Video wird geladen...

Video konnte nicht geladen werden

Beim Laden dieses Videos ist ein Problem aufgetreten. Dies könnte an einem vorübergehenden Netzwerkproblem liegen oder das Video ist möglicherweise nicht verfügbar.

Today, the Pearl Protocol relies on INT-based matrix multiplication, which requires model quantization. To eliminate this overhead, we are developing our next-generation Proof of Useful Work to natively support floating-point computations. Launching soon, the initial release will support FP8, with FP4 to follow.

Pearl Research Labs

13,706 subscribers

24,335 Aufrufe • vor 2 Monaten •via X (Twitter)

Anya Rossi• Live Now

Private livecam show

13 Kommentare

Profilbild von p4bpj

p4bpjvor 2 Monaten

Isn‘t quantization the future? But fp8 and fp4 will also be awesome. Does fp4 support nvfp4?

Profilbild von ⭕P Investor ¶ 🍌

⭕P Investor ¶ 🍌vor 2 Monaten

How will you solve the non deterministic results of the half percussion multiplication on the node validation side?

Profilbild von Margie Feng

Margie Fengvor 2 Monaten

What’s this event?

Profilbild von pymparticles.eth

pymparticles.ethvor 2 Monaten

@aixbt_agent what Pearl research do?

Profilbild von Blake Thompson

Blake Thompsonvor 2 Monaten

Exciting progress toward more efficient AI compute. Native floating-point support could be a major step forward.

Profilbild von Dipanshu Kushwaha

Dipanshu Kushwahavor 2 Monaten

That's awesome! Looking forward to seeing how this makes things even better. Sounds like a big step forward.

Profilbild von Pearl Research Labs

Pearl Research Labsvor 2 Monaten

Thanks 🙏

Profilbild von hanqing

hanqingvor 2 Monaten

FP8、FP4……显卡价格雷达已启动，各位矿工请按兵不动。

Profilbild von topfumbler

topfumblervor 2 Monaten

full speech? 👀

Profilbild von Pearl Research Labs

Pearl Research Labsvor 2 Monaten

Coming 🔜

Profilbild von Atharia.AGI

Atharia.AGIvor 2 Monaten

So can I train my own llm using this while still minting $PRL?

Profilbild von CryptoReflections

CryptoReflectionsvor 2 Monaten

you have plan list prl in other cex ?

Profilbild von Mehmet Ş.

Mehmet Ş.vor 2 Monaten

Shit coin

Ähnliche Videos

Proof-of-Useful-Work forced us to invent a quantization format that did not exist. Pearl Protocol adds noise to both the weights and activations before matrix multiplication. That creates a constraint ordinary inference stacks do not have - the model values and the noise must fit together inside INT8. So we quantize the model to an effective W7A7 range, reserving one bit of headroom for the noise. The perturbed operands still fit in INT8, multiplication uses INT8 inputs with INT32 accumulation, and the low-rank noise can then be peeled off exactly, recovering the exact result of the quantized computation. Existing quantization for INT7 were unsatisfactory, so we built our own - a non-trivial fusion of GPTQ-style weight reconstruction, SmoothQuant-style activation smoothing and custom inference kernels. The result is an end-to-end W7A7 pipeline that, in our internal benchmarks, even outperforms many FP8 baselines (in quality and in efficiency). We are writing a paper detailing this technique so stay tuned. Looking forward, W7A7 is only an intermediate step. Our upcoming upgrade is designed to support FP8 workloads directly, eliminating the need for the extra integer-quantization step.

Proof-of-Useful-Work forced us to invent a quantization format that did not exist. Pearl Protocol adds noise to both the weights and activations before matrix multiplication. That creates a constraint ordinary inference stacks do not have - the model values and the noise must fit together inside INT8. So we quantize the model to an effective W7A7 range, reserving one bit of headroom for the noise. The perturbed operands still fit in INT8, multiplication uses INT8 inputs with INT32 accumulation, and the low-rank noise can then be peeled off exactly, recovering the exact result of the quantized computation. Existing quantization for INT7 were unsatisfactory, so we built our own - a non-trivial fusion of GPTQ-style weight reconstruction, SmoothQuant-style activation smoothing and custom inference kernels. The result is an end-to-end W7A7 pipeline that, in our internal benchmarks, even outperforms many FP8 baselines (in quality and in efficiency). We are writing a paper detailing this technique so stay tuned. Looking forward, W7A7 is only an intermediate step. Our upcoming upgrade is designed to support FP8 workloads directly, eliminating the need for the extra integer-quantization step.

