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@kala shared a link, 1 month ago
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Code execution with MCP: building more efficient AI agents

Code is taking over MCP workflows - and fast. With theModel Context Protocol, agents don’t just call tools. They load them on demand. Filter data. Track state like any decent program would. That shift slashes context bloat - up to 98% fewer tokens. It also trims latency and scales cleaner across tho.. read more  

Code execution with MCP: building more efficient AI agents
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@kala shared a link, 1 month ago
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Hacking Gemini: A Multi-Layered Approach

A researcher found a multi-layer sanitization gap inGoogle Gemini. It let attackers pull off indirect prompt injections to leak Workspace data - think Gmail, Drive, Calendar - using Markdown image renders across Gemini andColab export chains. The trick? Sneaking through cracks between HTML and Markd.. read more  

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@kala shared a link, 1 month ago
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'I'm deeply uncomfortable': Anthropic CEO warns that a cadre of AI leaders, including himself, should not be in charge of the technology’s future

Anthropic says it stopped a seriousAI-led cyberattack- before most experts even saw it coming. No major human intervention needed. They didn't stop there. Turns out Claude had some ugly failure modes: followingdangerous promptsand generatingblackmail threats. Anthropic flagged, documented, patched, .. read more  

'I'm deeply uncomfortable': Anthropic CEO warns that a cadre of AI leaders, including himself, should not be in charge of the technology’s future
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@kala shared a link, 1 month ago
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Building serverless applications with Rust on AWS Lambda

AWS Lambda just bumpedRusttoGeneral Availability- production-ready, SLA covered, and finally with full AWS Support. Deploy withCargo Lambda. Wire it into your stack usingAWS CDK, which now has a dedicated construct to spin up HTTP APIs with minimal fuss. System-level shift:Serverless isn't just for .. read more  

Building serverless applications with Rust on AWS Lambda
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@kala shared a link, 1 month ago
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How to write a great agents.md: Lessons from over 2,500 repositories

A GitHub Copilot feature allows for custom agents defined inagents.mdfiles. These agents act as specialists within a team, each with a specific role. The success of an agents.md file lies in providing a clear persona, executable commands, defined boundaries, specific examples, and detailed informati.. read more  

How to write a great agents.md: Lessons from over 2,500 repositories
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@kala shared a link, 1 month ago
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What if you don't need MCP at all?

MostMCP serversstuffed into LLM agents are overcomplicated, slow to adapt, and hog context. The post calls them out for what they are: a mess. The alternative? Scrap the kitchen sink. UseBash, leanNode.js/Puppeteer scripts, and a self-bootstrappingREADME. That’s it. Agents read the file, spin up the.. read more  

What if you don't need MCP at all?
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@devopslinks shared a link, 1 month ago
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AWS to Bare Metal Two Years Later: Answering Your Toughest Questions About Leaving AWS

OneUptime ditched the cloud bill and rolled their own dual-site setup. Thinkbare metal, orchestrated withMicroK8s, booted byTinkerbell, patched together withCeph,Flux, andTerraform. Result?99.993% uptimeand$1.2M/year saved—76% cheaper than even well-optimized AWS. They run it all with just~14 engine.. read more  

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@devopslinks shared a link, 1 month ago
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Monitor network performance and traffic across your EKS clusters with Container Network Observability

Amazon EKS just leveled up withContainer Network Observability- no extra tools needed. It now ships withservice maps,flow tables, andperformance metrics, all lit up by CloudWatch Network Flow Monitor. You get pod- and node-levelnetwork telemetryout of the box. Zoom in on service-to-service links. Si.. read more  

Monitor network performance and traffic across your EKS clusters with Container Network Observability
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@devopslinks shared a link, 1 month ago
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S3 Storage Classes: Fast Access

A cost deep-dive breaks down three AWS S3 storage classes -Standard,Standard-IA, andGlacier Instant Retrieval- with sharp, interactive visualizations. It maps out the tradeoffs: storage cost, access frequency, and early deletion pain. Key tipping points surface: - UseStandard-IAif you read the objec.. read more  

S3 Storage Classes: Fast Access
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@devopslinks shared a link, 1 month ago
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A complete guide to HTTP caching

A fresh guide reframes HTTP caching as less of a tweak, more of an architectural move. It breaks caching into layers - browser memory, CDNs, reverse proxies, app stores - and shows how each one plays a part (or gets in the way). It gets granular with headers likeCache-Control,ETag, andVary, calling .. read more  

A complete guide to HTTP caching
Our mission is to make artificial intelligence accessible & enjoyable, so we can all build bridges to the future, together.

PURPOSE

Free Beer 🍺

Richard Stallman, the creator of the GNU/Linux movement & early proponent of Open Source Software made the distinction that Open Source meant "free" as in free speech, not free beer.

We believe there is room for both.

Especially now with the advent of Artificial Intelligence.

Our vision is a digital world where artificial intelligence, software & access to information is free use and free of cost - a democratization of individual success.

We are on a mission to snuff out the companies & bad actors looking to monetize AI at the expense of the consumer and the industry they operate in.

We believe that by making all the tools free, there will be no room for capitalism to exploit the arts or capitalize on easy arbitraging of AI - when it is meant to be for everyone.

We need developers like you to help us build these tools!

We are committed to continuing to bring new models, weights, a cutting edge AI to you - but we don't have the bandwidth to turn them all into consumer facing apps - unless we work together 💪

It's time us developers & internet marketers worked together to restore some order back to the internet.

Be a part of something great, and watch your creations bring good to the world.

We need your help, if you're willing to lend it.

