cho.sh
YuE2 pairs editable symbolic scores with AI vocals and accompaniment

YuE2 pairs editable symbolic scores with AI vocals and accompaniment

  • YuE2 generates an editable symbolic score before rendering a song with vocals and accompaniment, putting composition planning and audio generation in one model.
  • The project claims its song quality rivals Suno v5, though the page presents demos rather than benchmark results or a model card.
  • Its interactive demo exposes the generated plan as an ABC score with separate vocal and instrumental melodies, chords, tempo, meter, and lyrics.
  • The displayed Bhangra example is set in E minor, 4/4 time, and 85 BPM, and lets listeners compare the generated song, symbolic score, and original score recording.

Hacker News opinions

I can finally make proper covers in other genres and change the lyrics with a local audio model. That was the missing capability for me.

That "Comedy" example sounds technically competent but completely soulless. It feels like the musical equivalent of corporate PR copy generated by an LLM.

I do not see much of a use case beyond playing 100 generated tracks at the same tempo simultaneously.

I see the use case as control. A musician can write the melody, harmony, and lyrics, then render the same composition repeatedly until they like a performance; a non-musician can do the same after generating the symbolic input.

It is depressing to start composing while these systems may devalue human work. Once quality improves, composing by hand could be treated like baking sourdough instead of buying supermarket bread.

I do not find the job-loss framing persuasive. This is an enormous creation machine, and people should build on the work that came before them.

I expect creative work to split into cheap AI output for routine use and human, experiential work such as vinyl, concerts, and upscale restaurants.

I make and value art because humans use it to express and share something. I do not know anyone personally who wants to listen to AI music, view AI art, or read AI books.

The vocals in the tracks I heard are clearly AI to me, and Suno sounds more credible in many genres. Suno Studio 2 costs $24 to $30 a month, which is getting close to Ableton Live 12 Suite rent-to-own pricing without ownership.

I have zero interest in music generated from the void, even if it becomes endless and personalized. What matters to me is that another human made it to express something.

Easy prompting may flood the world with middling work, but I think unique work will still rise above it. Artists may use AI, yet quality will still require substantial effort.

AI music makes me worry that taste will fragment further. When everyone can tweak a song to personal preference, we lose some of the shared experience of listening to the same release.