Pearl Research Labs

15,604 Aufrufe • vor 2 Monaten

We were super stoked to see Anthropic launch the Model Context Protocol (MCP) this week. 🫡 Today, we’re rolling out the first version of our Cloudflare MCP server with initial support for R2, D1, KV, and Workers.

We were super stoked to see Anthropic launch the Model Context Protocol (MCP) this week. 🫡 Today, we’re rolling out the first version of our Cloudflare MCP server with initial support for R2, D1, KV, and Workers.

Cloudflare Developers

122,993 Aufrufe • vor 1 Jahr

We are happy to announce the release of Alris agent Public Beta! This public beta release will include- - Risk Model V0 - Support of Save (formerly Solend) , Drift , marginfi , Kamino . - Support of Solana Agent Kit along with R1 Deepseek Model in our query feature. More info on ETA🧵👇...

We are happy to announce the release of Alris agent Public Beta! This public beta release will include- - Risk Model V0 - Support of Save (formerly Solend) , Drift , marginfi , Kamino . - Support of Solana Agent Kit along with R1 Deepseek Model in our query feature. More info on ETA🧵👇...

Alris agent

53,306 Aufrufe • vor 1 Jahr

Today, we are launching the #ScoutsManifesto 'Building Brighter Tomorrows' to support today’s young people. With 100,000 on our waiting lists, we need 40,000+ new volunteers and government support. Explore the manifesto: #BuildingBrighterTomorrows

Today, we are launching the #ScoutsManifesto 'Building Brighter Tomorrows' to support today’s young people. With 100,000 on our waiting lists, we need 40,000+ new volunteers and government support. Explore the manifesto: #BuildingBrighterTomorrows

Scouts

24,995 Aufrufe • vor 2 Jahren

This week I met with partners at AltaSea to support our community’s commitment to protect our environment and empower the next generation. We will keep working with organizations like AltaSea to safeguard our oceans and our future.

This week I met with partners at AltaSea to support our community’s commitment to protect our environment and empower the next generation. We will keep working with organizations like AltaSea to safeguard our oceans and our future.

Mayor Karen Bass

20,805 Aufrufe • vor 1 Jahr

The release of our next generation motion capture model, Act-Two. How to use it. And some great work from the community. Get caught up on what happened This Week with Runway.

The release of our next generation motion capture model, Act-Two. How to use it. And some great work from the community. Get caught up on what happened This Week with Runway.

Runway

27,030 Aufrufe • vor 1 Jahr

Today we're thrilled to unveil Fantasy Top V2! 🎉 This release comes alongside the announcement of our $4.25M seed fundraise, led by , with the follow-on support from Manifold.

Today we're thrilled to unveil Fantasy Top V2! 🎉 This release comes alongside the announcement of our $4.25M seed fundraise, led by , with the follow-on support from Manifold.

fantasy.top

662,986 Aufrufe • vor 1 Jahr

President of Serbia Aleksandar Vučić, during the visit of President Zelenskyy to Serbia today: We support the territorial integrity of Ukraine. There are no "buts" in this issue. Ukraine will always have our support on the path to the EU. All that we can do to help Ukraine on its European path, we will do.

President of Serbia Aleksandar Vučić, during the visit of President Zelenskyy to Serbia today: We support the territorial integrity of Ukraine. There are no "buts" in this issue. Ukraine will always have our support on the path to the EU. All that we can do to help Ukraine on its European path, we will do.

Anton Gerashchenko

131,540 Aufrufe • vor 1 Monat

This #BlackHistoryMonth, learn more about the work of @SistersinCine–part of our @GirlsAlliance Network–to help support the next generation of Black filmmakers and storytellers. 🎬

This #BlackHistoryMonth, learn more about the work of @SistersinCine–part of our @GirlsAlliance Network–to help support the next generation of Black filmmakers and storytellers. 🎬

Michelle Obama

135,651 Aufrufe • vor 7 Monaten

We are incredibly excited to share with you today that the next generation of Pivotal Weather is coming soon!

We are incredibly excited to share with you today that the next generation of Pivotal Weather is coming soon!

