John Paulett
@johnpaulett.com
Engineering Leader & Architect @hoppr.ai
#radsky #medsky
#radsky #medsky
Claude Code + Notion MCP + $DB_Vendor MCP = 🤌
Gave an outline of my idea. Claude took my outline, found the relevant data, and turned it into a polished proposal with hard data in record time.
Gave an outline of my idea. Claude took my outline, found the relevant data, and turned it into a polished proposal with hard data in record time.
July 16, 2025 at 6:52 PM
Claude Code + Notion MCP + $DB_Vendor MCP = 🤌
Gave an outline of my idea. Claude took my outline, found the relevant data, and turned it into a polished proposal with hard data in record time.
Gave an outline of my idea. Claude took my outline, found the relevant data, and turned it into a polished proposal with hard data in record time.
My favorite part of Claude Code: I can get an idea out over the weekend. Before: My laptop was a graveyard of personal projects that took all weekend just to get the structure in place. Now with Agentic Coding, I focus on shipping my idea.
July 14, 2025 at 3:32 PM
My favorite part of Claude Code: I can get an idea out over the weekend. Before: My laptop was a graveyard of personal projects that took all weekend just to get the structure in place. Now with Agentic Coding, I focus on shipping my idea.
If you're not using Claude Code, you are missing out. AI coding has taken a giant leap over the past few months Great article with some tips spiess.dev/blog/how-i-u...
How I Use Claude Code
One month ago, I subscribed to Claude Max. I've been using AI agents including Claude Code for some time prior, but with the flat pricing, my…
spiess.dev
June 27, 2025 at 1:03 AM
If you're not using Claude Code, you are missing out. AI coding has taken a giant leap over the past few months Great article with some tips spiess.dev/blog/how-i-u...
AI Coding tools are evolving quickly -- if you have not tried them in the past month, you owe it to yourself to revisit. I spent the weekend with ChatGPT Codex and Claude Code, and wow 🤯.
June 10, 2025 at 1:16 PM
AI Coding tools are evolving quickly -- if you have not tried them in the past month, you owe it to yourself to revisit. I spent the weekend with ChatGPT Codex and Claude Code, and wow 🤯.
Time and time again, starting with #postgresql would just make life easier. If at some point you need to scale beyond PostreSQL, you are an enviable success story.
engineering.usemotion.com/migrating-to...
engineering.usemotion.com/migrating-to...
Migrating to Postgres
Since early 2022, Motion was on CockroachDB. Cockroach has many qualities going for it: effortless horizontal scaling, especially when…
engineering.usemotion.com
May 14, 2025 at 11:34 PM
Time and time again, starting with #postgresql would just make life easier. If at some point you need to scale beyond PostreSQL, you are an enviable success story.
engineering.usemotion.com/migrating-to...
engineering.usemotion.com/migrating-to...
Today is starting off strong! Can't even serial console in after an interrupted upgrade borked the kernel.
May 2, 2025 at 1:28 PM
Today is starting off strong! Can't even serial console in after an interrupted upgrade borked the kernel.
How is it 2025 and the receiver of Outlook invites can not control the reminder time 🤯? It's not like we need 15 minutes to walk to a conference room. We're just bouncing between video calls. The number of meetings I forgotten about because I've moved to another task ...
@microsoft.com
@microsoft.com
January 29, 2025 at 3:56 PM
How is it 2025 and the receiver of Outlook invites can not control the reminder time 🤯? It's not like we need 15 minutes to walk to a conference room. We're just bouncing between video calls. The number of meetings I forgotten about because I've moved to another task ...
@microsoft.com
@microsoft.com
www.latent.space/p/reasoning-...
The DeepSeek R1 meltdown is impressive to watch. The democratization of top-tier models and the cratering of training cost has opened thousands of opportunities.
The DeepSeek R1 meltdown is impressive to watch. The democratization of top-tier models and the cratering of training cost has opened thousands of opportunities.
