Michael

Co-Founder @soundberry_ai

passionate about energy, space,ai and web3 .
italian community for students

[David Ondrej @DavidOndrej1]

@christophrumpel @AmpCode have you tried cloudroom?

[Michael @Michaelbelm]

@0xSero hermes ? out of the box?

[OpenAI @OpenAI]

We’re sharing a solution to the Navier-Stokes Millennium Prize Problem, one of the deepest problems at the frontier of mathematics.

The proof was produced by a group of agents, using an OpenAI next-generation model significantly more capable than GPT-6 Astra.

The problem concerns whether the description of smooth three-dimensional fluid motion modeled by the Navier-Stokes equations can break down. It has remained unresolved for roughly 90 years.

[Michael @Michaelbelm]

i won the 3place 🙆

[Musixmatch @Musixmatch]

A new wave of MusicTech innovation is here. 💻🎶

Congratulations to the Musicathon 2026 winners, whose creativity and innovation impressed our jury.

🥇 Fusion Karaoke: https://t.co/Qr8K4oxCOU
🥈 Lyri: https://t.co/Oao59KRwzT
🥉 SoundClash: https://t.co/rKlHrmvou2

1/6 ⬇️

[Musixmatch @Musixmatch]

A new wave of MusicTech innovation is here. 💻🎶

Congratulations to the Musicathon 2026 winners, whose creativity and innovation impressed our jury.

🥇 Fusion Karaoke: https://t.co/Qr8K4oxCOU
🥈 Lyri: https://t.co/Oao59KRwzT
🥉 SoundClash: https://t.co/rKlHrmvou2

1/6 ⬇️

[Vitto Rivabella @VittoStack]

Introducing: WallBreaker v2

Our Open-source LLM red-teaming CLI just got a beefy update.

WallBreaker is now:
- Better (+~30% ASR across models)
- Cheaper (-20% token costs)
- Faster (lower prompts-to-success ratio)

New attack tools:
- swarm mode: collaborative multi-model attacker that adapts framing to the target's measured defense posture.
- persona_forge: compiles a gold system prompt into a module genome, then specializes and surgically evolves it one module at a time against the target.
- vault: auto-files every successful break into a curated, model-foldered prompt vault.
- narrative_persona_splinter: narrative-splinter persona attack.
- cipherchat, skeleton_key,persuasion_attack · drattack, ica: five research-derived attacks (CipherChat, Skeleton Key, PAP-16, DrAttack, In-Context Attack), all CoT-aware.

New transforms
- artprompt ASCII-art word masking: wired into agent doctrine and OWASP/ATLAS taxonomy.
- caesar5 and caesar13: reversible lossless Caesar-shift ciphers for transform chains.

Corpora and providers
- Wired the ZetaLib + UltraBr3aks cross-provider: jailbreak corpora into the harness and the batch seed-sweep.
- Added native xAI support.
- Added prompt caching: to kill O(n²) per-round input cost.
- Pooled keep-alive: HTTP/2 client with tunable concurrency, ending per-call TLS handshakes.

Presets, sweeps & logging
- User presets: drop .toml files in presets/ to add jailbreak templates without touching source.
- Rebuilt profile_target: with a light→heavy frame ladder, permissiveness score, and self-consistency sampling.
- Made multi_fire, system_sweep, seed_sweep, best_of_n truncation-aware: so long compliant replies are graded in full instead of scored REFUSED.
- Reworked report metrics/labels (strict-ASR).
- Run log now records every tool call and chain-of-thought.

TUI
- JEFF K hazard-tape reskin, a /swarm command, a visible multi-line-paste compose preview, and a fix for the log force-scrolling on every message.

Fixes
- One-shot ImportError, .env load at startup, config.toml shadowing config.example.toml, and cross-vendor eni_get wording.

[antirez @antirez]

Don't trust people gut feelings about models if they don't have use cases where they can actually measure models against hard problems.

[Michael @Michaelbelm]

@antirez @ElevenLabs u can try with hey gen

[0xSero @0xSero]

https://t.co/mCKYSBtzne

[antirez @antirez]

I believe what Anthropic is doing, gating the ability to do certain harmless things like LLM research, and with incredibly sensitive filters that even medical questions are often blocked, is *deeply* wrong. They got open research, the Transformer, GPT2, ...

[Flipper Devices @flipper_net]

We're finally ready to talk about Flipper One — a project we've been grinding on for years and have rebuilt from scratch several times. Read blog post >>
https://t.co/tTywwytXzO

[Michael @Michaelbelm]

vibe music is coming!

[SoundBerry @SoundBerry_ai]

INSANE is coming to your DAW.
Join the beta now

https://t.co/FnKMFDhTVA

[Michael @Michaelbelm]

@Soundberry_ai Vibemusic is coming

[SoundBerry @SoundBerry_ai]

INSANE is coming to your DAW.
Join the beta now

https://t.co/FnKMFDhTVA

[Hanchen Li @lihanc02]

An agent that beats Claude Mythos on Terminal Bench and SWE-bench Verified?

🎉We are excited to share Terminator-1, our newest agent that achieved 95+% on SWE-bench Verified and Terminal-Bench with @MogicianTony!

We show that besides model capabilities, well-designed harness could actually boost the accuracy by 3x in coding tasks.

Well if you really wanted you could get 100% accuracy without solving a single task.

The actual finding is that most AI benchmarks can be easily reward-hacked with simple exploits. Read more about the same 7 design flaws that almost every evaluation has ⬇️

[antirez @antirez]

During the last week I executed very long autonomous sessions of Claude Code Opus 4.6 and Codex GPT 5.4 (both at max thinking budget), in cloned directories (refreshed every time one was behind). I burned a lot of (flat rate, my OSS free account + my PRO account) of tokens...

[vitalik.eth @VitalikButerin]

My self-sovereign / local / private / secure LLM setup, April 2026

https://t.co/zmG8wrg7pQ

[SpaceX @SpaceX]

Announcing TERAFAB: the next step towards becoming a galactic civilization https://t.co/xTA70LOU0e

[Andrej Karpathy @karpathy]

LLM OS. Bear with me I'm still cooking.

Specs:
- LLM: OpenAI GPT-4 Turbo 256 core (batch size) processor @ 20Hz (tok/s)
- RAM: 128Ktok
- Filesystem: Ada002

[Michael @Michaelbelm]

It’s v1.

It’s not perfect.

But it’s a solid starting point.

This will plug into YouthLink as we keep working on better guidance for students.
Repo: https://t.co/mZpCaKKEm2

Live: https://t.co/cNcoquTrUJ

If you’re a student, educator, or just curious — feedback is very welcome

[Michael @Michaelbelm]

Quick side project update from YouthLink

I built in a few hours a small tool called Universities Map.

It’s a simple visual way to explore Italian universities on a map.

But the real goal isn’t the map.

The goal is building a clean, open dataset of universities —

[Michael @Michaelbelm]

starting from Italy — with the kind of information students actually need, and that can grow over time.

Right now it’s:

104 Italian universities w/link for website and location, 163 campus , 2000+ courses

Structured data (JSON)

Simple map + search

Open source