Saif Ullah

Building @fwdresearch @aoTheComputer

[Saif Ullah @saifu_dev]

Presenting a Web 3.0 "Permaweb Search Engine", now you can search for the data without worrying about txid in Blockchain, this option is only supported by #Arweave. Did you expect that?

@fwdresearch @ArweaveEco @onlyarweave @permafacts

[小奇说 @xingbugengming]

尊敬的 @thsottiaux 先生

原本我用 Codex 制作完成这条视频只需要一天的时间，但是由于 Plus 用户的 5h 限制，我整整用了三天才制作完成

因此我向您转达我们所有 Plus 用户的心声：请解除 Plus 用户的 5h 限制

希望您能看到，谢谢！

[Saif Ullah @saifu_dev]

One of the most Efficient way to get the job done.

[elvis @omarsar0]

Unlocking the Power of Multi-Agent LLM for Reasoning

Designing and optimizing multi-agent systems is important.

This paper analyzes multi‑agent systems where one meta‑thinking agent plans and another reasoning agent executes, and identifies a lazy agent failure mode.

They find that one agent does most work, the other contributes little, essentially collapsing into a single‑agent system.

This is something that happens very often and that you might not want in your design.

To address this issue, they propose Dr. MAMR (Multi‑Agent Meta‑Reasoning Done Right), which introduces a Shapley‑style causal influence metric to measure each agent/step’s contribution. It adds an explicit restart/deliberation action together with a special reward to encourage the reasoning agent to discard noisy internal steps and restart if needed.

Experiments show that this framework mitigates the lazy‐agent issue and improves performance.

Why you should care:

1) If you’re designing multi‑agent LLM workflows (e.g., decomposition into planning & execution agents for your content‑creation/sales agent architecture), this gives a practical blueprint for registering inter‐agent credit and avoiding mode collapse.

2) The causal‑influence metric gives a quantifiable way to instrument agents: you can track per‐turn influence rather than only final output reward.

3) Adding a “restart/deliberation” action means you can design agents that recover from bad sub‑trajectories rather than blindly following a flawed plan.

4) The credit assignment is turn‑level, which aligns with your preference for fine‐grained instrumentation of agent loops.

Paper: arxiv. org/abs/2511.02303

[Saif Ullah @saifu_dev]

@TurntUpDylan @ju5tin_x @tyspagnolo 😁 not bad

[Dead King Society @DeadKingSociety]

Dead King Ventures is excited to have participated in the @elmnts_ Pre-Seed round.

Elmnts is bringing commodities on-chain, starting with mineral rights and royalty distribution.

Looking forward to watching the team @odai_0x @MonterreyRice @Eliascm17 and @jamesrp13 grow the Elmnts ecosystem.

[JAJA @jajablinky]

Plz fork this and submit pull requests.

Fully intended to be a fun tool to use and something to inspire good UI/UX on the permaweb.

Worked on this with legends @kaihenthoiwane @rakis_me @saifu_dev

[Saif Ullah @saifu_dev]

Woho

[Shyam Tawli @shyam_tawli]

Exciting news! I've created a project that estimates your GitHub account's value 💵 , Simply enter your username to find out!

Thanks @j4ykadam for using the image design.

Check it out here 👇

[K @K4y1s]

#30daysoftext

There are many technologies that excite me, but lately I invested most of my time into @ArweaveEco

So, let's talk about Arweave! 🐘

1/

[Unmuttable @Unmuttable]

With each day that passes we get closer to the finish line!
#Pryocart will create a ecosystem for buyers and sellers where they can trade decentralised or real goods with security.
$pyro #btc #eBay #web3 #ETH #gem

[🐘🔗 sam.arweave.net @samecwilliams]

Yesterday broke the record for highest daily transaction count on Arweave.

The last 3 weeks all broke the prior records on weekly usage.

But even cooler: Fees are completely flat and will stay that way.

Arweave will never need a fee market because it _actually_ scales.

[Saif Ullah @saifu_dev]

Imagine you are wearing a VR kit and looking into another world

[Bazar @OurBazAR]

Mystical 3D Landscapes for Immersive Exploration
by @saifu_dev

1 $U ea.

👇
https://t.co/p63x7Ogq3d

[FairAI @getFairAI]

Outstanding news!!!
We created a landing page🥳🧵

[alex @afmedia_]

Fall weather calls for fall themed atomic assets.🍂

Just picked this up on @OurBazAR

Shoutout to @saifu_dev for putting out this sweet 3D collection. 🔥

[Saif Ullah @saifu_dev]

@enmai114 Nice jump from Pakistan, but I haven't seen someone building web3 games yet 😂

[Saif Ullah @saifu_dev]

@pbillingsby_ Google was also down at the same time

[VendX @VendXNFT]

Happy to announce the first VendXDKS machine!!

40% of this machine’s earnings will go towards DeadKings💸

@VendXNFT 🤝 @DeadKingSociety

[Saif Ullah @saifu_dev]

@jshaw_ar @coov_x The new one is much better

[Saif Ullah @saifu_dev]

One Day Streak 🔥 on @OurBazAR - Permanent Content Market Place

[PermaHacks @Permahacks]

6 DAYS LEFT TO APPLY TO PERMAHACKS! ⏳

🔥 Countdown Tip #2: Plan Your Schedule 🗓️
Sketch out a rough schedule for the hackathon period. Allocate time for research, development, and testing.

🌀 Sign up to hack: https://t.co/a8LjWTl6M9

Stay tuned for pre-event tips and updates🚀