Emmanuel

researcher / designer / storyteller ➝ building @breadrolljs &

[Emmanuel @devsgnr_]

@julianbenegas8 Congratulations 🎉

[Emmanuel @devsgnr_]

I’m being transparent about the limits: Krisis v0.1 is not a medical device, and CKD progression is synthetic because the UCI CKD dataset is cross-sectional.

But it works, it’s documented, and it’s open.

The goal is simple: help test whether LLMs can reason safely under clinical uncertainty.

GitHub: https://t.co/oSIeqbBW6v

[Emmanuel @devsgnr_]

I built Krisis (kree-sis): a clinical evaluation framework for LLMs.

It started from Cady AI, my CKD detection project from a national AI hackathon, where a chatbot called my trained CKD model and explained which lab results pushed risk up.

Then I and Codex pushed the idea further: Can LLMs know when not to answer?

[Emmanuel @devsgnr_]

Krisis v0.1 is already running real benchmarks.

So far, it has evaluated @OpenAI GPT-5.5, @AnthropicAI @claudeai Opus 4.7, and @xAI @grok 4.3 on CKDSuite detection, comparing not just selective accuracy, but runtime, token usage, batching behavior, structured JSON reliability, and deferral behavior.

Report: https://t.co/qzKb04ca6l

More LLM support coming soon; @GeminiApp is already available and is being tested.

[Emmanuel @devsgnr_]

@benjitaylor This is what I shipped on X — still trying to gain traction

https://t.co/ZAtyk0uD4P

[Emmanuel @devsgnr_]

Went on a roll and created another example of this AI agent on @gumloop, using the @gumloop @ExaAILabs Search API app — same idea, different tool. Still dumps the best articles straight into my Readlater library. No copy-pasting. No tab explosion.

[Emmanuel @devsgnr_]

I built an AI agent that researches any topic weekly and dumps the best articles straight into my Readlater library. No copy-pasting. No tab explosion. All in under 1 hour with n8n.

[Emmanuel @devsgnr_]

Took me <60 minutes from idea to working agent.
Want to try it? Get started free with 250 MCP credits → https://t.co/ZK5MfI3f8n

What would you automate with something like this? Drop your ideas below

[Emmanuel @devsgnr_]

I built an AI agent that researches any topic weekly and dumps the best articles straight into my Readlater library. No copy-pasting. No tab explosion. All in under 1 hour with n8n.

[Emmanuel @devsgnr_]

Stack that made it ridiculously fast:

→ @n8n_io (their AI literally helped build the whole thing)
→ @AnthropicAI - Claude Sonnet 4.6
→ @ExaAILabs Search API

Big shoutout to the AI workflow builders killing it: @coreyganim @choyamymuna @JulianGoldieSEO

[Emmanuel @devsgnr_]

What is Readlater?

The social knowledge base for your favorite reads which can become another's favorite. No more guessing where you read something. Quickly save texts for later, find it all in one place, search and discover texts, group into collections, and plug into your current AI workflow using MCP.

Here's what Readlater lets you do:
📚 Save any highlight, article, or PDF instantly from the Chrome extension
🗂️ Organize them into collections, or mind dump everything for later
🔍 Search everything you've saved based on meaning not just keywords
🤖 Connect @claudeai or @cursor_ai via MCP — your reading becomes your AI's context (more support coming soon)

Try it out, let me know what you think. Get started for free — and get 250 MCP credits and 20 PDF credits to hit the ground running.

Sign up at https://t.co/kU1BShwrxk

[Emmanuel @devsgnr_]

Over the past few months I spent some time building "Readlater", a save-now, read later bookmarking application. Think @thecosmos but just for texts that you find on the web (btw, I ❤️ cosmos, huge inspiration).

Let me tell you what Readlater can do.

[Emmanuel @devsgnr_]

@brian_lovin I've been working on https://t.co/jFvFhsqXa6 for a while now. Currently in public beta. It's more of a social bookmarking for readers. I've been adding little cool features here and there. Like this link preview built with @hyperbrowser and aggressive @upstash Redis caching.

[Emmanuel @devsgnr_]

@basementstudio @falanfantana Muchos grande, se pica 🔥 basement is back with another one.

[Emmanuel @devsgnr_]

@wesbos @syntaxfm Save now, read later - https://t.co/jFvFhsqXa6

https://t.co/ZAtyk0uD4P

[Emmanuel @devsgnr_]

@AliAbdaal @karpathy In the spirit of building cool things, I spent some time building (https://t.co/ZK5MfI3f8n). Eliminate the 47 tabs you swear you'll revisit. Currently in public beta

- Save highlights, either pages, or PDFs
- Semantic search & MCP Server (Coming soon)
- and more.

[Emmanuel @devsgnr_]

cc: @evilrabbit_ @rauchg

[Emmanuel @devsgnr_]

Over the past few months I spent some time building "Readlater", a save-now, read later bookmarking application. Think @thecosmos but just for texts that you find on the web (btw, I ❤️ cosmos, huge inspiration).

Let me tell you what Readlater can do.

[Emmanuel @devsgnr_]

➝ Readlater started as a tool I built for myself—out of necessity. Now it’s for anyone who wants to capture ideas, not just bookmarks. This is just the beginning.

Join the waitlist for the public beta ✨
https://t.co/ZAtyk0vaUn