iiinova — where your digital self keeps evolving

Allen Helton @readysetcloud.io · 29/09/2026

Full benchmark, thoughts, and code: readysetcloud.io/agent-memory... Sponsored by Oracle and Oracledevelopers. Opinions are my own.

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Allen Helton @readysetcloud.io · 29/09/2026

My main takeaway is to not add AI components because that's what articles on the internet or speakers at conferences say to do. Benchmark them. Every reranker, model call, and retrieval stage needs to justify its latency and complexity.

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Allen Helton @readysetcloud.io · 29/09/2026

Going from 20ms to 600ms meant a roughly 30x the latency for almost no gain. 🤯 Which is a pretty expensive way to make a system look more sophisticated and harder to maintain (in more ways than 1)

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Allen Helton @readysetcloud.io · 29/09/2026

Hybrid search + reciprocal rank fusion gave me a strong baseline relevance at around 20ms. But when I added the reranker, latency jumped to almost 600ms. Relevance for hybrid search basically stayed the same. (btw highly recommend this article for this: fandf.co/4heAs04)

fandf.co

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Allen Helton @readysetcloud.io · 29/09/2026

I benchmarked lexical, vector, and hybrid search. Then I put a cross-encoder reranker on top of each, exactly like what conference talks tell you to do. But that didn't really improve things like I expected it to. In several instances all it did was increase latency 🙃

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Allen Helton @readysetcloud.io · 29/09/2026

Adding a vector store will make your agent's memory dramatically better, right? Not necessarily. I recently did some benchmarks on retrieval methods and am genuinely surprised at the results because they contradict every talk I've seen on production RAG 🧵

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Allen Helton @readysetcloud.io · 14/05/2026

I wrote the long version with real scenarios for each vector, and where Teleport Beams helps address these issues for a truly secure agent environment. Thanks to Teleport for sponsoring this post, it was really fun to write. www.readysetcloud.io/blog/allen.h...

readysetcloud.io

Local agents scare me | Ready, Set, Cloud!

I built an AI agent with its own identity, MFA, and scoped credentials. It's still not safe. Here's why local is the wrong place to run it.

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Allen Helton @readysetcloud.io · 14/05/2026

These aren't identity problems. The best identity model in the world doesn't close any of them. But what does help is moving the agent off your machine entirely. Ephemeral runtime. Fresh environment per task. No accumulated state except what you give it.

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Allen Helton @readysetcloud.io · 14/05/2026

Persistent state. The agent you wrote on day one isn't the agent running on day ninety. Three months of cached outputs, tmp files, installed packages, and retained context cause accidental drifts in behavior. Local agents have no off switch.

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Allen Helton @readysetcloud.io · 14/05/2026

Poisoned context. An attacker can compromise your agent through a log line, a doc, or a PR comment that your agent will read tomorrow. The audit trail will be correct. It will just be correct about the wrong thing.

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Allen Helton @readysetcloud.io · 14/05/2026

Network adjacency. The agent has access to your routing table. It can reach the VPN you forgot was up, the dev cluster on the office subnet, the printer, the smart outlet connected to the toaster. Identity says who's asking. It doesn't stop the asking from happening in the first place.

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Allen Helton @readysetcloud.io · 14/05/2026

Shared userland. Your agent runs as you. Same npm cache, same env vars, same file permissions as everything else on the machine. A compromised tool is contained to your user account, which means it's not contained. 🙃

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Allen Helton @readysetcloud.io · 14/05/2026

I built a local AI agent with its own identity and thought I was doing security right. Boy, was I wrong. Identity is one layer. It doesn't close the four attack vectors that come with running an agent on your machine. 🧵

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Allen Helton @readysetcloud.io · 11/05/2026

It tracks with what @spacelift.io (the host) is building: an orchestration platform for both traditional IaC and AI-provisioned infrastructure. AI, IaC, and GitOps combined so devs ship fast and platform teams stay in control.

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Allen Helton @readysetcloud.io · 11/05/2026

IaCConf genuinely impressed me with how it captured where IaC is headed. Emerging patterns, new tooling, what production pipelines actually look like at scale.

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Allen Helton @readysetcloud.io · 11/05/2026

The crowd was engaged, the questions were sharp, and a reporter from The New Stack ended up publishing his takeaways. Best response I've ever gotten from a conference talk.

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Allen Helton @readysetcloud.io · 11/05/2026

Last year I gave a talk to the largest audience of my career on a niche topic I'm uniquely qualified to speak about. At IaCConf 2025, I spoke about what happened to Infrastructure From Code in front of ~650 people. 🧵 // sponsored by @spacelift.io

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Allen Helton @readysetcloud.io · 26/03/2026

We're giving AI agents access to prod. And that often means long-lived keys sitting in an .env. I almost did the same. Switching to session-based identity changed how I feel about them. Architecture + lessons👉https://tinyurl.com/ksatbsr4 Sponsored by Teleport. Opinions my own

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Reposted by Allen Helton

Julian Wood @julianwood.com · 23/02/2026

📢🚀 Learn how AI agents can automate content repurposing, from extracting quotes to creating video clips, all with serverless! | Join #Serverless Office Hours with @readysetcloud.io and @andmore.dev. Tomorrow:Live on YouTube/Twitch/ 11AM PT www.youtube.com/@AWSEventsCh...

youtube.com

AWS Events

The official YouTube channel for AWS Events and Webinars. Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, an...

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Reposted by Allen Helton

Gunnar Grosch @gunnargrosch.com · 04/01/2026

Part 27 of DEV Track Spotlight 🤖 Together with @readysetcloud.io, I demonstrated how to build production-ready multi-agent AI systems at AWS re:Invent (DEV415). The key? Treat agents like distributed systems with A2A protocol, MCP for typed interfaces, and RISEN prompts for deterministic behavior.