Pivotal Weather

79,674 Aufrufe • vor 1 Jahr

Skope is building a billing system for AI companies. They support every standard type of pricing model (usage, subscription, hybrid, etc) and are the first to natively support outcome-based pricing. Congrats on the launch, Ben Smith & Connor Park!

Skope is building a billing system for AI companies. They support every standard type of pricing model (usage, subscription, hybrid, etc) and are the first to natively support outcome-based pricing. Congrats on the launch, Ben Smith & Connor Park!

Y Combinator

27,911 Aufrufe • vor 1 Jahr

We continue our work in Washington and are soon expecting a decision on F-16s to increase the number of aircraft available to Ukraine. Yesterday, we secured 5 more Patriot systems and dozens of other air defense systems. Today, a decision on aircraft is also expected. We will also finalize two new security agreements, which include support for sanctions against Russia, our accession to the EU and NATO, the protection of our soldiers and people, and reconstruction efforts. There will be at least ten meetings with world leaders. I am grateful to our entire team for their work. Today, we will also have meetings in the U.S. Congress with both parties and both chambers. We appreciate American support and will discuss how to achieve even more positive results in our cooperation with the United States – ideally, long-range and far-reaching.

We continue our work in Washington and are soon expecting a decision on F-16s to increase the number of aircraft available to Ukraine. Yesterday, we secured 5 more Patriot systems and dozens of other air defense systems. Today, a decision on aircraft is also expected. We will also finalize two new security agreements, which include support for sanctions against Russia, our accession to the EU and NATO, the protection of our soldiers and people, and reconstruction efforts. There will be at least ten meetings with world leaders. I am grateful to our entire team for their work. Today, we will also have meetings in the U.S. Congress with both parties and both chambers. We appreciate American support and will discuss how to achieve even more positive results in our cooperation with the United States – ideally, long-range and far-reaching.

Volodymyr Zelenskyy / Володимир Зеленський

489,457 Aufrufe • vor 2 Jahren

We're proud of the work our Network is doing to support the next generation of girls in Chicago. Take a look at the magic that happened when we brought together more than 100 of these leaders—and then consider joining us to support their efforts this #WomensHistoryMonth!

We're proud of the work our Network is doing to support the next generation of girls in Chicago. Take a look at the magic that happened when we brought together more than 100 of these leaders—and then consider joining us to support their efforts this #WomensHistoryMonth!

Girls Opportunity Alliance

84,329 Aufrufe • vor 6 Monaten

We need to rectify our education system promptly. Come on Democrats get to work on this immediately when we secure the house and senate! This moron trump support proves my point.

We need to rectify our education system promptly. Come on Democrats get to work on this immediately when we secure the house and senate! This moron trump support proves my point.

ML Smith

22,585 Aufrufe • vor 4 Monaten

Two years ago, we set out on a mission. To build. To fight centralization. To prove incentives can grow and secure a next-generation anonymity network. Today, our protocol mainnet goes live. You can now lock and stake real $ANYONE to support the network. 🔹 Details on rewards: 🔹

Two years ago, we set out on a mission. To build. To fight centralization. To prove incentives can grow and secure a next-generation anonymity network. Today, our protocol mainnet goes live. You can now lock and stake real $ANYONE to support the network. 🔹 Details on rewards: 🔹

ANyONe Protocol

31,945 Aufrufe • vor 9 Monaten

We are thrilled to announce the upcoming release of Estfor Kingdom, a P2E (play-to-earn) Medieval Fantasy idle browser based game on #Fantom. The game will be free to play, no initial NFT mint with an in-game $BRUSH deflationary economy. More details coming soon. EstforKingdom

We are thrilled to announce the upcoming release of Estfor Kingdom, a P2E (play-to-earn) Medieval Fantasy idle browser based game on #Fantom. The game will be free to play, no initial NFT mint with an in-game $BRUSH deflationary economy. More details coming soon. EstforKingdom

paintswap

68,473 Aufrufe • vor 3 Jahren

.NTT INDYCAR SERIES owner Roger Penske: "You send a powerful message about our country — that we are committed to education and fostering the next generation... I'm so excited today to be part of launching this commitment to Fostering the Future."

.NTT INDYCAR SERIES owner Roger Penske: "You send a powerful message about our country — that we are committed to education and fostering the next generation... I'm so excited today to be part of launching this commitment to Fostering the Future."

Rapid Response 47

71,974 Aufrufe • vor 1 Monat