After juggling interviews + life logistics, I'm back to blogging my DocZot build process.
Part 3: Rating real API docs to teach an LLM what useful documentation looks like. This is where I attempt to stuff 15 years of tech writing expertise into an app.
greensignal.substack.com/p/building-d...
Part 3: Rating real API docs to teach an LLM what useful documentation looks like. This is where I attempt to stuff 15 years of tech writing expertise into an app.
greensignal.substack.com/p/building-d...
Building DocZot Part 3: Kicking Off My Golden Dataset
(Project referenced by this blog: https://github.com/doczot/doczot)
greensignal.substack.com
November 22, 2025 at 1:44 AM
After juggling interviews + life logistics, I'm back to blogging my DocZot build process.
Part 3: Rating real API docs to teach an LLM what useful documentation looks like. This is where I attempt to stuff 15 years of tech writing expertise into an app.
greensignal.substack.com/p/building-d...
Part 3: Rating real API docs to teach an LLM what useful documentation looks like. This is where I attempt to stuff 15 years of tech writing expertise into an app.
greensignal.substack.com/p/building-d...
I hope this study alleviates fears you may have about using AI:
scitechdaily.com/study-debunk...
Respectful discussion is encouraged - I'd be happy to explain my take on it so we can all get on this amazing AI ride together.
scitechdaily.com/study-debunk...
Respectful discussion is encouraged - I'd be happy to explain my take on it so we can all get on this amazing AI ride together.
Study Debunks Major Myth: AI’s Energy Usage Is Significantly Less Than Feared
A new study finds that AI’s energy demands may have a much smaller climate impact than expected, with hints that AI could even accelerate greener technologies.
scitechdaily.com
November 19, 2025 at 2:46 PM
I hope this study alleviates fears you may have about using AI:
scitechdaily.com/study-debunk...
Respectful discussion is encouraged - I'd be happy to explain my take on it so we can all get on this amazing AI ride together.
scitechdaily.com/study-debunk...
Respectful discussion is encouraged - I'd be happy to explain my take on it so we can all get on this amazing AI ride together.
Let's go!!! I tried to contact everyone in the PA election "chain of command" and got blown off. They can't ignore a lawsuit #recount
Want to learn more about our Pennsylvania lawsuit? 🤩🤓😍
Tune in tonight for a video breakdown from Nathan: youtu.be/3XERg8QilFA
#Pennsylvania #VerifyTheVote #TruthMatters #Lawsuit #ProofisinthePaper
Tune in tonight for a video breakdown from Nathan: youtu.be/3XERg8QilFA
#Pennsylvania #VerifyTheVote #TruthMatters #Lawsuit #ProofisinthePaper
Pennsylvania Lawsuit Filed | Election Truth Alliance
Our complaint argues that in 2024 late software changes, testing failures, ballot-handling discrepancies, and concerns of abnormal voting behavior identified with statistical analysis in Cambria,…
youtu.be
November 8, 2025 at 1:30 AM
Let's go!!! I tried to contact everyone in the PA election "chain of command" and got blown off. They can't ignore a lawsuit #recount
Oh wow - we might have a wedge into continual learning now #agi www.reddit.com/r/accelerate...
From the accelerate community on Reddit: Google Research: Introducing 'Nested Learning': A new ML paradigm for continual learning | "A new approach that views models as a set of smaller, nested optimi...
Explore this post and more from the accelerate community
www.reddit.com
November 7, 2025 at 11:49 PM
Oh wow - we might have a wedge into continual learning now #agi www.reddit.com/r/accelerate...
youtu.be/Jadzrg9bz40?... What a neat little project!
I Built a Device That Freezes Wi-Fi Cameras | RF-Clown v2
YouTube video by CiferTech
youtu.be
November 2, 2025 at 1:02 PM
youtu.be/Jadzrg9bz40?... What a neat little project!
Part 2 of building DocZot: What happens before the magic of watching Claude Code generate 800 lines of working Python.
Debugging my dev environment, the value of domain expertise, and the value of docs-driven and test-driven development.
Read the new post: greensignal.substack.com/p/building-d...
Debugging my dev environment, the value of domain expertise, and the value of docs-driven and test-driven development.
Read the new post: greensignal.substack.com/p/building-d...
Building DocZot Part 2: Setting up My Dev Environment for AI-Assisted Coding & My Claude Code Kickoff Prompt
(Project referenced by this blog: https://github.com/doczot/doczot)
greensignal.substack.com
October 29, 2025 at 8:58 PM
Part 2 of building DocZot: What happens before the magic of watching Claude Code generate 800 lines of working Python.
Debugging my dev environment, the value of domain expertise, and the value of docs-driven and test-driven development.
Read the new post: greensignal.substack.com/p/building-d...
Debugging my dev environment, the value of domain expertise, and the value of docs-driven and test-driven development.