Why o3-mini *had* to be free: the coming DeepSeek R1, 2.0 Flash, and Sky-T1 Price War
2025's biggest surprise so far: Reasoning is less of a moat than anyone thought.
www.latent.space
January 26, 2025 at 2:29 AM
www.latent.space/p/reasoning-...
The DeepSeek R1 meltdown is impressive to watch. The democratization of top-tier models and the cratering of training cost has opened thousands of opportunities.
The DeepSeek R1 meltdown is impressive to watch. The democratization of top-tier models and the cratering of training cost has opened thousands of opportunities.
Reposted by John Paulett
HOPPR signs imaging AI vets Boonn, Kim
🙏 Thank you for sharing this news, @auntminnie.bsky.social
@wboonn.bsky.social
@ksiddiqui.bsky.social
🙏 Thank you for sharing this news, @auntminnie.bsky.social
@wboonn.bsky.social
@ksiddiqui.bsky.social
HOPPR signs imaging AI vets Boonn, Kim
Imaging AI software developer HOPPR has added Woojin Kim, MD, and William Boonn, MD, to its executive lineup.
buff.ly
January 15, 2025 at 10:11 PM
HOPPR signs imaging AI vets Boonn, Kim
🙏 Thank you for sharing this news, @auntminnie.bsky.social
@wboonn.bsky.social
@ksiddiqui.bsky.social
🙏 Thank you for sharing this news, @auntminnie.bsky.social
@wboonn.bsky.social
@ksiddiqui.bsky.social
Phi-4 fine-tuneable via unsloth: fixing bugs 🐛 and moving to llama 🦙 architecture.
unsloth.ai/blog/phi4
unsloth.ai/blog/phi4
Finetune Phi-4 with Unsloth
Fine-tune Microsoft's new Phi-4 model with Unsloth!
We've also found & fixed 4 bugs in the model.
unsloth.ai
January 11, 2025 at 4:19 AM
Phi-4 fine-tuneable via unsloth: fixing bugs 🐛 and moving to llama 🦙 architecture.
unsloth.ai/blog/phi4
unsloth.ai/blog/phi4
Reposted by John Paulett
It's easy to lose sight of the fact that, from a tech perspective, we're absolutely living in the future. Our CEO and co-founder @apenwarr.ca looks at just how powerful our modern machines are — and what that means for all of us
Living in the future, by the numbers
Instead of making the traditional New Year predictions, let’s talk instead about the beautiful technological future we live in: the one that exists right now but we don’t always notice.
tailscale.com
January 8, 2025 at 6:46 PM
It's easy to lose sight of the fact that, from a tech perspective, we're absolutely living in the future. Our CEO and co-founder @apenwarr.ca looks at just how powerful our modern machines are — and what that means for all of us
Very cool: prompt-based SVG generation with distinct editable shapes.
sagipolaczek.github.io/NeuralSVG/
sagipolaczek.github.io/NeuralSVG/
January 9, 2025 at 2:35 AM
Very cool: prompt-based SVG generation with distinct editable shapes.
sagipolaczek.github.io/NeuralSVG/
sagipolaczek.github.io/NeuralSVG/
I have more LLM subscriptions than streaming subscriptions now. 🤖 > 📺
January 8, 2025 at 1:41 AM
I have more LLM subscriptions than streaming subscriptions now. 🤖 > 📺
🚑 Part 3 of ModernBERT in Radiology 🚑
Combining Parts 1 and 2, I show how easy it is to fully fine-tune ModernBERT with a Classifer task objective to predict UMLS concepts from radiology text.
www.johnpaulett.com/2025/modernb...
Combining Parts 1 and 2, I show how easy it is to fully fine-tune ModernBERT with a Classifer task objective to predict UMLS concepts from radiology text.
www.johnpaulett.com/2025/modernb...
ModernBERT in Radiology Part 3: Fine-tuning a Classifier · John Paulett
www.johnpaulett.com
January 8, 2025 at 12:45 AM
🚑 Part 3 of ModernBERT in Radiology 🚑
Combining Parts 1 and 2, I show how easy it is to fully fine-tune ModernBERT with a Classifer task objective to predict UMLS concepts from radiology text.
www.johnpaulett.com/2025/modernb...
