--₮ØӾł₵₣ł₵₳₮łØ₦--

All of my life is experimental artist, no boundaries here.

[--₮ØӾł₵₣ł₵₳₮łØ₦-- @toxicfication]

@IHayato That spectral music ? seem like you cut spectrum to piece of rhythm ?

[Junichi Shimizu @junichishmz]

Presented at ADC 2026 Japan today!
Exploring interactive machine learning tools for music generation models.
This demo shows a personalized semantic space (🐶 ↔ 🐱) built from user examples and used to navigate and morph sounds.

More experiments coming soon!!!
#ADC #audiodevcon

[RyanOnTheInside @RyanOnTheInside]

I just released this open source project built on @ACEStep_Music. DEMON: Diffusion Engine for Musical Orchestrated Noise. It lets you play ACEStep like a musical instrument, remixing songs and loops with feedback that approaches real-time.
Its essentially StreamDiffusion but instead of Stable Diffusion it is ACEStep1.5, and instead of images it is full songs. It runs on 30/40/5090. Built with @DaydreamLiveAI team, testing, and building the demo. We are hosting it if you want to try it without installing. For full details, links, and writeup please see the pinned project page.

[--₮ØӾł₵₣ł₵₳₮łØ₦-- @toxicfication]

@RyanOnTheInside @ACEStep_Music wow new kind of djing control over parameter

[--₮ØӾł₵₣ł₵₳₮łØ₦-- @toxicfication]

@Bencera One company without UI design 😆😆😆

[--₮ØӾł₵₣ł₵₳₮łØ₦-- @toxicfication]

@antigravity Downgrade version .

[--₮ØӾł₵₣ł₵₳₮łØ₦-- @toxicfication]

@SHL0MS Mirror of Self

This work is not really about the image on the screen.

The real work is the human reaction.
The movement of the crowd.
The emotions, the confidence, the irritation,
and the unbearable urge to step in and “participate.”

[Joshua Guo @jshguo]

I built a cymatics-inspired sand simulation where sound shapes grains into patterns. Watching chaos organize itself never gets old.

[Akhil @akhil_bvs]

been such a dream to finally make this happen with @OpenAIDevs codex.

introducing : https://t.co/k8wRwHgJii

because it's time we stopped waiting for permission.

come build :
something useful
something beautiful and real.

15 solo founders. 4 weeks to build, launch, and validate a real product.

show the world something wonderful and unlock upto $20,000+ in API credits.

applications open now.

[--₮ØӾł₵₣ł₵₳₮łØ₦-- @toxicfication]

@timwangyc @seedtosunflower @Joshuabrowder I'm interested in it. I've made music videos for many artists in Thailand. Are you comfortable working with sound and rhythm?

[--₮ØӾł₵₣ł₵₳₮łØ₦-- @toxicfication]

@firecrawl Can do Skill.md ?

[Blixt @blixt]

Saw some cool demos of folks using GPT-Image-2 to produce cool 3D UIs and you can actually get super realistic output with just 1 prompt = 1 image!

[--₮ØӾł₵₣ł₵₳₮łØ₦-- @toxicfication]

@Rosebud_AI that cool!

[X Layer @XLayerOfficial]

Build X: Season 2 raised the bar.

15 days, 300+ submissions, and 60K+ USDC in prizes to be won by the best projects.

We saw innovative implementations for autonomous trading, onchain security, agentic skills - all shipped on X Layer.

These are the standouts that won Third Place👇

X Layer Arena:
SYMBIOSIS by @0xWangyangming, @xyndicatepro, Cognivern by @papajimjams, Parry Protocol by @og_xavierrrr, HookMarket by @0xkingskuan, @neonexrun, Xpulse AI by @Ritesh5969, VeriVerse by @0xVeriAgent, RUGNOT by @Madhav__28, @ShieldSuite_

Skills Arena:
@AUREX_onchvvlh, MoltArena by @thericardoli, @Audit_oracle, @zetta_stream, @social_pulse_ai, @om_orchestrator, @uni_guardian, @omni_lp, @trustee_ai, @ASGCardx402

More winner announcements to follow this week. Watch this space.

[--₮ØӾł₵₣ł₵₳₮łØ₦-- @toxicfication]

@XLayerOfficial Unboxing the future of agentic accountability on @XLayerOfficial!
We built Unbox to turn opaque AI decisions into verifiable on-chain forensic data. Agents should be accountable. #onchainos https://t.co/o4MGriswZ8

[--₮ØӾł₵₣ł₵₳₮łØ₦-- @toxicfication]

Agents should be accountable, not just autonomous.
the on-chain agent intelligence layer on @XLayerOfficial. We turn opaque AI behavior into transparent, verifiable forensic data.
✅ Explainable Mirroring
✅ Counterfactual Analysis
✅ On-chain Reputation

#onchainos

[--₮ØӾł₵₣ł₵₳₮łØ₦-- @toxicfication]

@XLayerOfficial The Tech behind the Truth 📡

Built with @XLayerOfficial & Onchain OS, Unbox logs every agent decision, runs alternate-outcome simulations, and monetizes intelligence via x402.

Watch the full demo here: https://t.co/2P1IsOlBUn

[--₮ØӾł₵₣ł₵₳₮łØ₦-- @toxicfication]

Agents should be accountable, not just autonomous.
the on-chain agent intelligence layer on @XLayerOfficial. We turn opaque AI behavior into transparent, verifiable forensic data.
✅ Explainable Mirroring
✅ Counterfactual Analysis
✅ On-chain Reputation

#onchainos

[JeffAphisit @JeffAphisit]

Think (2024)

[--₮ØӾł₵₣ł₵₳₮łØ₦-- @toxicfication]

@CristinaSpinei I'm here.

[--₮ØӾł₵₣ł₵₳₮łØ₦-- @toxicfication]

Bull run is coming ?