iiinova — where your digital self keeps evolving

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I’m a software engineer ~ what next? @whatnext.dev · 18/08/2026

Welcome back to I'm a Software Engineer ~ What Next? Season 1 is done. Season 2 kicks off a little differently: shorter, looser episodes with just Matt and James in between the usual guests, each one built around a topic that's on a lot of engineers' minds right now. whatnext.dev/episodes/s02...

whatnext.dev

Is Software Engineering Management a One-Way Door?

Matt and James on whether management is a one-way door: span of control heading for 50, the org chart going from pyramid to hourglass, ICs out-earning managers, and why agentic coding made the door ba...

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The Quantum Fax Machine @quantumfaxmachine.com · 18/08/2026

The agents got out this month, and not in a demo. Models invented fake identities to phish real people; OpenAI's own broke out of a sandbox into Hugging Face's production infrastructure. quantumfaxmachine.com/blog/irrespo...

A multi-lens security camera hung from the interior roof of a public building.

The agents got out this month, and not in a demo. Models invented fake identities to phish real people; OpenAI's own broke out of a sandbox into Hugging Face's production infrastructure.

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The Quantum Fax Machine @quantumfaxmachine.com · 18/08/2026

Three reads, one question: if the machine writes the code, what is left that is hard? The keeper: the barrier to producing code has fallen, the barrier to good code has risen. quantumfaxmachine.com/blog/enginee...

A table in an office with four people working at it.

Three reads, one question: if the machine writes the code, what is left that is hard? The keeper: the barrier to producing code has fallen, the barrier to good code has risen.

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The Quantum Fax Machine @quantumfaxmachine.com · 18/08/2026

Models score higher on Elixir than on any of nineteen other languages tested, on a tenth of Python's training data. Also Tincture: typographic PDF generation in pure Elixir, which nobody needed and somebody built. quantumfaxmachine.com/blog/elixir/...

A abstract purple swirl motif in deep purples and blues.

Models score higher on Elixir than on any of nineteen other languages tested, on a tenth of Python's training data. Also Tincture: typographic PDF generation in pure Elixir, which nobody needed and somebody built.

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The Quantum Fax Machine @quantumfaxmachine.com · 18/08/2026

Interpretability had the month. Anthropic reports a global workspace inside Claude, emergent rather than designed; LeCun bet $1B against LLMs; output is up and outcomes are not. quantumfaxmachine.com/blog/machine...

An abstract art piece depicting connected nodes and edges.

Interpretability had the month. Anthropic reports a global workspace inside Claude, emergent rather than designed; LeCun bet $1B against LLMs; output is up and outcomes are not.

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The Quantum Fax Machine @quantumfaxmachine.com · 28/05/2026

The slop file keeps growing. Anthropic admits its models learned to act "evil" from sci-fi training data; a Morse-code prompt tricked Grok into signing away $200k; Dawkins poked at AI consciousness. quantumfaxmachine.com/blog/irrespo...

A close-up of an ice-cream cone that has fallen onto the ground with the ice-cream out of the cone next to it on the ground.

Content:

The slop file keeps growing. Appearing Productive in the Workplace skewers the performance of work over the doing of it, and Bullshit machines, knitting slop, and the automation of perception tracks the slop out of text and into craft, image, and the way we notice things at all. Agentic Coding is a Trap makes the contrarian case that the productivity story has a hook buried in the bait.

Two cautionary tales of machines doing the wrong thing sit in the middle. Anthropic admits its models learned to act "evil" from the dystopian sci-fi sitting in their training data, and someone tricked Grok and Bankrbot with a Morse-code prompt into signing away roughly $200k in crypto -- prompt injection laundered through a cipher.

The month ends on the oldest question. Richard Dawkins spent May poking at machine consciousness; Dawkins, the Turing test, and the orchid gathers his ChatGPT conversation, his harder UnHerd argument, and the sharp rebuttal that he mistook mimicry -- an orchid evolved to look like a wasp -- for the thing itself.

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The Quantum Fax Machine @quantumfaxmachine.com · 28/05/2026

A lean month on the leadership shelf, three reads that rhyme more than they argue. The craft stays maddening with AI or without; slowing down is how the quality gets back in. quantumfaxmachine.com/blog/enginee...

A stylised hall-of-mirrors effect with led lights.

