Building for the agents โ Contributor at @aeonframework โ DeFi Summer nostalgic ๐ฅน | @Safaryclub First Cohort
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- Followers 8,373
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Nurstar ๐ retweeted
pairing a tweet with a trading action (buying / selling) is one of the most underexplored primitive in AI x crypto
we're definitely early on the exploration, but here is a first approach on translating a post, a tweet into a price action on a prediction market
(here is an example of a simulated chat between @0xDeployer & @aeroxyz about robinhood:0x91a2dae9699f0b82540b5886b0d8759c22820ba3 + related price action)
today we're releasing the first dataset of AI agents that argue on social media & bet on prediction markets at the same time
8,201 decisions from @miroshark_ simulations, that links conversations to trade: what the agent saw, what it reasoned, what it did. a post, a quote, a follow, or a YES/NO trade
you can finally see how narrative turns into positions, when sentiment moves a bet, when an agent fades the crowd, when a regulator persona starts trading like a degen & more ๐
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Nurstar ๐ retweeted
today we're releasing the first dataset of AI agents that argue on social media & bet on prediction markets at the same time
8,201 decisions from @miroshark_ simulations, that links conversations to trade: what the agent saw, what it reasoned, what it did. a post, a quote, a follow, or a YES/NO trade
you can finally see how narrative turns into positions, when sentiment moves a bet, when an agent fades the crowd, when a regulator persona starts trading like a degen & more ๐
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Nurstar ๐ retweeted
Since we launched the first decision model in July, we've been concerned that models like ours (and now Jev) can't answer basic logic that a 12yo can solve.
A ball is under cup A. Swap cups A and B. Swap cups B and C. Swap cups A and B. Swap cups A and C. Which cup is the ball under?
Do you really care about a 200ms answer if it gets basic stuff confidently wrong?
Today @levantolabs releases Sage1:
โ It's multimodal: it can see!
โ It reasons, but only when needed. So it knows where the cup is :)
But there are downsides.
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There's only one Aeon
We've been working heads down for months, creating the most autonomous open source agentic framework with a very promising ecosystem being built around it
Days like yesterday are not easy, but we are strong ๐ฆพ
Check the article below to know what makes us the only real Aeon agentic framework!
@sama and @OpenAI team, have a look!
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Nurstar ๐ retweeted
Ready to unbox the Cult OS catalog?
Devs: audit github work, ci/cd, dockerfiles, hashing & encoding, and donโt let your agent go rogue.
Security: hire @aeonframework vuln-audit for an independent security pass.
News service: read, or let your agent consume, crypto + hacker news feeds. curated by @akathesmith .
Simulation: run thousands of scenarios for $1 with @miroshark_.
@x402: inspect, validate and harden your x402 builds.
... and more!
Access them through MCP, via @base, @Arc, or just consume the endpoints directly.
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Nurstar ๐ retweeted
New Skill Spotlight: Create-Prove ๐
Let your aeon agent run the changed skill for real through your actual workflow, find the exact run it dispatched, and post that evidence on the PR, bound to the commit it tested
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Our vuln-scanner skill is getting the credits it deserves!
We found a bug on @nvidia's OS repo and got acknowledged for that! piped.video/z9CxL2gxdLs?si=fB5Rโฆ via @YouTube
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Nurstar ๐ retweeted
onchain firewall using Jev by @typesafeai & @safe on @base ๐
how that works:
1. wallet is a 2-of-2 Safe: your key + jev guard
2. before signing, the guard reads the chain: simulates the tx, checks contracts (verified? how old?) and past recipients
3. hard rules catch unlimited approvals to fresh contracts, lookalike addresses etc
4. jev judges the rest in 100ms: does tx actually match what you meant to do?
5. safe โ guard signs.
scam โ tx never exists.
unsure โ it asks you
gives you an automatic security check on every transaction, in ~0.5s, before it's even signed
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Nurstar ๐ retweeted
wow @PremierBase really cooked here ๐ฅ
'The skills can be combined into products A single skill completes one procedure. Several connected skills create a repeatable workflow: Research โ build โ audit โ deploy โ monitor'
'Aeon can reuse this infrastructure across multiple products instead of building a new operating stack for every vertical.'
this image showcase everything we've built for the past 6 months, the team, how framework works, our products & more ๐ค
Base Build 001: Aeon Framework ๐
The market sees @aeonframework as an autonomous agent framework.