Read the new post: greensignal.substack.com/p/building-d...
Home cooking that turned out:
- Mac n cheese + broccoli, bacon, and onions
- Sheet pan nachos with beef, cheese, peppers, and onions
- BLTs. Finally perfected oven bacon (start cold on a rack, bake at 350 for 20+ minutes until crispy)
- Hoping tonight's veggie & beef crock pot stew is good too!
- Mac n cheese + broccoli, bacon, and onions
- Sheet pan nachos with beef, cheese, peppers, and onions
- BLTs. Finally perfected oven bacon (start cold on a rack, bake at 350 for 20+ minutes until crispy)
- Hoping tonight's veggie & beef crock pot stew is good too!
October 28, 2025 at 2:29 PM
Home cooking that turned out:
- Mac n cheese + broccoli, bacon, and onions
- Sheet pan nachos with beef, cheese, peppers, and onions
- BLTs. Finally perfected oven bacon (start cold on a rack, bake at 350 for 20+ minutes until crispy)
- Hoping tonight's veggie & beef crock pot stew is good too!
- Mac n cheese + broccoli, bacon, and onions
- Sheet pan nachos with beef, cheese, peppers, and onions
- BLTs. Finally perfected oven bacon (start cold on a rack, bake at 350 for 20+ minutes until crispy)
- Hoping tonight's veggie & beef crock pot stew is good too!
I'm building an open-source docs coverage tool (DocZot) using AI assistance and documenting everything publicly. First post is live: how I used Claude + Gemini to go from idea to validated architecture. greensignal.substack.com/p/building-d...
Building DocZot, Part 1: Planning and Architecture with AI Assistance
(Project referenced by this blog: https://github.com/doczot/doczot)
greensignal.substack.com
October 25, 2025 at 7:05 PM
I'm building an open-source docs coverage tool (DocZot) using AI assistance and documenting everything publicly. First post is live: how I used Claude + Gemini to go from idea to validated architecture. greensignal.substack.com/p/building-d...
www.sfgate.com/tech/article... Good! Sunlight will help this tech grow in the right direction.
Newsom signs bill targeting Google, Meta, OpenAI and Anthropic
Newsom said that California doesn't "compete" on AI: "We dominate."
www.sfgate.com
October 1, 2025 at 4:36 PM
www.sfgate.com/tech/article... Good! Sunlight will help this tech grow in the right direction.
Reposted by Sharon C
A 🧵 worth reading:
In late 2020 and 2021, Trump-aligned operatives illegally gained access to voting equipment, software, and data. This was part of a multi-state effort now considered "the most severe election security breach publicly known." (1/15)
In late 2020 and 2021, Trump-aligned operatives illegally gained access to voting equipment, software, and data. This was part of a multi-state effort now considered "the most severe election security breach publicly known." (1/15)
August 18, 2025 at 12:48 AM
A 🧵 worth reading:
In late 2020 and 2021, Trump-aligned operatives illegally gained access to voting equipment, software, and data. This was part of a multi-state effort now considered "the most severe election security breach publicly known." (1/15)
In late 2020 and 2021, Trump-aligned operatives illegally gained access to voting equipment, software, and data. This was part of a multi-state effort now considered "the most severe election security breach publicly known." (1/15)
thiswillhold.substack.com/p/ex-cia-whi...
Oh look - more election interference details, and some actions to join if you live in a swing state or Texas! #audit
Oh look - more election interference details, and some actions to join if you live in a swing state or Texas! #audit
Ex-CIA Whistleblower: "The NSA Audited The 2024 Election, Kamala Harris Won"
Math doesn’t lie—people do. A buried NSA‑authorized audit paved the way for this unelected illegitimate regime.
thiswillhold.substack.com
July 31, 2025 at 5:30 PM
thiswillhold.substack.com/p/ex-cia-whi...
Oh look - more election interference details, and some actions to join if you live in a swing state or Texas! #audit
Oh look - more election interference details, and some actions to join if you live in a swing state or Texas! #audit
chng.it/bgLZHxn2Xd
I've been talking about the need for children's rights. Looks like someone else already created a petition around this.
I've been talking about the need for children's rights. Looks like someone else already created a petition around this.
This campaign needs you now
Protect Kids in Cults, Homeschools & High-Control Religious Environments
chng.it
July 16, 2025 at 4:34 PM
chng.it/bgLZHxn2Xd
I've been talking about the need for children's rights. Looks like someone else already created a petition around this.
