Marvin Danig

Building Achiral.

[Marvin Danig @marvindanig]

Most AI tools are single-player.
Companies are multiplayer.

We’re building Achiral — collaborative AI for close-knit teams: shared memory, team workflows, and collective intelligence.

Early users are SMEs and product teams.

https://t.co/vMi2iSOfkK

[Marvin Danig @marvindanig]

Web 1.0 connected documents.

Web 2.0 connected people.

Web 3.0 connected meaning.

Web 4.0 connects agency.

The leap is bigger than it sounds. Agency doesn’t create a new layer—it acts across all the layers beneath it.

[Marvin Danig @marvindanig]

Okay, this has flipped again.

Open weights, come back in quickly and throw some weight around! 😍

[Marvin Danig @marvindanig]

I've been using OpenAI's Codex exclusively for last one week. I used Claude heavily before this.

Claude is great at answering questions. Codex is better at finishing work.

The difference shows up in long running task chains. I can hand Codex a bug, ask it to investigate, implement a fix, write tests, run checks, update docs, and it just keeps going at it until closure.

The best AI coding tools aren't the ones that generate the most code. They're the ones that require the fewest handoffs. 🤟🏻

[Marvin Danig @marvindanig]

@subratpanda 💯 Can't agree more!

I like the UI of their site though. It is quite early for their product journey…

[Marvin Danig @marvindanig]

@subratpanda what do you think of Nessie?

are they calling the usual summaries, markdown, textfiles and data at rest memories now? 😅

[Garry Tan @garrytan]

Nessie just became the best way to get all your existing context, memory and history from ChatGPT, Perplexity, and Gemini into all the other places you have memory, and also get it into OpenClaw/Hermes Agent. Their OpenClaw and MCP servers are ace.

https://t.co/0L1JaBlTvg

[Marvin Danig @marvindanig]

Loop engineering everyone!

Quick. 🤣

[Marvin Danig @marvindanig]

Today has been the most productive weekend this year. Lovin’ it!

[Marvin Danig @marvindanig]

i believe that permission-less protocols like SMTP or Text are dead in the water with AI. spambots were already the heaviest users of these protocols even before AI took over and knocked out human stamina from the equation completely.

the 30 year old mail infrastructure isn’t designed to withstand the oncoming avalanche.

[Marvin Danig @marvindanig]

@steijnpelle @a16z @arampell @svangel @hunterwalk @dvlamoen @rahulvohra @lennysan @joshelman @taavet @carterkev @gokulr @bbalfour Looks great! Congratulations.

[Marvin Danig @marvindanig]

We’re living in the West World already. I can’t tell if an email is genuinely written out of likeness or simply a regurgitated bayesian string of words.

I can’t even begin to explain the feeling.

[Marvin Danig @marvindanig]

@subratpanda for reference 😉

[Paul Mit @pmitu]

VC trend:

investing exclusively in solo-builders with an AI stack

[Marvin Danig @marvindanig]

I've been using OpenAI's Codex exclusively for last one week. I used Claude heavily before this.

Claude is great at answering questions. Codex is better at finishing work.

The difference shows up in long running task chains. I can hand Codex a bug, ask it to investigate, implement a fix, write tests, run checks, update docs, and it just keeps going at it until closure.

The best AI coding tools aren't the ones that generate the most code. They're the ones that require the fewest handoffs. 🤟🏻

[Marvin Danig @marvindanig]

@pierreeliottlal GOJI w/ emoji 🐶

[Marvin Danig @marvindanig]

if you're wondering what back propagation looks like in real world model training. 😎

[Marvin Danig @marvindanig]

Pacman gotta eat while backprop negotiates a fragile ceasefire between exploding gradients and whatever VRAM is still alive. 😅

[Marvin Danig @marvindanig]

I’m glad there’s AI to write code. Fellow developers sound a lot more human with LLMs taking over their trade.

No more of that “JSX transformation with tree shaking and component hydration pipeline” flex in every developer conference. 😜😜😜

[Marvin Danig @marvindanig]

@DStrachman linguistic murmuration

[Marvin Danig @marvindanig]

Thanks to the @NVIDIAStartups team. Looking forward to building. 🙏🏻

[Marvin Danig @marvindanig]

When we started Achiral, the hard question wasn't whether we could build a shared-context AI for a small team. It was whether we could make it cheap enough for a 12-person company to afford.

Today we joined @NVIDIAStartups Inception. One less hard answer to find.

[Marvin Danig @marvindanig]

@andrewchen We provide a way for SMBs to create an AI-native shared context for their teams. Think business memories.

[Marvin Danig @marvindanig]

Pacman gotta eat while backprop negotiates a fragile ceasefire between exploding gradients and whatever VRAM is still alive. 😅

[Marvin Danig @marvindanig]

@paulg 1. voters are the stakeholders of a country.
2. investors are the stakeholder of a business.

only one method makes them richer.
the other makes the country richer.