image Credit: IST ENTERTAINMENT DONGGYU   Which part of the title track or B-sides shows off your charm…
    #NewsBeep #News #US #USA #UnitedStates #UnitedStatesOfAmerica #Music #BillboardGallery #BillboardKorea #Entertainment #genrekpop #Global #K-PopRookieoftheMonth #Korea
    newsbeep.com/us/889560/

  4. Just tuning in and I see we're chasing after one period. #hnom #NHLJets

  5. I've been tuning the performance of DayFrame live on stream, and there's so many cool updates that you need to see and learn how I'm improving Claude to work better with my .NET MAUI app

    Join me!
    twitch.tv/csharpfritz
    youtube.com/csharpfritz

  6. Stop debating RAG vs Fine-Tuning. Enterprise AI requires both.

    Our hands-on MLOps implementation guide covers:
    🧩 Semantic Chunking: Local BGE-M3 embeddings with zero egress
    ⚙️ 4-Bit QLoRA: BitsAndBytes + PEFT to prevent GPU OOM crashes
    🛡️ Security Defense: Sanitizing indirect prompt injection (OWASP LLM01)
    🚀 Bare Metal Speed: Zero cloud API taxes & unmetered NVMe

    🔗 irexta.com/tutorials/rag-vs-fi

    #LLM #RAG #FineTuning #MLOps #AI #BareMetal #iRexta

  7. Oh ho! Tuning into an #AI workshop for work and seeing some interesting questions from the audience. Like, "What is the environmental impact of this?" or "How much is this going to cost us a year?" Yup. I'm not the only AI skeptic in this workshop. Keep asking questions, people!

    #AISucks #AIDatacentres #EnvironmentalImpact #DumbingUsDown

  8. 📄 AI paper of the day:

    « Scaling Parameter-Efficient Fine-Tuning for Brain Encoding »
    ▲ 106 upvotes on Hugging Face

    huggingface.co/papers/2610.268

    #AI #MachineLearning #Research

  9. “#VibeCoding is the new product management.
    Training & tuning models is the new #coding."

    #NavalRavikant

    @aitech
    #ai
    #llm

  10. "When a Department of Homeland Security official sent out an alert to stop Samuel Tunick, a Stop Cop City activist, at an airport in January 2025, they said the reason was because he was suspected of “terrorist activities,” according to new filed court records which include a screenshot of the alert and photos of Tunick’s interrogation.

    Tunick ultimately provided Customs and Border Protection (CBP) officials with a code that, when entered, wiped his security- and privacy-focused GrapheneOS phone. Tunick is now being criminally charged for that alleged act, in one of the most high profile technology civil rights cases in recent memory.

    The court records also showed that CBP officials lied to Tunick during his interrogation. Instead of saying he was being targeted for suspected terrorism — although this search happened just at the start of the second Trump administration, it has dramatically broadened what organizations or people may be considered such — they said they needed his phone to look for “kiddie porn.”"

    404media.co/dhs-said-they-sear

    #USA #DHS #BorderControl #Trump #Surveillance #PoliceState #GrapheneOS #Privacy

  11. kael.tech.blog/2026/10/17/my-e

    Lots of nitty gritty details on tuning local LLMs in this article.

    TLDR; inference software configuration can matter almost as much as hardware. A poorly chosen backend can make a capable local system appear unusable.

    #AI #LLM #localLLM #qwen

  12. I didn't watch much Alberta referendum coverage tonight, tuning in near what I thought would be the end...and it feels like the stage has been intentionally set for election conspiracies and racism.

    I'll be happily surprised if we're not hearing about anomalies and cheating in indigenous communities, and it all being rigged, and how it was stolen from the separatists by people voting without ID at the last minute in indigenous communities, etc.

    Prove me wrong, Alberta.