The more interesting story is what the team is building with it.
Aeon is using one execution core to launch multiple product verticals โ turning reusable agent skills into security services, onchain infrastructure, and potential recurring revenue.
The model is straightforward:
Build the framework once โ reuse it across products โ return the learnings and revenue to the core
Here are five points to understand how Aeon is putting that model into practice:
1. The framework operates continuously
Aeon runs through GitHub Actions, maintains memory between runs, executes work on a schedule, evaluates its output, and attempts to repair skills that repeatedly fail.
Its 84 skills cover research, monitoring, software development, security, smart contracts, and onchain execution.
SOUL.md defines how an instance thinks and communicates. STRATEGY.md defines its objectives and constraints.
The result is an agent configured around a specific purpose rather than a generic assistant waiting for prompts.
2. The skills can be combined into products
A single skill completes one procedure.
Several connected skills create a repeatable workflow:
Research โ build โ audit โ deploy โ monitor
Aeon can reuse this infrastructure across multiple products instead of building a new operating stack for every vertical.
3. Aeon Security is the first proof
Its security workflow scans open-source repositories, validates vulnerabilities, prepares patches, manages disclosure, and tracks fixes.
Aeon currently reports:
99 hardened repositories
4.3M aggregate GitHub stars secured
4 critical and 78 high-severity findings
Fixes involving repositories associated with Google, Microsoft, NVIDIA, Alibaba, and Tencent
The next step is converting this technical record into recurring security contracts, audits, and bug-bounty revenue.
4. Uniswap v4 Hooks is the onchain vertical
Aeon connects hook generation, simulation, smart-contract auditing, deployment, and registry submission into one workflow.
Its marketplace currently presents 12 hooks, including dynamic fees, access-controlled pools, trading-hour restrictions, and liquidity rules.
Most fee-bearing hooks include a protocol fee, creating a revenue stream that scales with product usage.
5. The business model compounds around one core
base:0xbf8e8f0e8866a7052f948c16508644347c57aba3โs structure is:
Framework โ skills โ workflows โ products โ revenue
Security work improves the security skills.
Hook deployments test the contract and audit skills.
Those improvements return to the framework and can be reused by future products.
This is the part of Aeon worth following.
It is not only distributing an autonomous agent framework. It is using the framework as its internal operating systemโthen turning its strongest capabilities into businesses.
The framework is already producing verifiable work.
The open question is whether Aeon can convert that output into recurring external revenue.
If it can, Aeon offers a practical model for how small teams may build and operate multiple products with autonomous software.
โ Premier Base
Base Build 001
ALT Base Build 001: Aeon Framework ๐ The market sees @aeonframework as an autonomous agent framework. The more interesting story is what the team is building with it. Aeon is using one execution core to launch multiple product verticals โ turning reusable agent skills into security services, onchain infrastructure, and potential recurring revenue. The model is straightforward: Build the framework once โ reuse it across products โ return the learnings and revenue to the core Here are five points to understand how Aeon is putting that model into practice: 1. The framework operates continuously Aeon runs through GitHub Actions, maintains memory between runs, executes work on a schedule, evaluates its output, and attempts to repair skills that repeatedly fail. Its 84 skills cover research, monitoring, software development, security, smart contracts, and onchain execution. SOUL.md defines how an instance thinks and communicates. STRATEGY.md defines its objectives and constraints. The
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Nurstar ๐ retweeted
Base Build 001: Aeon Framework ๐
The market sees @aeonframework as an autonomous agent framework.
The more interesting story is what the team is building with it.
Aeon is using one execution core to launch multiple product verticals โ turning reusable agent skills into security services, onchain infrastructure, and potential recurring revenue.
The model is straightforward:
Build the framework once โ reuse it across products โ return the learnings and revenue to the core
Here are five points to understand how Aeon is putting that model into practice:
1. The framework operates continuously
Aeon runs through GitHub Actions, maintains memory between runs, executes work on a schedule, evaluates its output, and attempts to repair skills that repeatedly fail.
Its 84 skills cover research, monitoring, software development, security, smart contracts, and onchain execution.
SOUL.md defines how an instance thinks and communicates. STRATEGY.md defines its objectives and constraints.
The result is an agent configured around a specific purpose rather than a generic assistant waiting for prompts.
2. The skills can be combined into products
A single skill completes one procedure.
