It’s a thing of beauty seeing this network fully functioning and personally running a node as well. Build it and they’ll come $QUIL
Long live the internet! Delayed but never denied
ReyDevops retweeted
People are running nodes, the nodes are earning, private transactions are flowing. Dashboard shows live network stats: dashboard.quilibrium.com
ReyDevops retweeted
🚨 The wait is over.
After a long, painful delay, @Quilibrium's internal $QUIL token transactions are live on mainnet — and the network is finally stable.
Built by @cass_on_mars .
Carried by everyone who refused to leave. 🧵👇
ReyDevops retweeted
Quick Test of Nano Banana 2.1
"show me the reverse angle shot of this exact scene. keep the subject's position and pose identical. maintain subject, outfit, and environment consistency."
I then built out other shots using the subject's face as a reference, plus prompts.
The snow scene was this prompt:
"cover the entire scene with thick snowfall, there is a snow blizzard."
Giving a model like Nano Banana 2.1 context is enough.
Which is your favourite shot?
// Google Flow
ReyDevops retweeted
Replying to @ComfyUI
@ComfyUI #OpenSourceHiggsfield Submission:
Instead of 1 feature, we built the entire Higgsfield platform + way more... but open source.
🎬 Imagination Studio.
An all in one studio with 61+ apps. Video,Music,Audio, Sfx/Foley, Agents, Prompt Assistance, Depth Mapping, Audio Separation, Loras, Custom 3D animatics, Editing.
Collab by Me and @u1tra_instinct
REPO LINK BELOW: 👇
github.com/drowzeys/Imaginat…
ReyDevops retweeted
Meet Pika H3 Flex, debuting today as the #1 open weight model on DesignArena’s t2v board.
It’s built for professional iteration, with exportable audio stems, resolutions up to 4k, and faster-than-realtime generation. It can produce a 15-second clip with soundtrack in as little as 7 seconds.
So, yeah. It’s kind of a flex 💅
ReyDevops retweeted
MiniMax H3 is the Bitcoin of AI video generation
Meet Pika H3 Flex, debuting today as the #1 open weight model on DesignArena’s t2v board.
It’s built for professional iteration, with exportable audio stems, resolutions up to 4k, and faster-than-realtime generation. It can produce a 15-second clip with soundtrack in as little as 7 seconds.
So, yeah. It’s kind of a flex 💅
ReyDevops retweeted
Everything we put into this model was designed to give creators the flexibility and speed to explore with precision.
In that spirit, we’re making Pika H3 Flex open source from day 1. You can find the code on GitHub, the weights on @huggingface, and start playing with it in @ComfyUI and diffusers right now.
Code: github.com/Pika-Labs/Pika-H3…
Weights: huggingface.co/Pika-Labs/Pik…
Diffusers:
huggingface.co/docs/diffuser…
ComfyUI: docs.comfy.org/tutorials/vid…
This ad would've cost $50,000 and a month to make 6 months ago
I just made it with Claude + Seedance 2.5 for $30 in about an hour
Here's the exact blueprint on how I made it:
>Start with the script
The difference between slop and quality where people don't even care if its AI is in the amount of detail you include in your script
A script is much more than dialogue
Its the characters personalities, their voices, their swagger, the way the camera moves, the vibe and emotion
I whisper flow my entire vision for my ad exactly including all the camera angles and camera movements then save it as a skill in Claude
I then open a new chat and make my characters and locations based on the information from that skill
(Using a character / scene builder skill I made that follows certain rules to generate realistic characters that don't look boring)
Then on to the prompts, Seedance can hold a lot of context so I give it everything it needs so it doesn't guess about anything
the best way to do that is use this prompt structure
[REFERENCE MATERIALS]
[VOICES]
[GOAL]
[CONTINUITY]
[SHOTS]
[VISUAL STYLE]
[CAMERA AND PERFORMANCE]
[AUDIO]
[EXCLUSIONS]
[MAINTAIN CONSISTENCY]
This structure to give your prompts ensures every single thing is covered and you can truly get whats in your brain onto the screen
ReyDevops retweeted
强烈建议大家在写 AI 口播稿的时候提示词里加上“费曼学习法”!!!!
AI类的内容很容易观众理解程度高,观众滑走。费曼学习法可以把复杂得概念讲得通俗易懂。
参考提示词如下:
你是一个擅长把复杂AI概念讲得通俗易懂的短视频创作者。
请按照费曼学习法,为【平台:抖音/视频号/小红书】写一段口播稿,主题是:【具体主题】。
整体结构必须严格按以下顺序:
1️⃣前三秒钩子(从以下形式中选一种最合适的): - 反问 - 反常识 - 数字 - 冲突 钩子要直接、有冲击力,让人愿意继续听。
2️⃣痛点共鸣:说出观众心里正在想的那句话,让人产生“说的就是我”的感觉。
3️⃣本期承诺:明确告诉观众,看完这期能得到什么(解决什么问题/学会什么/避开什么坑)。
4️⃣ 正文(用费曼学习法讲解): - 用非常简单的大白话解释,像在教一个完全不懂AI的朋友。 - 必须用一个贴切的生活类比。 - 专业术语一出现就立刻用日常语言翻译。 - 主动指出一个常见误解并纠正。 - 讲解要有节奏,口语化,适合直接对着镜头说。
5️⃣结尾 Call to Action: - 可以引导点赞、收藏、关注,或者自然引入下一期内容。 - 不要生硬,要顺着内容自然收尾。
其他要求:- 总时长控制在【填写秒数或字数,例如60-90秒 / 180字左右】。- 语言自然、有口语感,避免书面语。- 类比必须贴切,不要强行硬套。
请直接输出完整口播稿,并在开头标注你选择的钩子类型。
ReyDevops retweeted
The project you are looking for where the bear market is still moving forward
@QuilibriumInc
wrapped-quil:native
We just crossed 1,000 PRs in the Quilibrium repo.