    #CdnPoli #politics

  13. 👂 Voxtral Small Transcribe 3 covers 50+ languages, including all 24 official EU languages, with diarization (who said what) and context biasing for domain vocabulary without fine-tuning. On FLEURS it reaches 4.1% WER, ahead of Gemini 3.5 Transcribe, Scribe v2, GPT Transcribe and Whisper large-v3. The 4B Mini variant costs $0.0035/min.

  14. Today's sense of impending doom brought to me by unboxing a shiny new desktop computer and now having to migrate years of fine-tuning over to it.

  15. 🔔 Position Open! | JavaScript / TypeScript Full-Stack Developer (Javascript)

    Remote contract with Turing, pay discussed during screening
    ✅ Building and maintaining code that trains AI models
    ✅ Running evals to benchmark model performance
    ✅ Supervised fine-tuning with task-specific datasets

    👉 Apply here: nearskill.in/jobs/javascript-t

    #RemoteJobs #Javascript #Jobs #Typescript

  16. #DHS Said They Searched Man Who Wiped #GrapheneOS Phone for #ChildAbuse Material. They Lied

    When a Department of #HomelandSecurity official sent out an alert to stop Samuel Tunick, a #StopCopCity activist, at an #airport in January 2025, they said the reason was because he was suspected of “terrorist activities,” according to new filed court records which include a screenshot of the alert and photos of Tunick’s #interrogation.

    #Tunick ultimately provided #Customs and #BorderProtection (#CBP ) officials with a code that, when entered, wiped his #security - and #privacy -focused GrapheneOS phone. Tunick is now being criminally charged for that alleged act, in one of the most high profile technology #civilrights cases in recent memory.

    The court records also showed that CBP officials lied to Tunick during his interrogation. Instead of saying he was being targeted for suspected #terrorism —… they said they needed his phone to look for “#kiddieporn.”
    #csam

    404media.co/dhs-said-they-sear

  17. DHS Said They Searched Man Who Wiped GrapheneOS Phone for Child Abuse Material. They Lied

    Officials said they wanted to search the phone of Samuel Tunick, a Stop Cop City activist, for child abuse material, 404 Media reports. According to 404 Media, the search was actually pursued because he was suspected of ‘terrorist activities’ after he wiped his GrapheneOS phone. 404media.co/dhs-said-they-sear

  18. Dobra, co na razie ograłem ze Steam AI Slop Fest:

    store.steampowered.com/app/512

    #Killsec - takie tam Hotline Miami z mieczem, który odbija pociski. Raczej nic szczególnego, patent ciekawy, nie wciągnęło mnie jakoś, ale nie jest złe.

    store.steampowered.com/app/493

    #Droneorbit - nie wiem jaki to do końca gatunek, niby gra do idlowanka, ale trzeba sterować stateczkiem pośród asteroidów, które zbieramy. Przeszedłem całe demo, niestety strasznie uzależniające i bardzo dobrze zrobione. Grać na własną odpowiedzialność.

    store.steampowered.com/app/470

    #driftersblackoutcrew - takie tam Dungeons of Eternity, tylko VR-owe. W sumie polecił mi to sam dev, jak narzekałem na reddicie, że same AI slopy. Przyznaje, że bardziej podoba mi się dev, niż gra - mają przyjemny kanał i dobrze opisują np. procesz portowania ich gier na Frejma. Ale gra bardz poczciwa, zwłaszcza jak się ma kolegów 🫠

    store.steampowered.com/app/501

    #rustmourne - klon Dead Space na VR. Niestety w dobie poczciwych modów do normalnych gier wielka bieda, może później zmuszę się pograć więcej.

    store.steampowered.com/app/530

    #ecstatica - uwielbiałem tę grę w przeszłości - podoba mi się i teraz. Po wydarzeniach z jedynki trafiamy z ukochaną do opanowanego przez szatany zamku. Od razu porywają ukochanką, nas łapią i zakuwają w dyby, uciekamy - i zaczyna się typowa gra bez litości dla początkujących polegająca na ucieczce. Perspektywa z pierwszych Alone in the Dark/Residentów, interaktywość z otoczeniem, częste umieranko, walka, świetne animacja - wszystko to oczywiście starożytne drewno, ale bardzo dobrze się bawię.