Combining Parts 1 and 2, I show how easy it is to fully fine-tune ModernBERT with a Classifer task objective to predict UMLS concepts from radiology text.
www.johnpaulett.com/2025/modernb...
NYC AI
> The city’s “AI transformation has begun,” with more than 2,000 AI startups and 40,000 workers already forming a “thriving tech ecosystem,” according to the report by the city’s Economic Development Corporation.
gothamist.com/news/ai-will...
#nyc #ai #startups
> The city’s “AI transformation has begun,” with more than 2,000 AI startups and 40,000 workers already forming a “thriving tech ecosystem,” according to the report by the city’s Economic Development Corporation.
gothamist.com/news/ai-will...
#nyc #ai #startups
AI will help drive NYC economy in 2025, but some jobs could be 'displaced,' report says
The city’s artificial intelligence “transformation has begun,” according to the New York City Economic Development Corporation.
gothamist.com
January 7, 2025 at 1:42 PM
NYC AI
> The city’s “AI transformation has begun,” with more than 2,000 AI startups and 40,000 workers already forming a “thriving tech ecosystem,” according to the report by the city’s Economic Development Corporation.
gothamist.com/news/ai-will...
#nyc #ai #startups
> The city’s “AI transformation has begun,” with more than 2,000 AI startups and 40,000 workers already forming a “thriving tech ecosystem,” according to the report by the city’s Economic Development Corporation.
gothamist.com/news/ai-will...
#nyc #ai #startups
Reposted by John Paulett
Start the New Year off right with issue #670 of The Imaging Wire at buff.ly/4gJi0d4:
- Is Radiation Dose Too Low?
- What Now for Medicare Fix?
- What Triggers Radiation Dose Alerts?
- RT Enrollment Grows
- Mammo Screening Falls Short
... and much more!
#radiology #medicalimaging #ImagingAI
- Is Radiation Dose Too Low?
- What Now for Medicare Fix?
- What Triggers Radiation Dose Alerts?
- RT Enrollment Grows
- Mammo Screening Falls Short
... and much more!
#radiology #medicalimaging #ImagingAI
Is Radiation Dose Too Low? | What Now for Medicare Fix? - The Imaging Wire
Is radiation dose too low, Medicare fix dies, radiation dose alerts, RT enrollment grows, mammo screening falls short, and much more.
buff.ly
January 6, 2025 at 3:33 PM
Start the New Year off right with issue #670 of The Imaging Wire at buff.ly/4gJi0d4:
- Is Radiation Dose Too Low?
- What Now for Medicare Fix?
- What Triggers Radiation Dose Alerts?
- RT Enrollment Grows
- Mammo Screening Falls Short
... and much more!
#radiology #medicalimaging #ImagingAI
- Is Radiation Dose Too Low?
- What Now for Medicare Fix?
- What Triggers Radiation Dose Alerts?
- RT Enrollment Grows
- Mammo Screening Falls Short
... and much more!
#radiology #medicalimaging #ImagingAI
🚀 Fine-tuning ModernBERT for Radiology 🚀. Part 2 of my 3-part series shows how to use the ROCOv2 radiology dataset to fine-tune a transformer 🤗.
www.johnpaulett.com/2025/modernb...
#bert #modernbert #nlp #ml
www.johnpaulett.com/2025/modernb...
#bert #modernbert #nlp #ml
ModernBERT in Radiology Part 2: Fine Tuning a Masked Language Model (MLM) · John Paulett
www.johnpaulett.com
January 7, 2025 at 1:03 AM
🚀 Fine-tuning ModernBERT for Radiology 🚀. Part 2 of my 3-part series shows how to use the ROCOv2 radiology dataset to fine-tune a transformer 🤗.
www.johnpaulett.com/2025/modernb...
#bert #modernbert #nlp #ml
www.johnpaulett.com/2025/modernb...