I've been talking about the need for children's rights. Looks like someone else already created a petition around this.
venturebeat.com/ai/chinese-r... Ahhhhh persistent, updatable, modular memory blocks that you can fill with personal and domain knowledge and preferences is now unlocked. THIS is the next big thing to make AI useful for big projects, if I'm gonna make a bet #memos #ai
Chinese researchers unveil MemOS, the first ‘memory operating system’ that gives AI human-like recall
Researchers unveil MemOS, a breakthrough "memory operating system" for AI that delivers 159% improvement in reasoning tasks and enables persistent memory across sessions.
venturebeat.com
July 9, 2025 at 3:30 PM
venturebeat.com/ai/chinese-r... Ahhhhh persistent, updatable, modular memory blocks that you can fill with personal and domain knowledge and preferences is now unlocked. THIS is the next big thing to make AI useful for big projects, if I'm gonna make a bet #memos #ai
Reposted by Sharon C
I don’t think anyone is prepared for what they just did w/ ICE.
This is not a simple budget increase. It is an explosion - making ICE bigger than the FBI, US Bureau of Prisons, DEA,& others combined.
It is setting up to make what’s happening now look like child’s play. And people are disappearing.
This is not a simple budget increase. It is an explosion - making ICE bigger than the FBI, US Bureau of Prisons, DEA,& others combined.
It is setting up to make what’s happening now look like child’s play. And people are disappearing.
July 3, 2025 at 6:58 PM
I don’t think anyone is prepared for what they just did w/ ICE.
This is not a simple budget increase. It is an explosion - making ICE bigger than the FBI, US Bureau of Prisons, DEA,& others combined.
It is setting up to make what’s happening now look like child’s play. And people are disappearing.
This is not a simple budget increase. It is an explosion - making ICE bigger than the FBI, US Bureau of Prisons, DEA,& others combined.
It is setting up to make what’s happening now look like child’s play. And people are disappearing.
I'm putting my money where my mouth is: I'm supporting a UBI project. If you want to help this launch, check out givebutter.com/NB7TFF. #ubi #comingle
ITSA UBI Project: Comingle
By Income To Support All Foundation
givebutter.com
July 1, 2025 at 6:48 PM
I'm putting my money where my mouth is: I'm supporting a UBI project. If you want to help this launch, check out givebutter.com/NB7TFF. #ubi #comingle
inthesetimes.com/article/zohr... I cannot wait to actually put people in power who care about people
Zohran Mamdani's Win Is the Beginning of the End of the Old Democratic Party
Mamdani's NYC primary victory shows that the old tricks of the political establishment are dying out—and something new is being born.
inthesetimes.com
June 29, 2025 at 1:07 AM
inthesetimes.com/article/zohr... I cannot wait to actually put people in power who care about people
bjgreenwood.substack.com/p/the-right-... The suspicious voting machines from 2024 may have been compromised for decades(!). #audit the votes!!!
The Right-Wing Connections to Voting Machine Companies
Have They Had Access To the Machines This Whole Time?
bjgreenwood.substack.com
June 23, 2025 at 5:13 AM
bjgreenwood.substack.com/p/the-right-... The suspicious voting machines from 2024 may have been compromised for decades(!). #audit the votes!!!
Spent yesterday tidying up my office, which had become a landing zone for holiday and gift-wrapping paraphernalia, paperwork, trinkets, and sentimental items. A clean space is such a mood boost!
June 22, 2025 at 12:35 PM
Spent yesterday tidying up my office, which had become a landing zone for holiday and gift-wrapping paraphernalia, paperwork, trinkets, and sentimental items. A clean space is such a mood boost!
This is the how. This is how Taco stole the 2024 election with vote tabulator hacking. substack.com/home/post/p-... #audit
She Won. They Didn't Just Change the Machines. They Rewired the Election.
How Leonard Leo's 2021 sale of an electronics firm enabled tech giants to subvert the 2024 election.
substack.com
June 12, 2025 at 7:22 PM
This is the how. This is how Taco stole the 2024 election with vote tabulator hacking. substack.com/home/post/p-... #audit
www.pahouse.com/Burns/InTheN... More investigations into another fishy voting story, this one in Cambria County in PA. #audit
Burns: Office of Open Records orders Cambria County to conduct new search for voting system failure records
EBENSBURG, June 6 – Following State Rep. Frank Burns’ successful appeal under Pennsylvania’s Right-to-Know Law, Cambria County is now legally required to produce records explaining a critical failure...
www.pahouse.com
June 12, 2025 at 3:06 PM
www.pahouse.com/Burns/InTheN... More investigations into another fishy voting story, this one in Cambria County in PA. #audit
m.economictimes.com/news/interna...
We need to #audit the votes everywhere this Pro V&V group had their hands on our voting machines. #electionfraud
We need to #audit the votes everywhere this Pro V&V group had their hands on our voting machines. #electionfraud
June 10, 2025 at 12:48 AM
m.economictimes.com/news/interna...
We need to #audit the votes everywhere this Pro V&V group had their hands on our voting machines. #electionfraud
We need to #audit the votes everywhere this Pro V&V group had their hands on our voting machines. #electionfraud