📚 RAG and data: #R2R, #FlashRAG, #Chonkie and #RAGChecker for retrieval, #Crawl4AI, #Docling and #ScrapeGraphAI for extraction, #DataDreamer for synthetic data
⚡ Inference and serving: #llamacpp, #Ollama, #vLLM, #TensorRT-LLM, #WebLLM and #LitServe
Live and recent posts from across the Fediverse tagged #r2r, aggregated by home.social.
📚 RAG and data: #R2R, #FlashRAG, #Chonkie and #RAGChecker for retrieval, #Crawl4AI, #Docling and #ScrapeGraphAI for extraction, #DataDreamer for synthetic data
⚡ Inference and serving: #llamacpp, #Ollama, #vLLM, #TensorRT-LLM, #WebLLM and #LitServe
CVE Alert: CVE-2026-105147 - SciPhi-AI - R2R - https://www.redpacketsecurity.com/cve-alert-cve-2026-105147-sciphi-ai-r2r/
#OSINT #ThreatIntel #CyberSecurity #cve-2026-105147 #sciphi-ai #r2r
CVE Alert: CVE-2026-105148 - SciPhi-AI - R2R - https://www.redpacketsecurity.com/cve-alert-cve-2026-105148-sciphi-ai-r2r/
#OSINT #ThreatIntel #CyberSecurity #cve-2026-105148 #sciphi-ai #r2r
New on the not-a-newsletter "In the future, everyone will be famous for 15Mb"...
They’re Blocky, But They’re Good https://dgwbirch.substack.com/p/theyre-blocky-but-theyre-good
While discussions about retail digital currencies and wholesale digital currencies tend to attract the most attention, it may well be that the use of digital currency for machine payments dominates by volume and leads to new business models.
via @dotnet : .NET MAUI Moves to CoreCLR in .NET 11
https://ift.tt/kBL2ZRv
#dotnet11 #coreclr #dotnetmaui #maui #mobiledevelopment #net11preview4 #android #ios #mac Catalyst #xamarin #mono #unity #avalonia #unoPlatform #monogame #godot #nativeaot #r2r #pgo #dotn…
俺のハートにぶっ刺さり! 何でもできるポータブルCDプレーヤー兼DAC「DM15 R2R」が超カッコいい
https://www.youtube.com/watch?v=Lm2tqGcDK30
#youtube_wamweb #ガジェット #レビュー #ASCII #FIIO #DM15R2R #CDプレーヤー #R2R #USBDAC #Bluetoothオーディオ
It has been a busy winter so far for me, which is why I haven't been posting a lot here. But today I'm proud to share with you the fruits of some of that labor: The Colorado Democratic Party's platform for 2026. For those unfamiliar, a platform (in the US) is a statement of values that a political party stands for, generally agreed upon by people who stand for election as representatives of the party.
I was elected during last year's party re-org to the Platform Committee. The chair of the committee asked if I would run the subcommittees for two of the "planks" (sections) of the platform: the Democracy section, and the New Tech & AI section. It was an honor to work on both.
I'm going to share screenshots from the New Tech & AI plank because it's relevant to the work I do here, and I think a lot of people might be interested to see this statement of values. This plank is brand new, never before covered in prior Platform documents.
I'm also pleased to report that the whole of the Platform Committee and the roughly 1500 delegates to last weekend's statewide party Assembly voted to approve this as-is, with no additional changes, on a vote of 98.9% in favor.
There's a lot to like, but my favorite aspect of this is that I managed to get widespread approval for use of the term #enshittification in the official platform, both from the Platform committee and the larger party leadership. Thanks @pluralistic for the inspiration. (I believe this is the first time the term has been used in any official political party platform ever.)
The full platform is readable at https://www.coloradodems.org/platform
#AI #datasovereignty #privacy #infosec #techequity #R2R #RightToRepair #politics #COpolitics #Boulder #Colorado #Democracy #democrats
https://www.europesays.com/de/711263/ FiiO M33 R2R: High-End Klang zum Mittelklasse-Preis #Android #Deutschland #FiiO #Germany #HighEnd #Klang #Kopfhörer #M33 #MittelklassePreis #Player #R2R #R2RDACArchitektur #Science #Science&Technology #Technik #Technology #Wissenschaft #Wissenschaft&Technik
Ich möchte bitte, dass ihr mich auf dem #39c3 alle mit meinem neuen offiziellen Namen ansprecht!
