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Thoriq Akbar

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Thoriq Akbar builds AI products and open-source agent tools. At Pandai he is part of the founding AI team and leads engineering for AskPbot, MathDrill and P&AI. His independent work explores browser workflows and interfaces that adapt to an agent’s task.[1]

Start with Introducing Ernie →
Thoriq Akbar

Career

Before Pandai, Akbar describes founding and lead-engineering work at Xcent and Newgen Web Development and mobile-product work at Black Ace Media. At Difabis he helps run a cafe and builds accessible software alongside Deaf colleagues. His portfolio connects those operational needs with building interfaces, backend systems and agent behavior.[1]

Contributions

A prototype for changing the working surface

Ernie combines a desktop interface with Prime Agent and explores using hot-reloaded Zenbu plugins to change that interface. Akbar distinguishes the arrangements demonstrated on the site from the complete task-driven interaction he wants to build. The latter still needs end-to-end validation, including preserving notes and making changes understandable while the person works.[2]

Connect agents to the browser

Agent Lite adapts an agent-browser workflow around Camofox. Its repository supplies commands and setup instructions for agents using browser sessions, page references and actions. The project focuses on connecting an existing browser environment to an agent’s work rather than creating a new base model.[3]

Ideas

In Introducing Ernie, Akbar argues that an agent should help choose how its findings are presented, not merely append messages to a chat. A literature comparison might need papers and sources beside each other; a review might need changed files and failing checks. He wants the person to judge the usefulness of the result without prescribing every investigative step.[2]

Tools, writing & talks

Writing, research & talks

  • Start here

    An explanation of a prototype and the goal of task-adaptive agent interfaces.

    Start with the examples of a research view and a review view, then read which interactions remain experimental. No installation is needed to understand the proposal; implementing it assumes familiarity with agent runtimes and extensible interfaces.

    Author and developer[2]
  • An account of connecting model access and planned tool access through a shared gateway.

    Author and developer[4]

Tools

  • smolvmgithub.com

    Lightweight portable VM that runs software with hardware isolation instead of containers.

    binsquare / Smol Machines work; shared by this accountOriginal source
  • Agent Litegithub.com

    An agent-browser workflow using Camofox as its browser environment.

    Fork maintainer[1][3]
References

Latest source check 2026-10-30

  1. [1] Thoriq Akbar professional portfolio

    ta-0.com · Checked 2026-10-30

  2. [2] Introducing Ernie

    ta-0.com · Checked 2026-10-30

  3. [3] Agent Lite repository

    github.com · Checked 2026-10-30

  4. [4] Introducing gateway

    ta-0.com · Checked 2026-10-30

Thoriq Akbar | VibeLeaderboard