    Na razie tyle - pozdrawiam #giereczkowo i może tagujmy to #tunikogoniemasteamfest26AI gdyby ktoś chciał się bawić w wymianę doświadczeń - a nuż ktoś zabłądzi i przeczyta.

  19. Krea has launched Krea 3, its new image editing model with 2K edits in under 8 seconds, localized editing, and LoRA fine-tuning for consistent results across images. Pricing starts at $0.03 per 1K image alternativeto.net/news/2026/10

  20. ICYMI: Marcin Gąstół explores Trivy scanners for vulnerabilities, misconfigurations, and secrets with Ubuntu-centric guidance on performance tuning, security configurations, and scalability across Linux distros.

    admin-it.io/full-spectrum-secu

  21. 🚀 Fastest-growing AI projects today

    1. The trend underscores the growing importance of customizing pre-trained models to speci...
    2. Mapika/decider stands out with a significant growth score of 37.08, accumulating over 1...
    3. Thproject fine-tunes System One style models from Qwen3.5-2B to make one-pass typed dec...

    Full report → pullrepo.com/report/todays-fin

    #AI #OpenSource #GitHub #Tech #FinetuningTraining

  22. Csak nem hagyott nyugodt. Hat dollárt megért a próba.

    Jelenleg ráengedtem egy fejlesztés alatt álló, de messze nem éles, messze nem RC, hanem inkább késő béta projektemre.
    Hát... szedi rendesen a hibákat, pedig a flash-t, használom.

    Nyilván külön branch és nincs merge, hanem tolok rá egy Claude+Codex felülvizsgálatot is, hogy mit szólnak ehhez, mennyire volt jogos, vagy jó az észrevétel a biztonsági és logikai audit során.

    De, ahogy nézem közben én is azért itt-ott kézzel és szemmel, korrektnek tűnik elsőre.

    Oké, oké, szenzitív rendszer esetén kívánában landol majd a kód, meg mit tudom én. Igen.
    De annak a szenzitív rendszernek a kódja a többi ügynök esetén pedig az USA-ban landol, ha akar, szóval, valahogy elengedtem ezt a paranoia témát ilyen téren.

    #DeepSeek #AI #token #api

  23. The AI Stack

    1/ The AI Stack, Part 1: Building Product-First

    Application Development Layer (Product-First). This is the layer where most of the user experience is built

    newsletter.optimistengineer.co

    2/ The AI Stack, Part 2: The Art of Specialization

    Never fine-tune just to teach your model static facts (that’s what RAG is for). Use fine-tuning exclusively for behavior, tone, and formatting!

    newsletter.optimistengineer.co

    3/ The AI Stack, Part 3: The Engine Room

    In modern AI engineering, this layer is strictly dictated by one huge bottleneck: GPU/TPU scarcity and compute costs.

    newsletter.optimistengineer.co

    #ainative #ai #stack

  24. 🚀 Fastest-growing AI projects today

    1. One of the most notable trends the growing interest in LoRA (Low-Rank Adaptation) fine-...
    2. Mapika/decider has seen substantial growth thweek, boasting a Growth Score of 38.31 and...
    3. The project aims to provide one-pass typed decisions with calibrated probabilities, fin...

    Full report → pullrepo.com/report/todays-fin

    #AI #OpenSource #GitHub #Tech #FinetuningTraining

  25. Anglo-Finnish quantum spinout QuantrolOx, founded at Oxford and now based in Finland, has raised 12M EUR (about 14M USD) in a Series A led by IW Capital, with the EIC Fund and Transpose Capital joining. Its software automates the tuning and control of quantum computers across hardware architectures, a bottleneck holding the field back. tech.eu/2026/10/22/anglo-finni

  26. #WordWeavers 10/21: Your MC wakes up with the ability to read minds for 24 hours. Whose thoughts do they most want to hear? Whose thoughts do they least want to hear?