In 🦦 words: meine SOS, ein Meetup zum Thema Reparatur ist jetzt im offiziellen #bitsundbäume Habitat-Programm gelandet.
Wenn ihr was mit #rechtaufreparatur #r2r #reparatur #repaircafe zu tun habt (oder haben möchtet) schaut gerne an Tag 2 um 17 Uhr mal vorbei!
https://events.ccc.de/congress/2025/hub/de/event/detail/repair-for-future_odrf
Hoxe botamos unha tarde ben entretida no Mercado Solidario do IES Rosalía de Castro.
Nós participamos cun espazo de reparación colectiva, onde pasaron polas nosas mans dende reloxos de parede até mandos de playStation. Para máis celebración, foi o primeiro espazo do voluntariado do novo Banco de Reciclaxe da ETSE. De seguro que prontiño haberá máis en Compostela.
AUDIOPHILE MAN - HiFi NEWS
HiBy RS8 II drops with DARWIN III R-2R, AdaptiveAMP, Sankofa AI tone models + I²S out. Monster spec sheet.
Click: https://theaudiophileman.com/rs8-ii-dap-by-hiby/
#HiBy #RS8II #HiFi #DAP #Audiophile #R2R #HeadFi #MusicGear
Debatt i Aktuell Hållbarhet: Så kan du undvika att kasta din dator ♻️
Många datorer kan inte uppgraderas till Windows 11. Resultatet blir att 400 miljoner fungerande datorer riskerar att kasseras – något som skapar mer än 700 miljoner kg elektronikavfall och stora koldioxidutsläpp. Det skriver @mattiasaxell vid @okfse i #AktuellHållbarhet och ger alternativ 🙌
👇 Läs debattartikeln här:
https://www.aktuellhallbarhet.se/opinion/debatt/sa-kan-du-undvika-att-kasta-din-dator/
#cirkulärekonomi #circulareconomy #deviceneutrality #eWaste #RepairEU #R2R
A big Fairphone welcome to Framework!
Framework Team at Fairphone HQ in Amsterdam
@frameworkcomputer
@fairphone
@iFixit
#Framework #FairPhone #DIY #iFixIt #R2R #RightToRepair #OpenSource #FOSS #Tech #Hardware #Smartphone #Laptop #Desktop #PC
Cayin R202 Review
The 3rd new motherboard for the excellent N6iii DAP sees Cayin reach for switchable 1-bit and R2R DACs in a single unit.
God-tier decoding? Marcus finds out in his latest review, now published on Headfonics!
https://headfonics.com/cayin-r202-review/
#dap #audiophile #review #dac #1bit #r2r #cayin #headphones #earphones #SIAS2025
Topping Centaurus Review
A surprise collaboration with Holo Audio produces the company's first-ever R2R DAC, called Centaurus.
Is it their best-sounding DAC thus far? Louis finds out in his latest review, now published on Headfonics!
https://headfonics.com/topping-centaurus-review/
#review #audiophile #hifi #holoaudio #r2r #headphones #amplifiers
Shanling EH2 Review
Shanling goes R2R with the latest release in their series of compact desktop integrated DACs and balanced headphone amplifiers.
A step up from their debut EH1? Meldrick finds out in his latest review now published on Headfonics!
https://headfonics.com/shanling-eh2-review/
#review #audiophile #audio #amplifier #r2r #headphones #earphones #canjam
Wie kann das #RechtaufReparatur Wirkung entfalten? Wie kann es verbraucherfreundlich gestaltet werden?
Darum geht’s beim online-#Fachgespräch.
Für Einwahldaten kurze Mail an: [email protected]
📣 Attention all custom ROM users and advocates for digital rights! 📣
Google's Play Integrity is limiting access to certain functionalities and applications for those using custom operating systems. This is a direct attack on the open-source community and a step towards further consolidating Google's monopoly in the mobile ecosystem.