#bert #modernbert #nlp #ml
Part 1️⃣ of a 3️⃣-part Series: Exploring ModernBERT and the ROCOv2 dataset to build a multi-label classifier using a simple Logistic Regression model to predict UMLS CUI's from radiology report text. 🩻
www.johnpaulett.com/2025/modernb... with a Colab Notebook!
#bert #ml #ai #nlp
www.johnpaulett.com/2025/modernb... with a Colab Notebook!
#bert #ml #ai #nlp
January 6, 2025 at 12:02 AM
Part 1️⃣ of a 3️⃣-part Series: Exploring ModernBERT and the ROCOv2 dataset to build a multi-label classifier using a simple Logistic Regression model to predict UMLS CUI's from radiology report text. 🩻
www.johnpaulett.com/2025/modernb... with a Colab Notebook!
#bert #ml #ai #nlp
www.johnpaulett.com/2025/modernb... with a Colab Notebook!
#bert #ml #ai #nlp
Great to see UUIDv7 support landing in the upcoming PostgreSQL 18. Monotonicity for orderable IDs is hugely beneficial: improved index performance and work in distributed systems.
brandur.org/fragments/uu...
brandur.org/fragments/uu...
Postgres UUIDv7 + per-backend monotonicity
How Postgres’ v7 UUIDs are made monotonic, and why that’s a great feature.
brandur.org
January 3, 2025 at 1:42 PM
Great to see UUIDv7 support landing in the upcoming PostgreSQL 18. Monotonicity for orderable IDs is hugely beneficial: improved index performance and work in distributed systems.
brandur.org/fragments/uu...
brandur.org/fragments/uu...
Reposted by John Paulett
Few years ago, many radiologists thought AI was like mammography CAD—a fleeting fad. But AI isn’t CAD; it’s speech transcription—a tool so essential it will become invisible.
January 1, 2025 at 2:58 PM
Few years ago, many radiologists thought AI was like mammography CAD—a fleeting fad. But AI isn’t CAD; it’s speech transcription—a tool so essential it will become invisible.
Reposted by John Paulett
Here's my end-of-year review of things we learned out about LLMs in 2024 - we learned a LOT of things simonwillison.net/2024/Dec/31/...
Table of contents:
Table of contents:
December 31, 2024 at 6:10 PM
Here's my end-of-year review of things we learned out about LLMs in 2024 - we learned a LOT of things simonwillison.net/2024/Dec/31/...
Table of contents:
Table of contents:
A home built rig for $12,000 USD that can train a 1B parameter LLM. 🔥
Unfortunately I don't have four spare 4090s laying around. I'll keep playing on Colab for now.
sabareesh.com/posts/llm-rig/
Unfortunately I don't have four spare 4090s laying around. I'll keep playing on Colab for now.
sabareesh.com/posts/llm-rig/
All You Need is 4x 4090 GPUs to Train Your Own Model
How I built an ML rig for training LLMs locally, exploring hardware choices, setup tricks, and lessons learned along the way.
sabareesh.com
December 29, 2024 at 7:31 PM
A home built rig for $12,000 USD that can train a 1B parameter LLM. 🔥
Unfortunately I don't have four spare 4090s laying around. I'll keep playing on Colab for now.
sabareesh.com/posts/llm-rig/
Unfortunately I don't have four spare 4090s laying around. I'll keep playing on Colab for now.
sabareesh.com/posts/llm-rig/
Great read on 🤗 transformers -- I've been working through the code over the holidays.
Amazing to see the advancements in the #NLP world since 2018 and how easy #HuggingFace has made it to use and customize hundreds of models.
amzn.to/4guTRXC
Amazing to see the advancements in the #NLP world since 2018 and how easy #HuggingFace has made it to use and customize hundreds of models.
amzn.to/4guTRXC
December 29, 2024 at 3:14 AM
Great read on 🤗 transformers -- I've been working through the code over the holidays.
Amazing to see the advancements in the #NLP world since 2018 and how easy #HuggingFace has made it to use and customize hundreds of models.
amzn.to/4guTRXC
Amazing to see the advancements in the #NLP world since 2018 and how easy #HuggingFace has made it to use and customize hundreds of models.
amzn.to/4guTRXC