Means & Methods is now live on https://t.co/51EnluPYHn.
A collection of practical techniques to achieve excellence in interface design, covering 100+ topics across 11 chapters, with plenty of interactive examples and code.
New members welcome; enjoy!
Introducing the Open Knowledge Format (OKF), an open specification that formalizes the LLM-wiki pattern into a portable, interoperable format.
AI is only as smart as the context we give it. As we build more advanced, agentic AI systems, they need accurate metadata and context to be useful. But in most organizations, that context is locked inside fragmented data catalogs, isolated wikis, scattered code comments, or the minds of senior engineers. Every time a new AI agent is built, teams are forced to solve the exact same context-assembly problem from scratch.
To solve this, we've announced OKF, a vendor-neutral, open specification that formalizes the "LLM-wiki pattern" into a portable, interoperable format. It provides a standardized way to represent the enterprise knowledge that modern AI systems rely on.
— Just markdown: readable in any editor, renderable on GitHub, indexable by any search tool
— Just files: shippable as a tarball, hostable in any git repo, mountable on any filesystem
— Just YAML frontmatter: for the small set of structured fields that need to be queryable: type, title, description, resource, tags, and timestamp
We’ve also shipped reference implementations to help you hit the ground running, including an enrichment agent for BigQuery, a static HTML visualizer, and live sample bundles on @github → https://t.co/ilhAMCrcTc
➕ Knowledge Catalog can now natively ingest OKF!
Stop reinventing data models and building bespoke integrations for every new AI tool. Here's more about how OKF works → https://t.co/FR4kJRsgEH
i think it depends on the use case.
although, it’s mostly “lack of context”. a lot of models are now becoming really capable. but no matter how capable a model is, it would always hallucinate when it lacks enough context or wasn’t already trained on the material you’re using it for.
We built an AI that can draw on your screen.
It's a true personal tutor.
Using Claude Opus we're able to draw polygons, point with pixel perfect accuracy, and walk users through complex steps directly on their screen.
Here's me learning Pythagorean Theorem + FL Studio.
Demo:
Added a new component to @nexus__ui
Questions — Follow-up clarification card with single/multi-choice options, carousel navigation, and skip/submit.
Check out the updated docs and try it out!
Nigerian “discipline” is highly overrated. Look at the society that discipline created, morally bankrupt and anyhow. It’s just abuse and suffering packaged as discipline.
Typical coding day with Claude (Opus 4.8)
- explain to Claude the task (5 minutes)
- Claude implements task (10 minutes)
me: "Why is this necessary?"
Claude: "You're right to push back! I over-engineered this!"
- Repeat x87 times (13 hours)
Dear beloved sports-loving Nigerian youths,
After watching the performances of Davido, Burna Boy, and Rema at the opening of the 2026 World Cup—at a time when Nigeria, the giant of Africa, is absent—I felt a measure of consolation. This was reinforced by the fact that many Nigerians playing for clubs worldwide are representing other countries. Felix Nmecha, for instance, set a record by scoring the fastest goal at six minutes for Germany. I write to you therefore, knowing that this country belongs to you, the youth.
You are more of stakeholders in Nigeria’s future than I am. I am 64 years old; by God’s grace, much of my journey is behind me, while yours lies ahead.
It is therefore imperative that you rise to the challenge by obtaining your PVC, your most powerful tool for driving the change you desire.
In the last three years alone, over 15 million Nigerians have turned 18—enough to decide who becomes President, Governor, Senator, Member of the House, or Local Government Chairman. Indeed, enough to shape the nation’s future.
I know many of you are sceptical about politics and political parties. I understand why, but scepticism must not become surrender.
You do not need to belong to any party or wait for anyone to organise you. Organise yourselves in your streets, campuses, communities, workplaces, churches, mosques, and social groups. Mobilise, debate, demand accountability, and take part in choosing those you wish to entrust with leadership.
If you are organised and wish to hear directly from me, invite me. I will come and share my plans for you and our nation.
Do not sit on the sidelines while others decide your future.
I appeal to you to register and vote. Your vote can shape who becomes the next President of our country.
My young friends, this is your country. Take it back.
A New Nigeria is POssible. -PO
I wrote a bit about building an AI chat for the Nexus UI docs.
Talked about some of the things I learned, the decisions I took, and why.
https://t.co/OnCytygwBx
Introducing Extend UI — open-source components for document agents
- 14 components & examples for PDF, DOCX, and XLSX viewers, plus bounding box citations, file upload, e-signature, and more
- fully customizable
- MIT licensed
when we started, we tried every file viewer and document component library we could find
unfortunately, none of them had all the functionality (and polish) that we wanted, so we ended up building our own for @ExtendHQ
it was only ever meant to be internal, but enough customers kept asking for it that we decided to give it back to the community
it's useful for building agents, user-facing document flows, or internal tools
we use and maintain it for Extend ourselves, so it'll keep getting better over time (and it's battle tested on millions of pages running through our system every day)
it also works with design system agents like @magicpatterns for faster exploration and prototyping
available today on the @shadcn component registry! some examples in 🧵
Introducing Claude Fable 5: a Mythos-class model that we’ve made safe for general use.
Its capabilities exceed those of any model we’ve ever made generally available.
Introducing text-to-lottie: an open source skill and harness for generating production ready Lottie animations with codex/claude code.
$ npx skills add diffusionstudio/lottie
Prompts guide and repo in the comments.