Hodges' Model: Welcome to the QUAD: automation

Hodges' model is a conceptual framework to support reflection and critical thinking. Situated, the model can help integrate all disciplines (academic and professional). Amid news items, are posts that illustrate the scope and application of the model. A bibliography and A4 template are provided in the sidebar. Welcome to the QUAD ...

Showing posts with label automation. Show all posts
Showing posts with label automation. Show all posts

Monday, March 23, 2026

Good - Bad AI? c/o FT Magazine et al.

My source: Tim Harford, How can we tell good AI from bad? FT Magazine. 21 March 2026. #1168: pp.9-10.

    'Two new working papers address the tricky issue of verifying quality. In "Some Simple Economics of AGI", Christian Catalini, xiang Hui and Jane Wu (assisted, sometimes gratingly, by generative AI) propose the inevitable 2x2 matrix in which economic activity can be easy to automate, easy to verify, both or neither. Automatable, verifiable output is the stuff that computers do for us. The non-automatable stuff remains reassuringly artisanal.
    The difficult quadrant is where tasks seem easy to complete but are hard to check. Catalini, Hui and Wu call this the "runaway risk zone". It is not a reassuring label and it is not meant to be.
...
    In the second paper, "A model of Artificial Jagged Intelligence", Joshua Gans offers an analogy in which asking AI to perform task is like trying to cross a river over a network of planks supported by occasional pylons. The jagged frontier is represented by the fact that some planks are long and wobbly, while others are short and sturdy. Problem one: even if the planks are typically sturdy, the wobbly planks will require most of your time and attention. Problem two: if you can't predict in advance which planks will let you down, you may quite sensibly prefer to eschew the AI entirely and row yourself across the old-fashioned way.'

Catalini, C., Hui, X., & Wu, J. (2026). Some Simple Economics of AGI. arXiv preprint arXiv:2602.20946.

Joshua S. Gans, 2026. "A Model of Artificial Jagged Intelligence," NBER Working Papers 34712, National Bureau of Economic Research, Inc.


Previously: 'safety' : 'ai' : 'domain' : 'matrix'

Sunday, February 22, 2026

BCS SPECIALIST GROUP ON ARTIFICIAL INTELLIGENCE: Virtual seminar 'Generative AI'

BCS SPECIALIST GROUP ON ARTIFICIAL INTELLIGENCE (SGAI)

The next in our series of free evening virtual seminars will be on Wednesday March 11th from 6 p.m. to 7.30 p.m. (UK time). The topic will be Generative AI.

Synopsis
Generative AI is rapidly reshaping the landscape of intelligent systems. This virtual seminar covers cutting-edge research and visionary perspectives on the design, deployment, and governance of generative models. It explores how generative models are enabling adaptive control, task planning, and embodied intelligence in dynamic environments. It also addresses GenAI robustness, interpretability, and alignment which are critical pillars for deploying generative systems in high-stakes domains.

The speakers will be Dr Mark Post (University of York) on 'Safety, Trust, and Perception of Generative AI: Is it deceiving us, or are we deceiving ourselves?' and Dr Erfu Yang (University of Strathclyde) on 'Generative AI in Robotics and Automation: Applications, Advancements and Challenges'.
The virtual seminar series is free and open to all. For further details and for the zoom link to use go to http://https://bcs-sgai.org/seminars/2026-03-11/.

Details of future SGAI events will be placed on the website at https://bcs-sgai.org as they become available. To register to be sent information about future SGAI events by email go to https://www.bcs-sgai.org/register/.

Max Bramer
Chair, BCS SGAI
----------------------------------------------------
Chair, British Computer Society Specialist Group on Artificial Intelligence
Emeritus Professor, School of Computing, University of Portsmouth, UK
http://www.maxbramer.org

My source: BCS-AI mail list.

Monday, March 24, 2025

4Ps - human-MACHINE :: HUMAN-machine

HODGES' MODEL: Axes & Domains
As visited many times here on W2tQ, in Hodges' model I've associated one of 4P's with each of the model's care/knowledge domains. I immediately associated PROCESS with the sciences domain (physical, chemical, biological, geological..), driven by the seemingly process-bound approach of project management, logistics, automation and sequencing. 

This preoccupation can work to the detriment of the user(s) of systems (the public!), devices, interfaces and administrations - record management for example. Allied with POLICY in the political domain you can end up with a massive and technocratic bureaucracy. 


In nursing there was concern when the nursing process emerged that progress of individualised, person-centred care would be overwhelmed with a return to task-oriented care. Patients would literally be processed, in what is a problem-solving algorithm: assess, plan, intervene, evaluate.

Of course,  as in all idealised models, there is overlap between the 4Ps and the model's domains. We speak routinely of social, psychological, and political processes.

The rise of AI however prompts (demands) this debate be re-visited:


SELF / INDIVIDUAL  -  OBJECT / THING
|
      INTERPERSONAL    :     SCIENCES               
HUMANISTIC  --------------------------------------  MECHANISTIC      
 SOCIOLOGY  :    POLITICAL 
|
GROUP

the human -

PURPOSE(S)

the machine -


- can become machine

PROCESS

- can become human


PRACTICE

socio-


POLICY

-political


Previously: 'ethics' : 'nursing process' : '4Ps'

Wednesday, February 08, 2023

Automation by Design: Politics, Culture, and Landscape in an Age of Machines That Learn

The virtual one and a half-day symposium will be held Friday, February 17 & Saturday, February 18, 2023.

Sunday, January 26, 2020

Books: Technology, Capital and Ideology - captured in h2cm...

individual
|
INTERPERSONAL : SCIENCES
humanistic ----------------------------------------------- mechanistic
SOCIOLOGY : POLITICAL
|
group - population


My sources:
The Times and FT Weekend.

Monday, August 27, 2018

Chartered Accountant: The value of caring workers

individual
|
INTERPERSONAL : SCIENCES
humanistic ----------------------------------------------- mechanistic
SOCIOLOGY : POLITICAL
|
group







Social care jobs, ... are defined by economists everywhere as low-skilled, or unskilled. For a chartered accountant taking part in a discussion on automation recently, this prompted an existential wobble: "It's easier to automate me than a carer or a cleaner," he said. "So am I really more skilled?"


chartered accountant
formal qualifications


My source: Sarah O'Connor, (2017) Ageing nations need to value caring workers, Financial Times, 17th May, p.11.