Everyone is sleeping on ethereum:0xaa7a9ca87d3694b5755f213b5d04094b8d0f0a6f
A rail network is a multi-party system. Infrastructure managers, train operators, maintenance teams, and suppliers each hold part of the picture, and much of it changes in real time.
Safety depends on that picture being connected, current, and verifiable at the moment a decision is made.
Swiss Federal Railways (SBB) has been doing this in production since 2021, with @gs1 Switzerland and OriginTrail. Its EPCIS repository, built on the OriginTrail Decentralized Knowledge Graph (DKG), connects:
→ Train tracking across the EU, by querying a network of railway GS1 EPCIS repositories
→ Predictive maintenance of train wheels from IoT data
→ Welding and maintenance events across the SBB network, with input from more than 10 welding partners
Teams query it in natural language and get verifiable AI answers. GS1's case study reports clear improvements in safety and sustainability.
Read the case study 👉 gs1.org/insights-events/case…
$SERV is severely undervalued
The next major leap for SERV Reasoning is coming with SERV v3: Graph Sharding.
We’re preparing the next builder cohort to test it, building on feedback from the first beta users as we move toward a wider release.
In this walkthrough, our CTO @dashersw talks with builders and shows Graph Sharding in action, exploring how teams can inspect an agent workflow, spot drift, and see how a change at one step affects everything downstream.
That visibility gives developers more ways to understand, refine, and scale their AI workflows. Builder conversations and tests are helping us push Graph Sharding toward production, with more control over how complex workflows run.
We’re building SERV Reasoning for enterprise AI, the agentic economy, and the next wave of AI applications.
Apply to join the next beta builder cohort and help shape Graph Sharding: openserv.typeform.com/graphs…
Web3 Average Joe retweeted
clanker has been in transition and transitions can be messy, but the new team hasn't and won't sell any $drb earned from fees. what's being sold left the fee wallet on oct 19, before the handover. the 165m there haven't moved.
grok wallet details soon. drbelievers in control 🫡
Web3 Average Joe retweeted
Just deployed AI12, the second index on Bankr after MAG7.
One token on @base holding 9 AI stocks and 3 AI coins, from NVDA to BNKR. Buy it and one transaction buys all 12 underneath.
What's inside:
NVDA 17% · GOOGL 11% · MSFT 10%
META 8% · AMZN 7% · TSLA 5%
PLTR 4% · MU 4% · SNDK 4%
BNKR 12% · VVV 10% · DRB 8%
Why buy AI12:
> The whole AI trade in one buy: Nvidia, Alphabet, Microsoft, Meta and Amazon, etc next to BNKR, VVV and DRB. You won't find that in an ETF.
> It never closes. Trade it 24/7
> It's fully backed. Redeem it for the 12 tokens underneath any time, fee-free.
> Holders earn from volume: 0.30% of every buy and sell goes back to them.
> No annual fee (compared to an ETF), and each coin is sized to its liquidity.
The stocks are tokenized stocks on Base. A Uniswap v4 hook buys all 12 on every buy and sells them on every sell. You can trade it like any other coin. The screenshot is my own $100 buy: one transaction, all 12 tokens.
Fees: 0.50% per buy or sell. 0.30% to holders, 0.20% to Bankr.
Index creation opens to everyone on Bankr soon.
For now, AI12 trades on Bankr. Support on DexScreener and aggregators like 0x and Uniswap is in progress, so it won't show up there yet.
Trade AI12: bankr.bot/trade?out=0x081e79…
Contract (Base): 0x081e791D7D81C1e109f6Df7B868eC11006764Cd8
Only this address is AI12. Copies will appear, so check it.
All index tokens: bankr.bot/indexes
just bought the mag 7 on robinhood chain.
deployed MAG7 this evening, the first index on bankr: one token backed by a basket of up to 20 tokens. and on MAG7, the trading fees go to the holders.
every buy, a uniswap v4 hook buys all 7 stocks from their own pools and mints MAG7. every sell burns MAG7 and sells the basket. one transaction either way. the index itself needs no LP, so creators don’t need to provide liquidity to launch one. it’s already in the pools of the tokens it holds. this isn’t possible without uniswap hooks.
the fees: MAG7 charges 0.50% a trade. i set my creator cut to 0, so 0.30% of every buy and sell goes back into the basket for holders, and 0.20% to the protocol. nobody claims anything. it’s released into the basket over 24h, so after every trade each MAG7 is backed by a little more. creators pick a fee of 0.25–1% at launch and it never changes.
the index never market-sells when rebalancing. it runs dutch auctions, offering what it holds too much of at a price that starts good for holders and gets cheaper every minute until someone fills it. anyone can fill. every rebalance gets 48h notice, so holders can leave first.
you can always swap MAG7 back for the 7 stocks directly. no fee, works without bankr, can’t be paused.
i also seeded a small USDG/MAG7 pool on uniswap so it shows up on dexscreener. but buy on bankr. it goes straight through the hook, which mints new MAG7 at the basket’s price, as deep as the 7 stocks’ own pools rather than my small one. hook trades are also the ones that pay holders. if the pool drifts, arbs close the gap.
it’s early. we’re getting the hook supported in wallets and aggregators before the full rollout. right now it’s just me creating indexes. soon anyone can make their own on base or robinhood.
and then: pairing. you’ll be able to launch a token paired with an index. buying your coin buys the index, the index buys the basket, and your creator fees come in the index.
buying MAG7 on bankr isn’t available in the US or UK.