The European Commission is aware of the situation, but has deemed it a low priority: https://www.europarl.europa.eu/doceo/document/PETI-CM-757267_EN.pdf
It's time for us to take action and show Google and the EU how much we care about this issue! 💥
Sign the petition now to stop Google from limiting access to custom ROMs: https://www.change.org/p/stop-google-from-limiting-custom-roms
#StopGoogleMonopoly #CustomROMs #DigitalRights #OpenSource #PlayIntegrity #Google #deGoogle #privacy #right2repair #rightorepair #r2r #EU
Let's unite and fight for our right to use and develop custom operating systems! 💪
HIFIMAN ANANDA-BT R2R Review
HIFIMAN's original open-back wireless planar headphones get a 2024 refresh with a new integrated R2R amplifier, upgraded Bluetooth performance, and a lower launch price.
One of the most unique wireless headphones on the market today? James finds out in his latest review now published on Headfonics!
https://headfonics.com/hifiman-ananda-bt-r2r-review/
#review #headphones #audiophile #r2r #bluetooth #streaming #hifiman #blackfriday
Im Dezember startet das Förderprogramm „Reparieren statt Wegwerfen“ des @bmuv zur Förderung von #ehrenamt|lichen Reparaturinitiativen. Ein wichtiger Schritt für eine Kultur des Reparierens & #Ressourcenschutz|es!
👉 https://www.bmuv.de/pressemitteilung/bundesumweltministerium-foerdert-erstmals-repair-cafes-und-selbsthilfewerkstaetten
Metallgewebe aus Quedlinburg sollen in Akkus mehr Kapazität und Elektroautos mehr Reichweite bescheren - eine Gemeinschaftsentwicklung mit den Unis Dresden und Freiberg. Elfolion startet nun die Pilotproduktio
https://oiger.de/2024/08/14/metallgewebe-akkus-fuer-mehr-reichweite/191929
#Akkumulator #Batterie #Li-Io #Elektrode #Textil #Metallisierung #R2R
Endlich geht es voran mit dem Recht auf Reparatur!
#R2R #RechtaufReparatur #RightToRepair #Nachhaltigkeit #Verbraucherschutz #EU
@anna_cavazzini @GrueneBundestag
Es lunes de... #podcast!! Y nos acercamos a lo que va siendo el final de la temporada con la Directiva de Derecho a Reparar recién sacada del horno.
Te lo contamos en #RescateSostenibleCorporativo.
¡Dale al ▶️!
#R2R #righttorepair #sostenibilidad #RSC
https://open.spotify.com/episode/0saoD1DSigSD600qLwu6a1?si=1f5c588d23be44d8
#FootpathFriday along the North Kaibab Trail in #GrandCanyon #NationalPark
☀︎ #Arizona #NationalParks #RIm2Rim #R2R #backpacking #optoutside #hiking ☀︎
Eine kongnitive Prägewalze von Fraunhofer Sachsen soll die Kosten für Brennstoffzellen deutlich senken und damit Wasserstoff-Antriebe praxistauglicher machen.
https://oiger.de/2024/04/02/saechsische-walze-soll-wasserstoff-antriebe-senken-billiger-machen/190393
#Sachsen #Chemnitz #Dresden #Fuel Cell #Brennstoffzelle #R2R #Fraunhofer #Maschinenbau
This is actually a collection of previous projects with the code tidied up a little and combined to show a single sketch that can be configured for either PWM, an R2R ladder or the MCP4725 I2C DAC.
There isn’t really anything here that hasn’t been talked about before somewhere, but hopefully this can act as a single reference point for a range of direct digital synthesis techniques from now on.
Warning! I strongly recommend using old or second hand equipment for your experiments. I am not responsible for any damage to expensive instruments!
These are the key Arduino tutorials for the main concepts used in this project:
If you are new to Arduino, see the Getting Started pages.
Parts list
The Circuit
There is no specific circuit dedicated to this post, but it works well with the two audio experimenter PCBs listed above, which each contain options for the following:
Alternatively, the main elements for PWM operation can be put together on a solderless breadboard as follows.
The Code
As already mentioned the core elements of the code have largely been met before, but the main sections are described below.
The general theory of direct digital synthesis operation is described fully in Arduino R2R Digital Audio – Part 3 so I won’t go over that again.
This code implements simple additive synthesis by using potentiometers to set the amplitudes for a set of sine wave harmonics. The performance of the Arduino largely limits this to being a maximum of six sine waves to be added up, but that is enough for some simple experimentation.
