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How we choose our sources

Walking with the leaders

Follow the people building, testing and explaining AI. We turn their most useful signals into something you can understand and put to work.

The voices behind your feed

What earns a place in Pusulam

Original evidence. Clear attribution. A meaningful change or a useful lesson. Relevance to a real task. A famous name is a starting point for reading, not a substitute for evidence.

The voices behind your feed

A few of the original sources we follow, and what we learn from them.

Ethan Mollick

Practical AI experiments for work, leadership and education.

Visit the originalJeff Su

Useful AI workflows for everyday professional tasks.

Visit the originalHamel Husain

Evaluation, error analysis and lessons from building AI products.

Visit the originalAmanda Bickerstaff · AI for Education

Classroom applications, educator resources and AI literacy.

Visit the originalSebastian Raschka

Hands-on language model engineering, research and video lessons.

Visit the originalAndrew Ng · DeepLearning.AI

Applied courses and demonstrations on agents, RAG and AI engineering.

Visit the originalAndrej Karpathy

AI education from first principles, with original talks and coding demonstrations.

Visit the originalSimon Willison

Hands-on experiments with language models, developer tools and AI security.

Visit the originalOpenAI

Original model and product releases, technical material and stated limitations.

Visit the originalAnthropic

Claude releases, agent-building research and documentation from the team.

Visit the originalGoogle DeepMind

Firsthand research and model announcements from Google DeepMind.

Visit the originalHugging Face

Open models, community tooling and practical learning resources.

Visit the original
Explore all our sources

From an original source to your next step

  1. 01

    Start at the source

    Read the release, research, demonstration or firsthand explanation. Keep the original link and its publication date.

  2. 02

    Ask what changed

    Look for a concrete capability, limitation, workflow or lesson. Separate the source's claims from what its evidence establishes.

  3. 03

    Review the explanation

    Published content carries an editorial source review or passes generation and a separate verification check. Generated content that fails verification is held back.

  4. 04

    Make it useful to you

    Your stated work, goals, country and budget shape the selection and practical starting point. You review your profile before it is applied.

  5. 05

    Keep the path back open

    Every story links to its source. Use the original for the full context, and return to the archive or your saved reading when you need it.

What our review means

We check that an explanation matches its source. That does not prove every claim made by the source is true. A company's release note, an independent report and an educator's demonstration bring different kinds of evidence.

A clear signal, with room to go deeper

We select rather than cover everything. Publication dates stay visible, original links remain close, and the archive lets you return to earlier developments. The aim is to help you keep up with the developments that matter for your life and work.

Your work gives the news its meaning.

Tell Pusulam what you do and what you want to learn. We'll help you choose something useful to try.

Find your starting point