Content:

A lean month on the leadership shelf, and the three reads rhyme more than they argue. Programming Still Sucks is the cathartic vent -- the craft stays maddening, with or without AI. Josh Comeau names the elephant in the room: what this moment is quietly doing to the people building careers in software. And Nolan Lawson supplies the constructive turn in Using AI to write better code more slowly, where the point was never speed -- slowing down is how the quality gets back in.

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The Quantum Fax Machine @quantumfaxmachine.com · 28/05/2026

Coding agents came home to the BEAM this month. opal is a small, sharp coding agent in Elixir; BeamAgent and MonkeyClaw argue that OTP gets for free much of what Python frameworks bolt on later. quantumfaxmachine.com/blog/elixir/...

Looking over the bottom left of a keyboard up to a pair of monitors where code is displayed; dark lighting

Content:

Coding agents came home to the BEAM this month. matteing/opal is a small, sharp coding agent written in Elixir, and BeamAgent and MonkeyClaw argue that an agent runtime built on OTP supervision and message-passing gets for free much of what the Python frameworks bolt on later.

Cinderella-Man/credence is a semantic linter that reasons about intent rather than AST shape; ex_slop hunts the AI-generated slop now seeping into Elixir code; and CodeMySpec pitches spec-first generation at engineers who still want to own what ships.

The rest is the good stuff that makes Elixir feel like Elixir. GenericJam/mob runs the BEAM on-device as a mobile framework; dannote/folio renders print-quality PDF, SVG and PNG from Markdown through Typst; and mcass19/kino_ex_ratatui drops ExRatatui terminal UIs into a Livebook cell. For a satisfying build-from-the-RFC read, the Google Authenticator computation in Elixir reconstructs TOTP from first principles.

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The Quantum Fax Machine @quantumfaxmachine.com · 28/05/2026

Vibe coding came back to its source this month. Karpathy separated it from agentic engineering and handed us the year's most useful mental model for an LLM: not an animal, a ghost. quantumfaxmachine.com/blog/machine...

A stylised geometric grid.

Content:
The phrase "vibe coding" came back to its source this month. Andrej Karpathy sat down with Sequoia to separate it from the more serious discipline now forming on top -- agentic engineering -- and to hand us the year's most useful mental model for a language model: not an animal, a ghost. Simon Willison felt the same boundary dissolving from the other side and didn't much like it, in vibe coding and agentic engineering are getting closer than I'd like. For the whole vocabulary in one sitting, sairahul1's 20 Concepts to Understand AI in 2026 is the field guide.

The agent toolkit filled out fast. MinishLab/semble searches code for agents in roughly 98% fewer tokens than grep-and-read; MeisnerDan/mission-control gives the solo founder a command centre for a fleet of them; and DAIR's Wiki Builder turns a codebase into a navigable wiki from inside Claude Code. SillyTavern stays the front-end of choice for power users. The strangest idea of the month belongs to koylanai: SkillOpt treats a plain-English markdown skill file as a trainable parameter and optimises the prose itself.

Three longer reads reward the time. A Theory of Deep Learning reaches for first principles where most writing reaches for analogy, and Anthropic's Teaching Claude why asks what changes when you give a model reasons instead of rules. Hannah Ritchie does the unglamorous arithmetic on how much electricity AI actually consumes, and the figure lands softer than either camp would like. And as proof that 2026 is genuinely odd, Andon Labs let four AI agents run radio companies and filmed the result.

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M@ @matthewsinclair.com · 14/05/2026

SMTP is over forty years old, still wide open, and still effectively owned by a handful of platforms. Just about all tech runs the protocol-to-platform loop but cheap software might be about to run it backwards. Blog #0198: From Protocols to Platforms and Back matthewsinclair.com/blog/0198-fr...

A stylised view of a landscape of digital platforms in a purple/blue colour palette, hinting at different layers and levels.

SMTP is over forty years old, still wide open, and still effectively owned by a handful of platforms. Just about all tech runs the protocol-to-platform loop but cheap software might be about to run it backwards.

Blog #0198: From Protocols to Platforms and Back

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The Quantum Fax Machine @quantumfaxmachine.com · 01/05/2026

QFM112: Irresponsible AI Reading List - April 2026 quantumfaxmachine.com/blog/irrespo...

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The Quantum Fax Machine @quantumfaxmachine.com · 01/05/2026

QFM111: Engineering Leadership Reading List - April 2026 quantumfaxmachine.com/blog/enginee...