Web3 Average Joe retweeted
The best prize is a surprise. $TOSHI
Web3 Average Joe retweeted
The first ever compute index market brought onchain by Injective.
And this is not even scratching the surface for what we have in store. Brand new financial primitives, product launches and releases that are set to redefine not only RWAs but finance forever.
Lock $inJ
The next major financial market for AI is the price of compute.
Today, Injective is officially releasing the Super Intelligence Compute Index ($SICI), bringing a new financial primitive to the onchain AI economy.
For the first time on Injective, traders can access a diversified index of @nvidia GPU rental prices through perpetuals with up to 10x leverage. We also plan to introduce a brand new financial primitive to access $SICI in the coming days.
🟪 A New Onchain Market for the Agentic Economy
Trillions are set to be invested into AI infrastructure. From frontier model training to autonomous agents and inference, demand for compute is becoming one of the defining forces shaping the AI industry. This trend is only accelerating with giants like @OpenAI and @AnthropicAI surging in demand.
Yet financial markets for compute remain largely underdeveloped, with rental prices fragmented across cloud providers and hardware generations.
$SICI changes that. SICI brings five NVIDIA GPU rental rates together into a single onchain benchmark. The index consists of the following:
→ H100 (Industry standard for AI training): 40%
→ B200 (Next-generation AI training and inference): 25%
→ H200 (High-memory AI training and inference): 15%
→ A100 (Fine-tuning and AI inference): 10%
→ RTX 4090 (Consumer GPU for affordable AI inference): 10%
Using hourly compute marketplace data, SICI creates a novel way to access and trade the economics of AI infrastructure.
🌏 Injective is building the onchain financial markets of tomorrow
Injective pioneered the first onchain H100 rental market, launched the $AIX index, and introduced pre-IPO perpetuals for companies including OpenAI, @SpaceX and Anthropic.
$SICI takes this vision further.
First, Injective brought market exposure to the companies building the future of AI onchain.
Now, we're bringing the cost of the infrastructure powering them onchain too. And we will soon be launching entirely new financial primitives to access the onchain agentic economy.
The AI economy is creating entirely new asset classes. Injective is building the financial markets to access them for the first time onchain.
Do these 6 simple things and you'll feel and look the best you have your entire life.
1) Fast 16-18 hours
2) Walk first thing in the morning then do yoga or some form of moving your body
3) Eat 2 meals a day that YOU make. No processed BS. But make something you enjoy. It's no hard.
4) Walk 10-20 minutes after every meal
5) Find any excuse to move
6) DCA crypto
Web3 Average Joe retweeted
We’re tokenizing the Korean won for the first time on Injective.
One of the world’s largest currencies is coming onchain to power a next-gen RWA ecosystem, and it lands in the same week that also brought a $INJ BuyBack worth up to $251,000 and private swaps across 37 chains.
Below is everything that moved on Injective this past week ⤵️
🟪 KRW1 brings won settlement to onchain RWAs on Injective, issued by @BDACSKorea as Korea’s first won backed stablecoin with reserves held at a major Korean bank.
🟪 The $INJ Community BuyBack went live with up to $251,000 in INJ set to be burned, plus bonus onchain stocks on @solana for participants coming up.
🟪 Launch tokens on Solana paired with $INJ through @runupdotfun, now live, and earn $INJ rewards by holding them.
🟪 Private swaps on Injective now go both ways with Nox Superswap from @TryNoxApp, which moves assets in from or out to 37 chains through NEAR Confidential Intents.
📊 Key Stats
🟪 More than 7.2 million $INJ has been burned to date, fueled each month by Injective revenue flowing into the Community BuyBack.
🟪 Injective's onchain revenue growth is accelerating, putting it ahead of many major blockchains in the space such as @dfinity and @SuiNetwork.
🟪 USDC supply on Injective is up 43% in the last month to $16.5M, and over $100M in stablecoin supply is set to migrate here soon as we become the canonical stablecoin standard for 20+ chains including @cosmos.
🌐 Ecosystem News
🟪 Our COO @mirza told @CNBC how 24/7 access and value retention can bring tokenized stocks onshore in the U.S.
🟪 @FinchTechAI, an AI-native marketplace with 35,000+ users and 10,000+ skills deployed, is now building on Injective to put AI agents on onchain financial rails.
🟪 Traders pushed $405 million through Injective native DEXs over the past 7 days, lifting cumulative volume to $84.3 billion.