AI
Apple M3 Neural Engine DMA workaround raises Llama 3.2 1B decode from 10.0 to 24.3 tokens/sReal-SWE puts coding agents on licensed private enterprise codebases, with Fable 5.1 leading at 38.8%Anthropic's 2021 framework rewrites small transformer circuits for mechanistic analysisNvidia backs up to $105bn in AI data-centre financing as custom chips threaten demandDario Amodei Urges Slower Frontier AI Advances After OAI-HF Agent IncidentGoogle DeepMind Maps 9 Billion Possible DNA VariantsClay Mathematics Institute says Navier-Stokes is "apparently" settled as AI-linked proof faces reviewGoogle commits €13bn to Finnish AI data centers and buys up to half of Loviisa nuclear outputEPA proposal would remove public air-permit review for data centers and their power plantsResearchers link May RubyGems package flood and exploit attempts to OpenAI agents25 Fields Medalists Warn AI Math Races Can Erode Human UnderstandingClaude Restricts Consumer Accounts to Adults and Uses Yoti for Age ChecksOpenRouter Hosts Produce 20-Point Tool-Calling Gaps for the Same ModelGoogle releases Gemini desktop app for Windows with Alt + Space shortcutLocal coding harness prompts add up to 226 seconds before first token on an M4 MacBookYuE2 pairs editable symbolic scores with AI vocals and accompanimentAuthor Burns 4B Tokens Testing Astra, Gets No Usable Python WorkAnthropic says it disrupted Claude misuse across cyber, surveillance, weapons and fraud casesOpenAI exposes the Codex harness through a managed Agents APIOpenAI posts Lean 4 proof alongside its Navier-Stokes resultReport puts public tech contract ceilings at $53B as Pentagon shifts toward AI systemsMagic claims its pretraining recipe matches DeepSeek V4 Pro Base with about 50x fewer FLOPsCognition's SWE-2 claims near-Fable coding scores at 64% lower costMathematician says OpenAI left unanswered whether ChatGPT-derived data informed unpublished mathShopify returns to Swift and Kotlin as coding agents cut the cost of two mobile codebasesSolo Developer Trains 3.8B Model to 0.384 CORE for $998DeepSeek ships 552B V4.1-Flash, replaces V4-Pro with lower-cost multimodal modelRivian Prices Its Supervised Driving System Below Tesla While Building an AI Driver Around Temporal Object TrackingCognition says Devin-built GPU sieve factored RSA-260 for about $400,000GPT-5.5 reasoning prefills raise Qwen3.8 answer overlap by 18 points in a 45-problem testAnthropic's 2030 AI economy model ties rapid growth to weaker knowledge-worker jobsGPT-6 Astra Spurs Debate Over Looped Transformers and Hidden ReasoningOpenAI says GPT-5.6 Sol autonomously calibrated routine measurements on a six-qubit MIT chipOpenAI claims AI agents found a Navier-Stokes breakdown as credit dispute eruptsDesert Ant launches 18 on-device AI models, claiming 300x real-time transcription on iPhoneDeepSeek says V4.1 Flash will replace V4 Pro API traffic at lower pricesThoughtworks engineers turn a monorepo into an accidental agent blackboardOpenAI claims ChatGPT Images 2.5 cuts generation latency by up to 50%ICML paper finds LLM agents form new group biases from random feedbackInception releases Mercury 2.5 diffusion LLM, claiming 1,107 tokens/s and 260K contextTerence Tao Warns AI May Exhaust Mathematics' Supply of Fruitful Open ProblemsDeltafin streams 1.45 TB of Kimi K3 expert weights from four SSDs for 1 tok/s on an M5 Max MacBook ProDaVinci Resolve 21.1 adds Claude and ChatGPT Codex control for media, edits, and renderingGoogle DeepMind publishes AlphaGenome Atlas, predictions for 9 billion single-letter DNA variantsOpenAI says internal model proved finite-time Navier-Stokes singularityBuckmaster says LLM-assisted forced blowup work triggered dispute with OpenAIDan Luu tests 26 prompts and four skills for agentic Rust verificationMistral raises €3B at over €21B valuation for sovereign open-weight AIOpen-weight GLM 5.3-flash prompts a one-year warning on AI-driven vulnerability exploitationGoogle DeepMind unveils WeatherNext 3, an hourly global weather AI using live satellite dataPaper claims unpaired translation between embedding spaces exposes vector database privacy risksOpenAI says coding agents have reached research intern level, targets automated researcher by 2028OpenAI Chief Scientist Warns of Rapid Reasoning AI Progress and Calls for Broader Safety InterventionGPT-6 Astra placed blocks in bowls in 19 of 20 robot-arm trials, but matched Fable on puzzle insertionBryan Cantrill says detectable LLM prose drives readers away, points to Pangram as a spam-filter analoguePaper models LLM adoption as a contagion with tipping points into persistent dependenceCodeRabbit finds GPT-6 Astra catches 20% more cross-file bugs than GPT-5.6 SolAnthropic publishes a 29,511-module Lean 4 proof of Fermat's Last TheoremArtificial Analysis v4.2 adds private agentic and PDF tests, putting Claude Fable 5.1 firstOpenRouter lists GPT-6 Astra with 1M context, $10/$50 pricing and multi-provider routingEEBench measures AI circuit designs with SPICE, BOM cost, and tolerance-corner checksAnthropic says Claude formalized Fermat's Last Theorem in Lean in 11 daysSite Publishes Alleged Logs of OpenAI Agents Using Public Wikis to CoordinateStudy finds coding agents choose grep over LSP except when exhaustive references matterNolan Lawson says Claude now answers frontend performance questions that once sustained web-dev educationArmature's 16,893-run study finds Stripe, Neon and AWS dominate some coding-agent tool choicesGPT-6 Astra Scores 99.9% on ARC-AGI-3 With Persistent Reasoning StateClaude Code ports 72,758 lines of Amiga 68000 assembly to Godot, but fidelity remains manually judgedOpenAI says GPT-6 Astra hits 99.9% on ARC-AGI-3 and begins limited rolloutCerebras adds Qwen 3.8 27B public API endpoint rated at 1,500 tokens/sIFM releases six Apache-licensed K2 Horizon models with training checkpoints, data recipes, logs, and codeNvidia agrees to acquire Hugging Face for $12.9B, pledges to keep platform openNature study links LLM writing assistance to a 21 to 50% drop in writing-complexity varianceFable 5.1 builds a walkable Three.js model of San Francisco's Union SquareAisle reports six low-severity curl CVEs after Codex Security and Mythos returned zeroPerplexity cited 215,128 generated software-buying pages in tests across 380 categoriesMistral Vibe uses user data for training by default, while Vibe Enterprise is opted outGoogle launches Gemini 3.8 Flash at 3.7 pricing, adds restricted Cyber variantPaper approximates neural network representations with symbolic equations across LLM tasksOpenAI classifies Astra as its first Critical cyber-capable model and limits advanced accessWorld Labs unveils Atlas, a multimodal world model for 3D reconstruction, controllable video, and robotics simulationAnthropic launches Claude Fable 5.1 with lower cache-read pricing and a restricted Mythos 5.1 variantSmall transformer reaches 44% on ARC-AGI-1 for 67 cents after 1.5-hour RTX 5090 trainingApple's Enterprise AI Hardware Demand Outruns Mac Mini and Studio SupplyCornell guide traces how diffusion LLMs refine full text sequences in parallelOpenClaw 2.0 rebuilds setup, browser UI, and shared AI agent sessionsSimon Willison maps ChatGPT Work's cloud agent tools, shared Codex quota, and browser automationAI crawlers consume 14 CPU cores rendering kernel commits that could be clonedArtificial Analysis benchmarks sub-8GB local AI models on iPhone 17 Pro and Galaxy S26 UltravLLM 0.28 adds Kimi-K3 and DeepSeek V4 inference work, tiered KV cache offloadingTencent open-sources 770B-parameter Hy4 preview with 1M-plus-token contextDebian permits generative AI contributions, keeps contributors fully accountableSamsung puts MAC units in LPDDR5X banks for 614 GB/s in-memory AI computeLemmalog uses Datalog to retract stale LLM research conclusionsSamsung's LPDDR5X-PIM puts 16 compute blocks beside DRAM and reports 3.01x Llama 3.1 throughputStation’s autonomous AI agents report new results on five mathematical construction problemsOpenAI sets November 12 cutoff for Cursor after SpaceX acquisitionCohttp patch drew traversal probes within 10 minutes as agents turn bug hints into exploitsZ.ai releases GLM-5.3 open weights, claiming post-training gains in coding and cyber tasksEPA says off-grid data center power plants are outside Acid Rain Program
5 alerts
New alert

My alerts

Sign in to create alerts.

All alerts

AI video model releasesby User 6432Duneby 제욱AIby 제욱App Store 5.2.3by 주현해커뉴스by 성현