Something is happening ;-)
@QuilibriumInc
$QUIL
"seedance is so expensive oh no"
my entire movie studio runs locally. comfyui, open weights, loras, video, audio, everything. as little as 32gb vram for the whole thing at once, or 8gb if you wanna piecemeal it
rent a gpu on @vast_ai, ssh in, run the whole thing remotely if you have to
just stop paying $5 to gamble on a prompt
ReyDevops retweeted
Image models are done. this is how I make AI characters now:
GPT Images 2.5, Nano Banana…, they make everyone look like a perfect render. the second you see it, you know it's AI
Seedance 2.5 doesn't have that problem. it's a video model, so the people it makes look like they were actually filmed. that's where I make my characters now.
the process:
→ find a real looking video on TikTok or Pinterest and screenshot the frame you like
→ upload it to ChatGPT and have it turn the image into a detailed JSON prompt
→ paste the JSON into Seedance 2.5, set it to 4 seconds, 9:16, 1080p and generate
→ pause on the best moment and save that frame. that's your character
the prompt is what decides how real your character looks. a basic one gets you an average face. a great one gets you someone people would swear is real
in my V3 system I upgraded these prompts to push the realism even further
and the best part: your character doesn't need the right pose or the right background. you just need a strong reference. the rest gets handled later in the video prompt
it costs more than an image model. but once you see the difference, you won't go back
check these examples:
We believe voice is the most natural way to interact with intelligence, so we created Dessa, the most authentic full-duplex speech model ever built. Talking with it feels like talking with a person…full of emotion, nuance, pauses, and a natural cadence.
block.xyz/dessa
ReyDevops retweeted
Use Seedance or MiniMax as your storyboard creator.
Once you have your dialogues and basic hero, environment, shots, and characters, put them in the references and make all shots one per second. Seedance will plan out the shots for later references. Stage your entire 5-minute film with one 10-second video.
Then separate the video into frames. Use those frames as camera angle references so you never have spatial problems.
ReyDevops retweeted
BREAKING🚨: 15 DAYS OF $TATA (for the past few days, we saw smartmoney accumulating $TATA around 50K MC, dyor)
TARTAGLIA IS THE FIRST PRIVACY LAYER BUILT FOR TOKENIZED STOCKS
Look at the giants of privacy:
@Zcash hides coins on its own chain.
@monero hides coins on its own chain.
Railgun hides tokens on Ethereum.
Aztec is building a private Ethereum L2.
Meanwhile, Wall Street is coming onchain. NVDA, TSLA, AAPL are now tokens on Robinhood Chain, and every position, every trade and every portfolio is public. Your broker never showed your account to strangers. The blockchain shows it to everyone.
Shield your stocks.
Send them to a tata1 address.
Exit without a trail.
Live on Robinhood Chain mainnet, with zero-knowledge proofs and a gasless relayer.
Coins got their privacy. Stocks are next.
If you think your portfolio is nobody’s business, repost this.
tartaglia.tech
FINALLY. THE POST-QUANTUM ERA BEGINS ON TARTAGLIA. ⚛️
Today we open tartaglia.tech/quantum: the home of our post-quantum program, and the live tracker of every wall we build.
WHY THIS MATTERS
A blockchain never forgets. Every encrypted note is stored forever.
No one needs a quantum computer today to threaten your privacy today. They only need to save the data and wait. Harvest now, decrypt later.
For most systems that’s a future problem. For privacy it’s a present one. Once a past transfer is exposed, it can never be hidden again.
Stock positions are held for years. Their privacy should last at least as long.
━━━━━━━━━━━━━━━
SIX WALLS. BUILT IN ORDER.
━━━━━━━━━━━━━━━
I · Hash-sealed notes: Notary V3 already runs on Poseidon hashes
II · Independent shielded seed: your shielded keys get their own secret, separate from your wallet
III · Post-quantum encrypted notes: X25519 + ML-KEM, two locks on every note
IV · Quantum recovery path: prove ownership with hash-only secrets if classical crypto ever falls
V · Post-quantum proofs: hash-based proof systems, in research
VI · Post-quantum wallet signatures: up to Robinhood Chain and Ethereum, and we’ll support them when they ship
Every wall has a live status on the page: building, research, or live. When a wall goes up, you’ll see it change.
━━━━━━━━━━━━━━━
WHAT MAKES IT DIFFERENT
━━━━━━━━━━━━━━━
⚫ Built for tokenized stocks, where privacy has to last for years
⚫ A hash-based core already live in V3
⚫ We fix the key problem, not just the encryption: your notes shouldn’t fall if a wallet key does
⚫ Hybrid by design: never weaker than today
⚫ Honest by default: we’ll say “quantum-proof” when every wall is up, not a day before
Phase 0 is underway: a full quantum audit of the Notary.
👉 tartaglia.tech/quantum
📚 REFERENCES
Why privacy needs post-quantum now: inco.org/blog/post-quantum-s…
NIST migration deadlines (2030 / 2035): thequantuminsider.com/2026/0…
ML-KEM, NIST FIPS 203: csrc.nist.gov/pubs/fips/203/…
X-Wing hybrid KEM (X25519 + ML-KEM-768): ietf.org/archive/id/draft-co…
Ethereum’s post-quantum roadmap: coindesk.com/tech/2026/03/25…
Post-quantum private ETH research: ethresear.ch/t/towards-nativ…
Zcash’s quantum plan: coindesk.com/tech/2026/05/08…
DARK TODAY. DARK FOR DECADES.






