    The ones she most and least wants to hear belong to the very same man: Elric. Zerika would want to hear his thoughts, and then would immediately cringe at the thought of "tuning in" to hear. What if he secretly finds her unattractive, boring as far as company goes, or think she's completely idiotic for not being good at talking to strangers? How would he feel about her not knowing how to read? (Spoiler alert, he doesn't care. In fact, he offers to teach her. He actually adores her.) All of these questions and thoughts would immediately flood her. I can feel her anxiety through the screen, poor thing.

    Also... Not even kidding about this, but it gives me some ideas for an upcoming tale in the series, so thank you for that!

    #WritingCommunity #WritersOfMastodon #TheScarletMirror #FatedByFire #CozyFantasy #Fantasy #SwordAndSorcery #Romance

  27. DATE: October 20, 2026 at 12:00PM
    SOURCE: PSYPOST.ORG

    ** Research quality varies widely from fantastic to small exploratory studies. Please check research methods when conclusions are very important to you. **
    -------------------------------------------------

    TITLE: Brain wave study reveals shifting auditory responses in children with ADHD

    URL: psypost.org/brain-wave-study-r

    Children with attention-deficit/hyperactivity disorder process unexpected sounds differently than their peers, and these brain responses appear to change as they grow older. A recent study measuring brain waves in two distinct age groups found that children with elevated ADHD symptoms exhibit heightened sensitivity to unexpected tones in early childhood, but diminished sensitivity by middle childhood. These findings were published in the journal Developmental Cognitive Neuroscience.

    The human brain constantly monitors the environment for new or unexpected sounds. This ability allows people to adapt to their surroundings and focus on important information while tuning out harmless background noise. In typical development, sensory systems refine their ability to categorize sounds through repeated exposure.

    Neuroscientists conceptualize this process through a framework called predictive coding. The brain builds a working model of expected sounds based on recent patterns in the environment. When a new sound breaks that established pattern, the brain generates a specific electrical signal known as mismatch negativity. This rapid response happens in a fraction of a second.

    Mismatch negativity operates automatically, without requiring conscious thought. If a completely unique or bizarre sound occurs, the brain generates a secondary electrical signal associated with involuntary attention. This later signal is called a novelty response.

    Another important feature of sensory processing is habituation. When a person hears the same sound repeatedly, the brain’s electrical response typically shrinks over time. Habituation helps the brain conserve energy by ignoring irrelevant distractions, freeing up mental resources for goal-directed behavior. Without this ability, a person might feel constantly overwhelmed by everyday background noise.

    Researchers Marija Pranjić, Jirapat Likitlersuang, and Anne B. Arnett at Boston Children’s Hospital and Harvard Medical School wanted to understand how these auditory processes operate in children with ADHD. Children with ADHD often struggle with attention regulation and sensory overload. The research team suspected that these everyday challenges might stem from basic differences in how the brain encodes sensory information.

    The researchers designed an experiment to test these brain responses across two separate developmental stages. The first part of the study evaluated a group of 115 young children between two and a half and five years old. Participants were excluded if they had a history of seizures, an autism diagnosis, or known genetic syndromes.

    Because clinical ADHD diagnoses are rarely given to very young children, the researchers categorized the early childhood group based on comprehensive clinical ratings. Sixty-four children had elevated ADHD symptoms, while 51 children exhibited typical development.

    To measure brain activity, the researchers placed a net of harmless sensors on each child’s head to record an electroencephalogram, commonly known as an EEG. The children watched a silent video while listening to a sequence of sounds through speakers. The test required no active behavioral response from the participants. This passive monitoring approach is ideal for studying young children who might struggle with complex instructions.