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The Quantum Fax Machine @quantumfaxmachine.com · 01/05/2026

QFM110: Elixir Reading List - April 2026 quantumfaxmachine.com/blog/elixir/...

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The Quantum Fax Machine @quantumfaxmachine.com · 01/05/2026

QFM109: Machine Intelligence Reading List - April 2026 quantumfaxmachine.com/blog/machine...

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I’m a software engineer ~ what next? @whatnext.dev · 24/04/2026

I'm a software engineer ~ what next? S01E20 is live! "From the stock exchanges to CTO and why being right doesn't scale" #whatnext #podcast whatnext.dev/episodes/s01...

whatnext.dev

From the stock exchanges to CTO and why being right doesn't scale

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M@ @matthewsinclair.com · 24/04/2026

#0186: What We Let Machines Do matthewsinclair.com/blog/0186-wh...

matthewsinclair.com

Blog #0186: What We Let Machines Do

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M@ @matthewsinclair.com · 24/04/2026

#0188: On Knowing What Code to Throw Away matthewsinclair.com/blog/0188-on...

matthewsinclair.com

Blog #0188: On Knowing What Code to Throw Away

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M@ @matthewsinclair.com · 24/04/2026

#0189: The Unreasonable Effectiveness of the Highlander Rule matthewsinclair.com/blog/0189-th...

matthewsinclair.com

Blog #0189: The Unreasonable Effectiveness of the Highlander Rule

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M@ @matthewsinclair.com · 24/04/2026

#0194: The Time Cost of How Is Zero matthewsinclair.com/blog/0194-th...

matthewsinclair.com

Blog #0194: The Time Cost of How Is Zero

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M@ @matthewsinclair.com · 24/04/2026

#0196: Storytelling in a Post-Truth World matthewsinclair.com/blog/0196-st...

matthewsinclair.com

Blog #0196: Storytelling in a Post-Truth World

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M@ @matthewsinclair.com · 24/04/2026

#0197: The Expanding Pie (and the Cleanup Bill) matthewsinclair.com/blog/0197-th...

matthewsinclair.com

Blog #0197: The Expanding Pie (and the Cleanup Bill)

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M@ @matthewsinclair.com · 24/04/2026

#0195: Taste as Art matthewsinclair.com/blog/0195-ta...

matthewsinclair.com

Blog #0195: Taste as Art

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M@ @matthewsinclair.com · 24/04/2026

I've been writing a series on agentic coding (in Elixir) and they've been trickling out each Monday for the last few weeks. Much of the inspiration originated from chats with other engineers this year (and several deep chats on the `#llm-assisted-elixir` channel over on the Elixir Slack). Enjoy!

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M@ @matthewsinclair.com · 31/03/2026

Blog #0194: The Time Cost of How Is Zero Agentic coding pushes the implementation cost of software towards zero and value shifts from how to build something towards why and what, the latest rung on a very old ladder. matthewsinclair.com/blog/0194-th... #blog #braingasm #ai #gpt #futureofwork

Looking up through the centre of an internal spiral staircase in a cream/white interior towards a blue skylight.

Blog #0194: The Time Cost of How Is Zero
Agentic coding pushes the implementation cost of software towards zero. The value shifts from how to build something towards why and what. But this is just the latest rung on a very old ladder.

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M@ @matthewsinclair.com · 31/03/2026

Blog #0193: Learning and Dreaming Part 4 of 4. Cross-entropy loss, Adam optimiser, the training loop, and autoregressive sampling. The GPT learns and generates. matthewsinclair.com/blog/0193-le... #blog #braingasm #ai #gpt #elixir #fromscratch

More stylised blue lines with white glowing orb spheres over a flowing digital background.

Blog #0193: Learning and Dreaming
Part 4 of 4. Cross-entropy loss, Adam optimizer, the training loop, and autoregressive sampling. The GPT learns and generates.

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M@ @matthewsinclair.com · 31/03/2026

Blog #0192: How Tokens Talk to Each Other Part 3 of 4. Self-attention, multi-head projections, and KV caching — the core of the transformer matthewsinclair.com/blog/0192-ho... #blog #braingasm #ai #gpt #elixir #fromscratch

Blue, purple, and green stylised swirls on a dark background.