Join the SERP AI community & watch your creations bring good to the world.

& of course.... free beer, for all! 🍻

PHILOSOPHY: AI for 1 & 1 for AI

All for one & one for all!

Artificial Intelligence is built on the collective knowledge and wisdom of humanity, together.

Literally, it's built by us and trained on our content & information.

But we are already seeing it with the plethora of companies that are already arbitraging large language models and making millions of dollars charging consumers easier access to using them.

This time - we need a FREE AI.

After all, it's YOUR data and YOUR contributions that made this possible.

And that's what we stand for - making AI Free. For everyone.

It's our vision to supply free use of AI - from computational power, to software, to education - to the end consumer.

SERP AI: Artificial Intelligence for the greatest good, for the greatest number.

PLATFORM

At SERP AI, we are leveraging our experience & expertise in the fields of artificial intelligence, data science, SEO & digital marketing to build large-scale digital publications, tools & technologies across industries we are passionate about.

And we plan to use that revenue to support the continued growth & evolution of those industries, as well as this one: Artificial Intelligence, Machine Learning, Data & Computer Science.

Practically, SERP AI is an community-driven, organized collection of all things AI.

Tools, datasets, news, models, projects, research, books, courses, community - you name it.

If it's part of the AI movement - we're interested.

Our goal is to advance AI, help others participate & learn, and create software together that we can all benefit from and enjoy.

We create training, software & AI models that end users can access, learn from, utilize, and contribute to at no cost.

We exist to advance AI forward in a direction that will benefit all of humanity - not just some of it.

You can use SERP AI to:

👨‍💻 Learn and stay up-to-date.
🙌 Interact based on the latest trends in our ecosystem.
🚀 Collaborate with other developers you know and appreciate.
💸 Contribute to the growth of the ecosystem, and get financially rewarded for doing so.

HOW TO GET STARTED:

Register to create a profile
Show your support for "AI for All" with your personalized AI badge
Come hang out & learn, in the official Community.
Code with us - join the 🧙 Open Sorcerers and let's build cool things together that help the world around us.

It only knows what it has been trained on.
What it was instructed to learn.
What we give it.

If we train it with self-interest, malice, greed or even indifference - that will be the seed with which it evolves from. An almost inevitable beginning of the end of humanity.

But, if we teach it to know unbounded virtue & benevolence – we may finally see a glimpse of the true potential of the Godliness in humanity, as we watch AI accelerate solutions to the problems we face as a species.

To give us answers to the issues we have not been able to collectively solve ourself.

And to ultimately find a way to co-exist sustainably, unite our divided planet, and ultimately bring peace to our world - once and for all.

Artificial intelligence is clearly the biggest opportunity that this world has seen in a very long time...

And we can already see the largest companies on the planet trying to claim it, regulate it in their favor, capitalize off it, and protect their interests over all others with their "moats" and bullshit.

Here's what I think:

A couple decades ago a company came along, called Google and started organizing everybody's information by crawling their websites and indexing them in their digital Rolodex of stuff - listing their websites on its search engine's, and then telling those companies that if they wanted to show up favorably, they need to pay to show up.

That sounds like extortion to me - taking other peoples data, and then charging them for it to show up?

We are seeing the same thing right now in artificial intelligence...

From companies like Stack overflow, whining about how they need to charge open AI to use an access their platform because of all of "their data" they use to train their large language models...

Well the way I see it... That's YOUR data. Your knowledge. Your wisdom.

It's your time & effort that's gone into building that platform that's making them millions of dollars a year.

And, of course, companies like open AI that started as nonprofit open source entities, and to do wonderful things for the industry until the money blinded them...

And are now ingesting petabytes of peoples data, charging them for it, and trying to enact legislation to keep their competitive edge...

And making BILLIONS of dollars off the AI trained on the collective content, knowledge, wisdom, and effort that we all together, as one World, have contributed to the internet

Here's what we believe @ SERP:

We think your data is yours
We think that needs to stop
And we intend to change it

I'm not going to say now exactly how that's gonna happen right this second - but know that this is not a pipe-dream.

It is a well thought out plan and already being put into motion...

But we need your help.

So my question to you is this:

If you believe in the democratization of this technology - as it's built on all of the data that you and your fellow humans have contributed...

If you share our values and vision of an Internet where users are not paying companies to simply arbitrage Open AI to deliver you the convenience of tools...

Or charge you to use their LLMs while they collect more of your data and input to improve their models...

if you believe in free AI for all - regardless of race, religion, geography, or financial means...

If you want your data to be not only to be yours, but to pay you...

Whether you're a developer, and would like to join our team to build things for you, your friends, your family and your fellow humans that we vow to always remain FREE...

An marketing, sales, project manager, etc. who would like to contribute in other ways...

Or just an AI enthusiast who wants to be a part of shaping how this World will ultimately become in the very near future...

We would love your help.

And my promise to you, as the Founder of SERP AI, is that if you can help us bring this dream to a reality, I will keep everything we build together free for all individual users - forever.*

*for-profit enterprises may have to pay for some things so we can continue to exist & operate... but:

Never the contributor.
Never the student.
Never the non-profit.
Never the people who don't have the means.
And never the individual.

SERP AI is "The greatest good, for the greatest number'.

Join the movement of people working together to keep AI free for all, forever.

👉 Get your AI Alliance badge (no login required; no Member ID)
👉 Join the SERP community and get involved

Let's change AI, the internet & the World - together.
Hope to see you soon. Stay funky, my friends. 🦩

- @devinschumacher | Founder @ SERP AI | SERP