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Allen Helton @readysetcloud.io · 01/01/2026

You deserve it Darryl, you are a legend!

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Allen Helton @readysetcloud.io · 12/03/2025

I'm still shocked this worked as well as it did 🤯

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Allen Helton @readysetcloud.io · 23/12/2024

Thank you to our outstanding contributors Benoit Boure, Mohammed Izzy, @elbr.dev, @jameseastham.co.uk, and Khawaja Shams 💙

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Allen Helton @readysetcloud.io · 23/12/2024

Serverless Picks of the Week #143! Our serverless superhero is @dthompsondev.bsky.social, Director of Technology at This Dot and tremendous community advocate. Danny's ability to enable, inspire, and educate people is unrivaled💙. Thank you for everything, Danny! www.readysetcloud.io/newsletter/1...

readysetcloud.io

Ready, Set, Cloud!

AppSync events got some much needed attention last week, plus some wonderful insights and thoughts from around the community.

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Allen Helton @readysetcloud.io · 20/12/2024

What have I done to make this an article that Google thinks I would want to read?!? How do I undo this??

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Allen Helton @readysetcloud.io · 19/12/2024

There's something both satisfying and annoying about using the last bag in a roll of trash bags 🤔

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Allen Helton @readysetcloud.io · 17/12/2024

Of all the things that are surprisingly difficult, getting a tiny piece of shell out of a bowl of raw eggs reigns supreme 😠

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Allen Helton @readysetcloud.io · 17/12/2024

WebSockets are hard. Fortunately, AppSync events made them easy... kinda. There's a lot to real-time communication, and I'm all for higher and higher levels of abstraction. But as good as AppSync events is, I think we could have used a bit more 🌱 www.readysetcloud.io/blog/allen.h...

readysetcloud.io

AppSync events is great, but did you really want serverless WebSockets? | Ready, Set, Cloud!

With the release of AppSync events, we finally got serverless WebSockets. But I'm not convinced that's what we actually wanted.

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Allen Helton @readysetcloud.io · 16/12/2024

Thank you to our wonderful contributors @julianwood.com, Paul Santus, Ben Smith, and @theburningmonk.com!

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Allen Helton @readysetcloud.io · 16/12/2024

Serverless Picks of the Week #142! Our serverless🦸‍♂️is Philipp Krenn, DA and community lead at Elastic! Philipp really understands the hard part of serverless data, and does a🔥job explaining it to others. Thank you for everything you do, Philipp 💙! www.readysetcloud.io/newsletter/142

readysetcloud.io

Ready, Set, Cloud!

The community is resting after an intense week at AWS re:Invent, more than likely gearing up for some cool new projects in 2025.

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Allen Helton @readysetcloud.io · 16/12/2024

I've found this to hold pretty true: www.gomomento.com/blog/fightin...

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Allen Helton @readysetcloud.io · 15/12/2024

Found in the family room at the current hospital we're at. I'm not crying, you're crying!

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Allen Helton @readysetcloud.io · 13/12/2024

This is how my morning started out 😑

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Allen Helton @readysetcloud.io · 12/12/2024

I'm kinda mad at myself that I haven't been using code-based diagramming tools like Mermaid for years. I always lose the original diagram and have to redraw it from scratch to make updates. But not with a code-based approach 🔥

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Allen Helton @readysetcloud.io · 11/12/2024

It might look like I was a lot more enthusiastic about taking this picture, but I assure you the feelings were mutual 🤣💙

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Allen Helton @readysetcloud.io · 10/12/2024

When building APIs, success messages are equally as important as error messages. This morning I said "𝘈𝘭𝘦𝘹𝘢, 𝘐 𝘭𝘪𝘬𝘦 𝘵𝘩𝘪𝘴 𝘴𝘰𝘯𝘨" and the response I got was simply "𝘎𝘳𝘦𝘢𝘵." 😑 Was my rating saved? Was any action performed at all? When you're interacting with a human, you need more than a 200 OK.

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Allen Helton @readysetcloud.io · 09/12/2024

Thank you to our contributors @ranthebuilder.cloud, Steve Sanders, @eyalestrin.bsky.social, @boyney123.bsky.social, @binaryheap.com, and Matt Palmer! Special thanks to our sponsor, Depot 💙

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Allen Helton @readysetcloud.io · 09/12/2024

Serverless Picks of the Week #141! Our serverless🦸‍♂️is @marcbrooker.bsky.social, VP/distinguished engineer at AWS! Marc has directly helped shape the serverless world as we know it in multiple ways. Thank you for everything you do, Marc! www.readysetcloud.io/newsletter/1...

readysetcloud.io

Ready, Set, Cloud!

So much happened at AWS re:Invent last week, but there was one clear winner that left everyone talking.

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Allen Helton @readysetcloud.io · 09/12/2024

I feel like they are the smart parents that knew what was going to happen while we were the kids complaining. We weren't going to believe them even if they said the tech innovation was coming. So they showed us instead 😂

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Reposted by Allen Helton

Ellery @elleryaw.bsky.social · 03/12/2024

Come find @readysetcloud.io and I at booth 1870 and say hi! Also grab awesome momento and @believeinsls.bsky.social stickers and swag 🔥

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Allen Helton @readysetcloud.io · 02/12/2024

Found some rando's walking through the hall @ajs.bsky.social

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Allen Helton @readysetcloud.io · 02/12/2024

Thank you to our wonderful contributors @sheenbrisals.bsky.social, @binaryheap.com, Christian Nuss, Rob Bulmer, and @jordangonzalez.bsky.social! Special thank you to our sponsor Depot 💙

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