iiinova — where your digital self keeps evolving

Noah Gift @noahgift.com · 11/09/2025

Another beautiful day to write code and build courses! Let's go Pragmatic AI Labs. Take a course from us: paiml.com

Noah Gift @noahgift.com · 10/09/2025

Introducing Ruchy WASM notebooks from Pragmatic AI Labs. Very bleeding edge, but functional. You can create Dataframes, run polars code and it runs "batteries included" via ruchy, just run "ruchy notebook". Try it: cargo install ruchy

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Noah Gift @noahgift.com · 10/09/2025

Yes, programming has changed. You don't always write every line of code. True experts are not "vibe-coding", they are now sensor coding. This is what PMAT from Pragmatic AI Labs does. It it emits signals you use to make decisions. github.com/paiml/paiml-...

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Noah Gift @noahgift.com · 09/09/2025

QDD from Pragmatic AI Labs is a unified tool for creating, refactoring, and maintaining code with guaranteed quality standards. Unlike traditional development approaches that treat quality as an afterthought... Read: paiml.github.io/pmat-book/ch... Take a course from us: paiml.com

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Noah Gift @noahgift.com · 08/09/2025

The world's most complete #rust #mcp #sdk with insane testing and now a book: paiml.github.io/rust-mcp-sdk.... Don't sleep on Pragmatic AI Labs Take a course with us: paiml.com

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Noah Gift @noahgift.com · 08/09/2025

Now bootcamps for #rust are part of the Pragmatic AI Labs subscription! more information;https://mailchi.mp/paiml/free-rust-bootcamp-registration-is-now-open?e=4774cc08de Sign up for a class: paiml.com

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Noah Gift @noahgift.com · 08/09/2025

A new feature that is CRITICAL when using tools like #claude #code is #pmat #precommit #hooks. Why? It enforces complexity, SATD before you check in code, i.e. you have to fix. Now standard with: cargo install pmat. Check it out!

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Noah Gift @noahgift.com · 08/09/2025

Now have a WIP book on hashtag#pmat which I use daily to enact guardrails on coding with agents. Read the book: github.com/paiml/pmat-b... Take a course from Pragmatic AI Labs: paiml.com

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Noah Gift @noahgift.com · 07/09/2025

It is very, very early days with AI Coding and it utter nonsense to say "50% of code is written by AI", etc. This is why Pragmatic AI Labs keeps building new tools in PMAT, checkout the entropy detection cargo install pmat: github.com/paiml/paiml-... Take a course from us: paiml.com

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Noah Gift @noahgift.com · 04/09/2025

My thought process and design while I write a replacement for the #python scripting language for #datascience and #machinelearning #ruchy. Up next beyond the roadmap of WASM notebooks is conversion utilities that convert unsafe and energy inefficient Python to Ruchy and Rust.

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Noah Gift @noahgift.com · 02/09/2025

I code very different than most people with Agents. I quantitatively code. Meaning I look at the computer science research of what is good code and what is defective and I force this quality with #pmat agent, then do TDD to solve problems. To say this is a game changer is an understatement!

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Noah Gift @noahgift.com · 31/08/2025

A very different, and very effective way to code using #pmat from Pragmatic AI Labs

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Noah Gift @noahgift.com · 30/08/2025

Something Pragmatic AI Labs is cooking up in next version of #pmat. What if you had hashed unique id that has the quality of the code built into? Why? You then enforce quality at the file level with LLMs... Cargo install pmat: crates.io/crates/pmat Take a class from us: paiml.com

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Noah Gift @noahgift.com · 26/08/2025

#deno vendor, another really great idea. Run local packages. The idea we should stop at 30+ year old languages like #perl #python and #ruby is magical thinking. The only thing that is true in technology is everything changes. Take a course from us: paiml.com

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Noah Gift @noahgift.com · 25/08/2025

What is going on? Seems like people are exponentially interested in #ruchy, but a lot of #python "townies" are saying, this is my wave. Let's be clear, in 6 months it will be obvious Python shouldn't exist. I get it, this is aggressive, but so is a cure for cancer. github.com/paiml/ruchy/...

