researcher / designer / storyteller ➝ building @breadrolljs & https://xitter.cf/t.co/tUdWK3UijR
🗺️
Joined September 2016
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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?
ALT CKD detection benchmark across gpt-5.5, claude-opus-4-7, and grok-4.3 using Krisis batched evaluation. Execution used batch_size=8, max_concurrency=4, n_synthetic=80, 160 patient rows, and Starlink internet at ~250 Mbps. Bars are scaled independently within each metric group; labels show raw values.
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: devsgnr.github.io/krisis/blo…
More LLM support coming soon; @GeminiApp is already available and is being tested.
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: github.com/devsgnr/krisis
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.
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
Took me <60 minutes from idea to working agent.
Want to try it? Get started free with 250 MCP credits → readlater.fyi
What would you automate with something like this? Drop your ideas below
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 readlater.fyi
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.
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.
➝ 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 ✨
readlater.fyi
Emmanuel retweeted
The CEO of Remostart and The Remostart AI Labs, @UbioObu is giving a welcome address to the participants, setting the tone for the orientation!
#remostart #NigerianationalAIhackathon2025 #Deepfunding
Emmanuel retweeted
Meet @OluAyoola7D , our awesome host for the 2025 Depfunding AI Hackathon Grand Finale in Lagos, Nigeria!
Stay tuned for more !! 🔥🔥🔥
@DeepFunding @Snetafrica
#NigeriaAI #AIHackathon2025 #OrientationDay #TechInAfrica #AICommunity #Remostart #FutureBuilders #deepfunding
Emmanuel retweeted
"Africa is not behind, the global market has not just understood our unique approach and innovative spirit yet!”
Samuel Efosa, CEO of Africa Global Solutions, for dropping truth bombs at the National AI Hackathon orientation
Stay tuned for more updates.
@DeepFunding @Snetafrica
Emmanuel retweeted
"You can't solve the problem of people without solving the problem in the people!"
Problems must be solved from the outside out.
Ayo Ayoola @OluAyoola7D our host is back on stage!
#AIHackathon #DeepfundingAIHackathon #Remostart #AI #Tech