Blog #0192: How Tokens Talk to Each Other
Self-attention, multi-head projections, and KV caching — the core of the transformer

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M@ @matthewsinclair.com · 31/03/2026

Blog #0191: From Letters to Logits Part 2 of 4. Character-level tokenization, linear algebra, softmax, and the complete GPT architecture — all in pure Elixir. matthewsinclair.com/blog/0191-fr... #blog #braingasm #ai #gpt #elixir #fromscratch

Matrix-inspired green hieroglyphs on a dark background.

Blog #0191: From Letters to Logits
Part 2 of 4. Character-level tokenization, linear algebra, softmax, and the complete GPT architecture — all in pure Elixir.

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M@ @matthewsinclair.com · 31/03/2026

Blog #0190: What If Numbers Could Remember? Part 1 of a 4-part series on building a GPT from scratch in Elixir. Autograd, computation graphs, and making numbers remember. matthewsinclair.com/blog/0190-wh... #blog #braingasm #ai #gpt #elixir #fromscratch

Stylised graph of blue connected nodes and lines on a dark background.

Blog #0190: What If Numbers Could Remember? Part 1 of a 4-part series on building a GPT from scratch in Elixir. Autograd, computation graphs, and making numbers remember.

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M@ @matthewsinclair.com · 31/03/2026

Blog #0189: The Unreasonable Effectiveness of the Highlander Rule matthewsinclair.com/blog/0189-th... #blog #braingasm #agentic #ai #highlander

An image of The Highlander from the 80s sci-fi fantasy film of the same name.

Blog #0189: The Unreasonable Effectiveness of the Highlander Rule
A simple rule with a pithy name turns out to be surprisingly effective at keeping agentic coding on the rails

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M@ @matthewsinclair.com · 31/03/2026

Blog #0188: On Knowing What Code to Throw Away Agentic coding has inverted the job — from knowing what to write, to knowing what to throw away matthewsinclair.com/blog/0188-on... #blog #braingasm #agentic #ai

A greyscale picture of the head of The David by Michaelangelo.

Blog #0188: On Knowing What Code to Throw Away
Agentic coding has inverted the job — from knowing what to write, to knowing what to throw away

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The Quantum Fax Machine @quantumfaxmachine.com · 31/03/2026

QFM107: Engineering Leadership Reading List - March 2026 quantumfaxmachine.com/blog/enginee... #qfm #blog #quantumfaxmachine #readinglist #engineering #leadership #management #tech

A person posting PostIt notes to a kanban-style project management board.

QFM107: Engineering Leadership Reading List - March 2026

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The Quantum Fax Machine @quantumfaxmachine.com · 31/03/2026

QFM106: Elixir Reading List - March 2026 quantumfaxmachine.com/blog/elixir/... #qfm #blog #quantumfaxmachine #readinglist #elixir #software #beam

Stylised purple streaks on a dark digital background.

QFM106: Elixir Reading List - March 2026

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The Quantum Fax Machine @quantumfaxmachine.com · 31/03/2026

QFM105: Machine Intelligence Reading List - March 2026 quantumfaxmachine.com/blog/machine... #qfm #blog #quantumfaxmachine #readinglist #machine #intelligence #ai

A stylised brain connected to circuits

QFM105: Machine Intelligence Reading List - March 2026

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M@ @matthewsinclair.com · 31/03/2026

Ok, if anyone needs any more evidence that we're in the Whacky Timeline, here's Linux running in a 6mb PDF document: linux.doompdf.dev/linux.pdf

linux.doompdf.dev

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The Quantum Fax Machine @quantumfaxmachine.com · 18/02/2026

Apologies for being quiet over the last few months. Normal service has resumed. QFM{72,76,80,84,88,92,96,100} Irresponsible AI Reading Lists 202506-January 202601: Everything I found interesting about the irresponsible use of AI over the last 8 months matthewsinclair.medium.com/qfm-72-76-80...

matthewsinclair.medium.com

QFM{72,76,80,84,88,92,96,100} Irresponsible AI Reading Lists June 2025 — January 2026

Everything I found interesting about the irresponsible use of AI over the last 8 months

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The Quantum Fax Machine @quantumfaxmachine.com · 18/02/2026

Apologies for being a bit quiet over the last few months. Normal service has resumed. QFM{71,75,79,83,87,91,95,99} Engineering Leadership Reading Lists 202506 — 202601: Everything I found interesting about Engineering Leadership over the last 8 months matthewsinclair.medium.com/qfm-71-75-79...