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Noah Gift @noahgift.com · 25/08/2025

Older languages like #python #ruby #C are REACTIVE and newer languages like #deno and #ruchy are PROACTIVE. Why fix the mess of code that cannot even compile or has security or issues, when you can proactively solve them, i.e. provability or runtime tooling like Ruchy does? paiml.com

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Noah Gift @noahgift.com · 25/08/2025

Next-generation tooling, built on #rust is what a modern language looks like, and #deno delivers for #typescript. A new course from Pragmatic AI Labs. Take a course at: paiml.com

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Noah Gift @noahgift.com · 24/08/2025

Starting to think #ruchy is about to be a big deal. 4,500 clones in 10 days...WTF??? github.com/paiml/ruchy

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Noah Gift @noahgift.com · 24/08/2025

One more...YOU ARE DOING IT WRONG from Pragmatic AI Labs. If you use agentic AI to code and don't have #git pre-commit hooks, you are absolutely coding wrong. Take a course from us: paiml.com

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Noah Gift @noahgift.com · 24/08/2025

#ruchy is not only provable code via mathematical proofs and runtime i.e. BigO, but also #cryptographically provable, i.e. secure by design. Why build a new language if you don't make is >10X. Some of this is working here: github.com/paiml/rosett... Take a course from us: paiml.com

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Noah Gift @noahgift.com · 23/08/2025

Now Pragmatic AI Labs #pmat runs as a background #claude code agent in #mcp mode. Why is this a big deal? You can have pmat run quality-gates on code in realtime to very quality. cargo install pmat Take a course from us: paiml.com

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Noah Gift @noahgift.com · 23/08/2025

Ah, these Phd tools are getting smarter every day. Now hashtag#chatgpt is inventing new biological forms. Bravo Stanford dropouts! You are doing great!

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Noah Gift @noahgift.com · 23/08/2025

Now PMAT, a tool for assisting with agentic workflows by making them deterministic, has universal demo mode. Point it a #github repo and pmat will tell you quantitatively what is wrong and how to fix it. cargo install #pmat: github.com/paiml/paiml-... take a course: paiml.com

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Noah Gift @noahgift.com · 23/08/2025

Rosetta Ruchy shows ruchy vs other popular languages and why it beats them in perform, and yet has advanced tooling no language has like #ast analysis, provability, and quality scoring, supports WASM, MCP. Check it out: github.com/paiml/rosett... Take a course from Pragmatic AI Labs: paiml.com

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Noah Gift @noahgift.com · 20/08/2025

The people talk, Pragmatic AI Labs listens. They want a #rust type scripting language that is #MCP first and offers 10X features of other scripting languages and is Machine Learning, Data Science and DevOps first. cargo install #ruchy: crates.io/crates/ruchy

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Noah Gift @noahgift.com · 19/08/2025

Ruchy Programming Language Book is Live: paiml.github.io/ruchy-book/ Ruchy is going places...start learning today! #ruchy #rust #paiml

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Noah Gift @noahgift.com · 19/08/2025

🌟 World's First MCP-First Programming Language Ruchy is pioneering a new paradigm where Model Context Protocol (MCP) isn't just supported through libraries, but fundamentally integrated into the language runtime. Every Ruchy actor is automatically an MCP tool github.com/paiml/ruchy

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Noah Gift @noahgift.com · 19/08/2025

There is a saying in MBA programs "If you walk into the room and don't find the mark, you are the mark". Similar when I hear people from EU say, "you can get rich in America", I sigh. The rich get rich, the poor get poorer. YOU ARE THE MARK in the Bay Area VC scene!

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Noah Gift @noahgift.com · 19/08/2025

As a retired former professor, I will also bend over backwards to help any student: sign letters of recommendation, advice, etc. I only ghost/ignore in one situation. #meta or former Meta, or praise Meta. Bye. Ditto colleagues, etc. Evil thrives in complacency.

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Noah Gift @noahgift.com · 19/08/2025

There are some very interesting things cooking with Pragmatic AI Labs. Now Depyler, the #python to #rust transpiler that can convert your project to Rust, also experimentally support Ruchy scripting language (which COMPILES to rust). Depyler: github.com/paiml/depyle...

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Noah Gift @noahgift.com · 17/08/2025

Universal bot architecture from Pragmatic AI Labs.... github.com/paiml/univer...