The code configures the first six harmonics: fundamental (f), f*2, f*3, f*4, f*5, f*6. There are some default ranges that can be used for testing without pots:
#define SC 32
int sine[MAXPOTS] = {SC*2,0,0,0,0,0};
int saw[MAXPOTS] = {SC,SC/2,SC/4,SC/8,SC/16,SC/32};
int squ[MAXPOTS] = {SC,0,SC/2,0,SC/4,0};
There is no way to set the fundamental frequency – it is fixed at 440Hz. Making that controllable is left as an exercise for another day! The natural options are MIDI triggering or another pot.
The basic properties of the synthesis code are as follows:
The general pattern used in this code is as follows:
// Audio output specific functions:
dacSetup ()
dacWrite (value)
dacScan ()
// Generic audio functions:
dacPlayer ()
Call dacWrite (last calculated sample value)
For each potentiometer:
Update accumulator for the DDS
Add potval * sinetable[accumulator>>8] to the total
setup ()
Call dacSetup ()
loop ()
Call dacScan ()
Every 10 loops update the pots
Each audio output option will implement the three functions dacSetup, dacWrite and dacScan, but not all need to be used. Conditional compilation is used to select between audio output options by defining one of PWM_OUTPUT, DAC_OUTPUT or R2R_OUTPUT.
Here are some notes for each option.
PWM:
R2R:
MCP4725:
General comments:
val = analogRead(pot) >> PSC;
Closing Thoughts
This has been interesting to revisit. After all my experiments this is starting to finally make some sense. It has been interesting to contrast the three output methods both in terms of their computational performance and in terms of output waveform quality.
The photo at the start shows the R2R output of the test sine wave. The photo below is the PWM output for a potentiometer-driven saw.
This has also prompted me to revisit my Arduino PWM Output Filter Circuit and finally work out how to properly combine a low-pass filter and potential divider and still get something approximating the filter characteristics I wanted. I feel I understand quite a bit more about what is going on now.
Now if I could just get a bit of a handle on impedance I might actually start to feel like I know a little about what I’d be talking about….
Kevin
https://diyelectromusic.wordpress.com/2024/03/06/arduino-direct-digital-additive-synthesis/
#additiveSynthesis #arduinoNano #arduinoUno #dac #dds #mcp4725 #pwm #r2r
RT by @EUCouncilPress: 🔧 Deal? Fixed!
@EUCouncil & @europarl just reached a provisional agreement on the directive that promotes the repair of broken & defective goods, also known as the right-to-repair (#R2R).
R2R wants to make repairs easier, faster, transparent & more attractive for 🇪🇺 consumers.
🐦🔗: https://nitter.cz/EU2024BE/status/1753196255927251318#m
[2024-02-01 23:18 UTC]
⏰ Det här är den sista nedräkningen för initiativet #RightToRepair och vi är oroliga för att nya regler kommer att missa chansen att låsa upp den europeiska #reparationsekonomin.
➡ Vi behöver EU-institutionernas stöd för Europaparlamentets version av artikel 5.3!
♻ Dela detta inlägg och kontakta dina EU-politiker för att låta dem veta att du vill se verkliga framsteg inom #CirkulärEkonomi!
Läs vårt offentliga uttalande: https://www.dfri.se/reparationsforetag-och-r2r-foresprakare-ar-oroliga-for-att-de-nya-reparationsreglerna-kommer-att-missa-chansen-att-lasa-upp-eus-reparationsekonomi/
#RättenAttReparera #R2R
Why are we so far from a 'circular economy' / why the #R2R (right to repair) doesn't work in real life?
A recent experience:
I wanted to fix my Bosch dishwasher. It's a small fix (door micro-switch). I couldn't buy the part online (Bosch shop) or contact the official repairman (won't pickup the phone). I could order it If I lived in UK or IE (for 50€), but I'm not. After several hours of research, I found out it is a generic microswitch (for 10€). Finally ordered from Amazon. So many obstacles.
HIFIMAN Serenade Review
In today's feature, we focus on another HIFIMAN Goldenwave high-end collaboration. This time it's the HYMALAYA Pro-equipped DAC/amp and streamer, the Serenade.
Now published on Headfonics!
https://headfonics.com/hifiman-serenade-review/
#review #audiophile #r2r #amplifier #streaming #headphones #xmas2023