What Humans Lose When We Let AI Decide

“It’s been more than 50 years since HAL, the malevolent computer in the movie 2001: A Space Odyssey, first terrified audiences by turning against the astronauts he was supposed to protect. That cinematic moment captures what many of us still fear in AI: that it may gain superhuman powers and subjugate us. But instead of worrying about futuristic sci-fi nightmares, we should instead wake up to an equally alarming scenario that is unfolding before our eyes…” Read more

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Applying DMN to Model and Execute Legislations

Date: Wed, February 23, 2022 at 12:00pm EST
Title: “Applying DMN to Model and Execute Legislations
Presenter: Vincent van Dijk from Pharosius.nlRecording
AbstractIn this session Vincent van Dijk will share his experience applying DMN for building the Digital System for Environment and Planning Act in the Netherlands described here. Please register for free. Issues to be discussed:

  • how can we minimize translations and directly execute DMN?
  • how do we combine models from different sources to deliver a single conclusion?
  • how do we implement dynamic questioning and how does this help the end users?
  • how do we deal with the declarative character of DMN in the dialogue with the end user?
  • is DMN suitable to model legislation and can models be easily read by legal experts?
Posted in Decision Modeling | Leave a comment

Augmented BPMS: A Research Manifesto

A group of researchers (many of whom are associated with Declarative AI and indirectly with DecisionCAMP) just published the manifesto “Augmented Business Process Management Systems“: “While traditional BPMSs encode pre-defined flows and rules, an ABPMS augmented by AI is able to reason about the current state of the process (or across several processes) to determine a course of action that improves the performance of the process.” This manifesto outlines the lifecycle of processes within an ABPMS, discusses core characteristics of an ABPMS, and derives a set of challenges to realize systems with these characteristics. Link

Posted in Artificial Intelligence, BPM, Business Processes, Business Rules, Case Management, Innovation, Reasoning | Leave a comment

Learning Jointly from Rules and Data

Today’s post in Google AI Blog “Controlling Neural Networks with Rule Representations” introduces a novel approach that does not require machine learning models retraining to adapt the rule strength. In real-world domains where incorporating rules is critical – such as physics and healthcare – they demonstrate the effectiveness of Controllable Rule Representations in teaching rules for deep learning. Link

Posted in Business Rules, Decision Modeling, Machine Learning | Leave a comment

DMN 1.4 and Beyond

Denis Gagne, a member of DMN Task Force and the founder of Trisotech, presented the latest news in the DMN standard during the DecisionCAMP monthly session on Jan 25. Watch the recording at https://youtu.be/3a4-fbhfnTU

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Decision Scientist vs Data Scientist

Link
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Again about AI understanding

On Dec-2021 Melanie Mitchell published “What Does It Mean for AI to Understand“: “Remember IBM’s Watson, the AI Jeopardy! champion? A 2010 promotion proclaimed, “Watson understands natural language with all its ambiguity and complexity.” However, as we saw when Watson subsequently failed spectacularly in its quest to “revolutionize medicine with artificial intelligence,” a veneer of linguistic facility is not the same as actually comprehending human language.” Link

Continue reading
Posted in Artificial Intelligence, Human-Machine Interaction, Knowledge Representation, Natural Language Processing | Leave a comment

Digital transformation fall out of favor?

Forrester Research will run a free webinar on Jan 26 at 2 pm ET and they promise to explain:

  • Why “digital transformation” has fallen out of favor and what has replaced that outdated idea.
  • How rising interest inaccessibility will give tech vendors a $10 billion opportunity. 
  • Why 80% of consumers will see the world as digital and what they’ll expect from you as a result.
Posted in Digital Decisioning, Digital Transformation, Trends | Leave a comment

DecisionCAMP Session “DMN 1.4 and Beyond” on January 26, 2022

Date: Wed, January 26, 2022 at 12:00pm EST
Title: “DMN 1.4 and Beyond
Presenter: Denis Gagne, Trisotech. 
AbstractIn this session Denis will present a summary of the work done by the DMN 1.4 Revision Task Force (RTF) and open discussion on what should come next for the Decision Model and Notation standard. 
Please register for free here.

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Most in Demand Languages for 2022

If you are interested in software engineering from a meta trends perspective, here are the most popular programming languages by GitHub repository activity:

You may find more interesting trends in this new Medium’s article “Most in Demand Programming Software Development Languages for 2022

Posted in Languages | Leave a comment