    The sound sequence consisted mostly of a repetitive standard tone. Occasionally, the researchers played a slightly different tone to trigger the brain’s mismatch negativity response. They also mixed in completely unique environmental noises, such as a drum beat or a cricket chirp, to trigger the novelty response.

    Pranjić and her colleagues found that young children with elevated ADHD symptoms had a stronger brain response to the unexpected tones. Their mismatch negativity amplitude was larger than that of the children with typical development. This pattern emerged even after the researchers accounted for differences in age and cognitive ability.

    The young children with elevated ADHD symptoms also showed differences in habituation. The typically developing children adapted quickly to the repetitive standard tones and the unique environmental noises, showing reduced brain activity over time. In contrast, the brains of the children with elevated ADHD symptoms did not settle down as effectively across the repeated trials.

    The researchers then conducted a similar experiment with a separate group of 71 older children. These participants were between seven and eleven years old. In this older group, 53 children had a confirmed ADHD diagnosis, and 18 children were typically developing.

    These older participants completed the exact same listening task while the researchers recorded their brain waves. The findings in this older group were quite different from the early childhood group. Children with ADHD in middle childhood exhibited a blunted mismatch negativity response compared to their typically developing peers.

    The older children with ADHD showed a weaker brain reaction to unexpected sounds. The researchers did not find evidence of habituation differences between the diagnostic groups in this older cohort. Both the typically developing children and those with ADHD showed similar reductions in brain activity when exposed to the novelty sounds over time.

    These age-related differences suggest that sensory processing in ADHD changes over the course of development. In early childhood, the brain might overreact to sensory deviations, while in middle childhood, it might underreact. This shifting pattern aligns with theories that ADHD involves atypical connections between early auditory encoding and later attention selection.

    The study design evaluated two distinct age groups at a single point in time, meaning it did not track the same children as they grew older. Because of this cross-sectional approach, researchers cannot say for certain how an individual child’s brain responses evolve. It remains unknown whether the differences seen in middle childhood represent a delayed maturation of the auditory system or an alternative path of sensory development.

    Future longitudinal studies, which follow the same participants over many years, are needed to answer these developmental questions. Additionally, the results do not indicate that atypical auditory processing causes ADHD behaviors. The study only demonstrates that altered sensory processing is associated with the condition.

    The findings support the idea that ADHD is not exclusively a disorder of higher-order executive functioning. Basic sensory processing differences appear to play an important role in how children experience and interact with the world around them. Understanding exactly how the brain filters sounds could eventually aid in the early detection of attention disorders.

    Identifying these biological markers might one day help clinicians design better therapies for children who struggle to tune out distractions. Tracking how sensory adaptation matures across childhood could provide a new window into the developing brain. The study, “Atypical auditory cortical processing in ADHD during early and middle childhood,” was authored by Marija Pranjić, Jirapat Likitlersuang, and Anne B. Arnett.

    URL: psypost.org/brain-wave-study-r

    -------------------------------------------------

    Private, vetted email list for mental health professionals: clinicians-exchange.org

    Unofficial Psychology Today Xitter to toot feed at Psych Today Unofficial Bot @PTUnofficialBot

    -------------------------------------------------

    #psychology #counseling #socialwork #psychotherapy @psychotherapist @psychotherapists @psychology @socialpsych @socialwork @psychiatry #mentalhealth #psychiatry #healthcare #depression #psychotherapist #ADHD #AuditoryProcessing #BrainWaves #EEG #MismatchNegativity #Habituation #PredictiveCoding #ChildDevelopment #Neuroscience #DevelopmentalCognitiveNeuroscience

  28. 📢 The schedule for Community Over Code Sydney 2026 is now live: communityovercode.apache.org/e

    Join the open source community in Sydney on November 18–19, 2026! Explore sessions on Java, the JVM, Jakarta EE, AI agents, MCP servers, performance tuning, and more.

    Check out the schedule and plan your conference experience now!

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