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Noah Gift @noahgift.com · 17/08/2025

Would be a fascinating MBA Case Study on "Power without Purpose", the career of Tim Cook #apple CEO. A bean counter, who sought and achieved power, yet has done almost nothing and excels at managing up to narcissist, unhinged leaders.

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Noah Gift @noahgift.com · 17/08/2025

I think about the men in this picture a lot. Must have felt invigorating to be strong, tough and to be following a leader with a simple message: Make Italy Great Again. Curious how their life turned out, especially after their leader was found hanging upside years later in the town square.

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Noah Gift @noahgift.com · 15/08/2025

Many talk a big game about climate, energy, but use #python. Pragmatic AI Labs teaches and advocates #rust and created #ruchy was to quit talking and do something. Introducing Ruchy, a scripting language built on the Rust ecosystem: github.com/paiml/ruchy Take course Rust Fundaments: paiml.com

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Noah Gift @noahgift.com · 15/08/2025

Pragmatic AI Labs introduces Ruchy. A scripting language built on Rust. Leverages everything in the ecosystem, and scripting. Also has #MCP support built in through Erlang style message passing, as well as built in Polars DataFrames. POC here: github.com/paiml/ruchy Take a course: paiml.com

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Noah Gift @noahgift.com · 13/08/2025

Another slide from 2 years ago. VC and P/E is essentially the mafia. Crooks.

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Noah Gift @noahgift.com · 13/08/2025

2 years ago I did a talk and predicted AGI was bullshit and profit was going to zero. Not unique in saying this many other have as well. The angle I came from was less technical vs business. #ycombinator lies about EVERYTHING. Whatever they say, the opposite is true, i.e. #openai #gpt5 is a bust

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Noah Gift @noahgift.com · 12/08/2025

Don't sleep on Pragmatic AI Labs, more features from #pmat. Now we support Quality Proxy of MCP coding tasks that enforce quality at the MCP level. Try it out: cargo install pmat.

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Noah Gift @noahgift.com · 11/08/2025

Six essential types of testing. Take a course on this at: paiml.com

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Noah Gift @noahgift.com · 10/08/2025

Toyota Way is a great way to think about LLMs

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Noah Gift @noahgift.com · 09/08/2025

Pragmatic AI Labs hard at work in Espana on next course on determinstic AI Agents with MCP. Let's go!

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Noah Gift @noahgift.com · 09/08/2025

I think LLMs have value, but we are early days. What is shocking is how Universities have given OpenAI and Sam Altman a pass on lying worse than Theranos CEO Elizabeth Holmes about AGI and Phd level intelligence. Getting a site-license from OpenAI seriously devalues a university brand IMO.

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Noah Gift @noahgift.com · 09/08/2025

"Trust me bro it works". This is the mindset of Bay Area VC people. Let's use some critical thinking: A. Why "founder" i.e. young person and not 50 year old coder with 30 years experience...hmmm.

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Noah Gift @noahgift.com · 08/08/2025

The weather is beautiful in Spain! Bye USA ;)

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Noah Gift @noahgift.com · 07/08/2025

How Pragmatic AI Labs starts the day. 2 hour hikes to rare snorkling spots, then a full day of coding! #letsgo

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Noah Gift @noahgift.com · 07/08/2025

Leo is the substack author "protesting AI" and asking for a ban while monitizing a blog that promotes Nazi content and gives money to the CEO of #openai. Phony baloney!

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Noah Gift @noahgift.com · 06/08/2025

Part of a course I am building for Pragmatic AI Labs on Deterministic Agents.

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Noah Gift @noahgift.com · 05/08/2025

Weirdest things in my final year of teaching was private conversations with DARK MAGA. Student who fit this type once asked if "I knew how AWS LLMs worked", or should he ask someone else. Know it all bravado of being young, dumb and a MAGA jock really is hard to describe and almost fake sounding.

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Noah Gift @noahgift.com · 05/08/2025

All my life is obsess over fitness. Today, ran 2 hours for fun in San Francisco type hills overlooking the beaches of Alicante, Spain. The whole time I thought about how much more Pragmatic AI Labs has to offer.. It is Day One this summer from paiml.com. Don't sleep on us...

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