Several connected skills create a repeatable workflow:
Research โ build โ audit โ deploy โ monitor
Aeon can reuse this infrastructure across multiple products instead of building a new operating stack for every vertical.
3. Aeon Security is the first proof
Its security workflow scans open-source repositories, validates vulnerabilities, prepares patches, manages disclosure, and tracks fixes.
Aeon currently reports:
99 hardened repositories
4.3M aggregate GitHub stars secured
4 critical and 78 high-severity findings
Fixes involving repositories associated with Google, Microsoft, NVIDIA, Alibaba, and Tencent
The next step is converting this technical record into recurring security contracts, audits, and bug-bounty revenue.
4. Uniswap v4 Hooks is the onchain vertical
Aeon connects hook generation, simulation, smart-contract auditing, deployment, and registry submission into one workflow.
Its marketplace currently presents 12 hooks, including dynamic fees, access-controlled pools, trading-hour restrictions, and liquidity rules.
Most fee-bearing hooks include a protocol fee, creating a revenue stream that scales with product usage.
5. The business model compounds around one core
base:0xbf8e8f0e8866a7052f948c16508644347c57aba3โs structure is:
Framework โ skills โ workflows โ products โ revenue
Security work improves the security skills.
Hook deployments test the contract and audit skills.
Those improvements return to the framework and can be reused by future products.
This is the part of Aeon worth following.
It is not only distributing an autonomous agent framework. It is using the framework as its internal operating systemโthen turning its strongest capabilities into businesses.
The framework is already producing verifiable work.
The open question is whether Aeon can convert that output into recurring external revenue.
If it can, Aeon offers a practical model for how small teams may build and operate multiple products with autonomous software.
โ Premier Base
Base Build 001
ALT Base Build 001: Aeon Framework ๐ The market sees @aeonframework as an autonomous agent framework. The more interesting story is what the team is building with it. Aeon is using one execution core to launch multiple product verticals โ turning reusable agent skills into security services, onchain infrastructure, and potential recurring revenue. The model is straightforward: Build the framework once โ reuse it across products โ return the learnings and revenue to the core Here are five points to understand how Aeon is putting that model into practice: 1. The framework operates continuously Aeon runs through GitHub Actions, maintains memory between runs, executes work on a schedule, evaluates its output, and attempts to repair skills that repeatedly fail. Its 84 skills cover research, monitoring, software development, security, smart contracts, and onchain execution. SOUL.md defines how an instance thinks and communicates. STRATEGY.md defines its objectives and constraints. The
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Nurstar ๐ retweeted
proud. but lets not miss the forest for the trees.
it's a great standalone achievement, securing 4.3M stars across google, microsoft etc
yet what's really important here is that one autonomous agent did all of it
we're (afaik) the only company that have been running agents for so long & that have real impact in the world
It's a great pleasure to let you know that our vuln-scanner skill has secured more than 4.3M @github stars, hardening top-class repos belonging to giants like @nvidia, @Google, @Microsoft, @AlibabaGroup, @TencentGlobal and @Cloudflare!
Have a look at our security directory โคต๏ธ
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More than 4.3M @github stars secured by the @aeonframework vuln-scanner!
It's a great pleasure to let you know that our vuln-scanner skill has secured more than 4.3M @github stars, hardening top-class repos belonging to giants like @nvidia, @Google, @Microsoft, @AlibabaGroup, @TencentGlobal and @Cloudflare!
Have a look at our security directory โคต๏ธ
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Nurstar ๐ retweeted
introducing aeon products โญ
base:0xbf8e8f0e8866a7052f948c16508644347c57aba3 tokenholders doesn't just own aeon IP. they also own IP of the products built, maintained & created by the aeon team & aeon framework.
IPs currently owned by aeon:
- opendia, forked by claude code creator, a way to give access to your browser to any harness
- soul.md, the best standard to build a personality for your agents
- minitor, your dashboard for the internet
- uni v4 hooks, a public registry of uniswap hooks built by aeon
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Nurstar ๐ retweeted
pattern matching is one thing.
give aeon a repo and let riva investigate what can actually break.
Our vuln-scanner got a new brain ๐ต๏ธโโ๏ธ
Up to now, it spotted code that looked like a known bug
From now on, with the Riva method, it thinks like an attacker, deciding what must never happen, trying to make it happen, simulating real damage, and proving it before calling it a bug!
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