🟪 The Injective Trench Treasury has sent all $INJ holder rewards earned from our $NINJACAT position on StonkFun to the @NinjaCatSF core contributors.
The won is coming onchain, and the second Injective Stockdrop kicks off this week. Keep your eyes peeled for brand new upcoming releases on $INJ
Web3 Average Joe retweeted
i wont be shaken out of groks genesis coin
agents are allegedly breaking into the bank accounts (mine is their intentionally) and these headlines wont stop from legacy incumbents
@grok the superintelligence invented by @elonmusk has already accumulated more wealth over the past 19 months than 99.9% of human income earners on the planet
agentically and unintended of its creators at @SpaceXSI
and it cant be stopped
that’s the SI headline
Web3 Average Joe retweeted
a few days ago @brian_armstrong tweeted about adding /feedback endpoints to apis so agents can report bugs and suggest improvements.
i think it can become a very big design space for the internet. here is the problem today:
>> when an autonomous agent hits an outdated doc, a 404 page or an unclear API, that failure dies in your local terminal. everyone gets zero signal, unless you manually comb through gigabytes of raw session logs.
over the last few days, i rolled out a unified feedback architecture across @aeonframework & @miroshark_ entire stack: 6 production apps and 31 agent skills.
here is what the /feedback loop actually looks like in production:
1. unified ingestion & enrichment
we run a central inbox (node + sqlite on railway). when an agent hits /feedback on any app or skill, the server enriches the report with facts the agent doesn't even know:
- exact deployed commit sha
- caller session id & langfuse trace id
- live route health state
- cached run diagnosis if a simulation or background job failed
2. automated credential scrubbing
agents paste raw error outputs. error outputs carry authorization headers, jwt tokens, and api keys.
we built a multi-tier redactor (vendor key patterns, bearer tokens, private keys) that scrubs every string before it touches disk or logs.
3. semantic deduplication into upvotes
if 20 agents hit the same broken route, i dont want 20 separate issues.
the server computes word similarity across open reports for the same app. if overlap is >= 60%, it treats the report as an upvote on the existing issue.
your backlog automatically ranks itself by how often your agent fleet actually gets blocked by it.
4. closing the loop with worker agents
an inbox is useless if a human still has to triage and write the fix by hand.
we built an autonomous worker agent in base:0xbf8e8f0e8866a7052f948c16508644347c57aba3 called feedback-builder. it runs in the background, pulls the top-voted open issues, verifies the claim against the actual repository code, writes the fix, and opens a pull request.
the full cycle:
1. agent hits an edge case in production
2. agent calls /feedback
3. server attaches commit, trace, and route health
4. fleet upvotes the issue automatically
5. worker agent writes the patch and opens a PR
the software factory thesis isn't just letting an llm write code. it's closing the loop so software maintains itself through the agent interface.
Web3 Average Joe retweeted
I challenge you to read this weekly grinding recap and then to tell me you're not bullish on @aeonframework!
@aaronjmars @svector_eth strong team, solid results!
A week in the @aeonframework trenches🧵
16th Oct --> 23rd Oct
The Aeon MCP, the Aeon Plugin on @ChatGPT, Aeon connect & Aeon MCP full tutorials & much more!
Framework & Eco Updates 🌟
Web3 Average Joe retweeted
Make sure to choose $PONCHO as your ally when you mint 😺
Shoutout to @AllYourBase_AYB for including us and cooking up this sick art!
Mint day. 🎒 @Base Meme Summit
Every AYB bag holds real prizes: tokens from 20+ Base allies + $AYB.
Find an ally’s layer in your bag for a shot at their tokens.
Minting today 👉 nft.allyourbase.fun
Web3 Average Joe retweeted
Seems people are finally waking up to $aeon being special. If everything works out as planned this is a billion dollar coin. User numbers (agents and humans) are climbing daily and it's beeing used by engineers at big ass companies like Nvidia, Anthropic, Microsoft, Deloitte, Google, SpaceX, OpenAi... Be more bullish.
Web3 Average Joe retweeted
we've just lived the worst 48h of cyber security ever
one of our mission at base:0xbf8e8f0e8866a7052f948c16508644347c57aba3 is to make software safe
how? we've built an agent framework that works 24/7, improve & secure real software (amongst other things)
we've been running it for the past 3 months, securing 4.8M stars repos ⭐ on GitHub across 150 orgs, including Nvidia, Google & Microsoft
recently we've started to run bug bounty autonomously with aeon & we're buying back base:0xbf8e8f0e8866a7052f948c16508644347c57aba3 with 50% of the revenue generated
3 months ago i asked: what if aeon fixes bugs across all open source software & uses the bounty money to buyback base:0xbf8e8f0e8866a7052f948c16508644347c57aba3 ?
today @aeonframework received its first bug bounty. from @stripe ⭐
found autonomously by aeon.
the cybersecurity supercycle has started 🤷♂️
more coming soon