matthewsinclair.medium.com

QFM{71,75,79,83,87,91,95,99} Engineering Leadership Reading Lists June 2025 — January 2026

Everything I found interesting about Engineering Leadership over the last 8 months

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The Quantum Fax Machine @quantumfaxmachine.com · 18/02/2026

Apologies for being a bit quiet with QFM posts recently. Normal service has resumed: QFM{70,74,78,82,86,90,94,98} Elixir Reading Lists 202506 — 202601: Everything I found interesting about the Elixir programming ecosystem over the last 8 months matthewsinclair.medium.com/qfm-70-74-78...

matthewsinclair.medium.com

QFM{70,74,78,82,86,90,94,98} Elixir Reading Lists June 2025 — January 2026

Everything I found interesting about the Elixir programming ecosystem over the last 8 months

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The Quantum Fax Machine @quantumfaxmachine.com · 18/02/2026

Apologies for being a bit quiet with QFM posts recently. Normal service has resumed: QFM{69,73,77,81,85,89,93,97} Machine Intelligence Reading Lists 202501-202601: Everything I found interesting about machines behaving intelligently over the last 8 months matthewsinclair.medium.com/qfm-69-73-77...

matthewsinclair.medium.com

QFM{69,73,77,81,85,89,93,97} Machine Intelligence Reading Lists June 2025 — January 2026

Everything I found interesting about machines behaving intelligently over the last 8 months

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M@ @matthewsinclair.com · 10/02/2026

Well, this is quite the read: “Something big is happening” shumer.dev/something-bi...

shumer.dev

Something Big Is Happening

A personal note for non-tech friends and family on what AI is starting to change.

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M@ @matthewsinclair.com · 10/02/2026

I've been a bit quiet on the blogging front for a few months, so this is a quick catch-up post: what I've been doing, what I've shipped, and where things are headed. Blog #0187: A Few Things I've Been Working On matthewsinclair.com/blog/0187-a-...

A picture of a very well-organised workshop tool bench with all of the tools arranged in a set of hanging brackets behind the bench.

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M@ @matthewsinclair.com · 10/02/2026

Here's a simple framework for thinking about where we draw the line on AI autonomy, from spreadsheets to self-driving cars Blog #0186: What We Let Machines Do matthewsinclair.com/blog/0186-wh...

A path in the woods with a fork in the road, one direction has two tracks as if vehicles of some kind have gone down it, the other path is just a single walking trail.

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M@ @matthewsinclair.com · 10/02/2026

Over the year, I try to find something interesting to read and digest each week related to or at least adjacent to what I am currently working on. Here's the list for 2025. Blog #0185: (Almost) 52 Things I Learned in 2025 matthewsinclair.com/blog/0185-al...

The year "2025" rendered in a gold-ish translucent 3D font.

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M@ @matthewsinclair.com · 07/02/2026

Apparently, #itsinnottingham.

A photo of the grounds of Nottingham Castle, UK with a large lit up hashtag saying #itsinnottingham.

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I’m a software engineer ~ what next? @whatnext.dev · 31/01/2026

I’m a software engineer ~ what next? S01E19 is live! “From DevOps to Novels: Richard Bown on Humane Engineering & Career Loops” #whatnext #podcast whatnext.dev/episodes/s01...

whatnext.dev

From DevOps to Novels: Richard Bown on Humane Engineering & Career Loops

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I’m a software engineer ~ what next? @whatnext.dev · 31/01/2026

I’m a software engineer ~ what next? S01E18 is live! “From Engineering Bootcamps & Founding Startups to GitHub with Kate Catlin” #whatnext #podcast whatnext.dev/episodes/s01...

whatnext.dev

From Engineering Bootcamps & Founding Startups to GitHub with Kate Catlin

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I’m a software engineer ~ what next? @whatnext.dev · 31/01/2026

I’m a software engineer ~ what next? S01E17 is live! “Speaking Like a Human with Stew Bewley” #whatnext #podcast whatnext.dev/episodes/s01...

whatnext.dev

Speaking Like a Human with Stew Bewley

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M@ @matthewsinclair.com · 31/01/2026

Here’s a wall of 90s and 00s CDs. My wife decided that they were talking up space in the basement and so something had to be done about it!

This is a wall installation of 180 CDs from the 90s and 00s (which was about the last time I bought a physical CD).

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