This special episode of the Turing Podcast revisits Project Bluebird – the project that featured on our very first ever episode on the podcast in 2020! Host Amelia Jabry is joined by Ben Carvell, an aviation researcher leading AI agent design on Project Bluebird, and Andrew “Andy” Pace, a London terminal air traffic control officer (ATCO), who describes ATCO work, sectorisation, radar-based operations, and the still-analogue reliance on voice. They examine the growing complexity of air traffic control as traffic returns to, and surpasses, pre-COVID levels and the added challenges from drones, new aircraft types, and emissions constraints, stressing human cognitive limits in a safety-critical environment. Bluebird is a multi-year partnership between the Alan Turing Institute, NATS, and the University of Exeter with three themes: building a high-fidelity digital twin, developing virtual controller agents using methods from rules to optimisation and reinforcement learning, and addressing trust/explainability. Join Amelia, Andy and Ben as they discuss the challenges and opportunities of building an AI system to assist ATCOs in one of the most safety-critical industries in the world.
00:00 The Hidden Chessboard at the heart of Air Traffic Control
00:37 Meet Ben Carvell and Andy Pace
03:20 What Air Traffic Control Officers (ATCOs) Do
06:20 Safety Rules for aviation and the moral responsibility of ATCOs
08:00 Introducing Project Bluebird
08:52 3 Main themes of Bluebird’s research: Digital Twins, AI Agents for Air Traffic Control, and Trust
10:30 The legal and moral responsibility of Air Traffic Control
12:20 The Science: The Physics Informed ML (PML) behind Bluebird. Including dealing with variability and the unknown.
14:55 Rules Optimisation versus Reinforcement Learning (RL)
15:50 A blast from the past
17:40 A collaboration with Johns Hopkins University tackling the issue of explainability in RL introducing ‘Relevant traffic’
20:36 TRUST: Safety Minima vs Collisions in Airspace – what is ‘non-negotiable’?
23:40 Interrogating the AI’s logic and maintaining trust
24:00 A curriculum for machines? The AI’s and ATCOs final exam
26:00 Bringing an ATCO onto project Bluebird – tool support for ATCOs
30:00 Intuition vs learning – the ‘mystical ATCO scan’
32:30 The ever-crowding airspace and increasing challenges to ATCOs
33:30 They history of Bluebird: 2020 versus now
35:40 How ATCOs really feel about Bluebird
36:02 Introducing Falcon - Are humans the ultimate guarantor of safety, or is our cognitive limit the ceiling for system efficiency?
40:15 Move 37 and the potential for Discovery
43:20 Collaboration between institutions and the real outputs Bluebird has made (the game!)
44:22 Wrap Up and Find Out More
Stuff You Should Know
If you've ever wanted to know about champagne, satanism, the Stonewall Uprising, chaos theory, LSD, El Nino, true crime and Rosa Parks, then look no further. Josh and Chuck have you covered.
Crime Junkie
Does hearing about a true crime case always leave you scouring the internet for the truth behind the story? Dive into your next mystery with Crime Junkie. Every Monday, join your host Ashley Flowers as she unravels all the details of infamous and underreported true crime cases with her best friend Brit Prawat. From cold cases to missing persons and heroes in our community who seek justice, Crime Junkie is your destination for theories and stories you won’t hear anywhere else. Whether you're a seasoned true crime enthusiast or new to the genre, you'll find yourself on the edge of your seat awaiting a new episode every Monday. If you can never get enough true crime... Congratulations, you’ve found your people. Follow to join a community of Crime Junkies! Crime Junkie is presented by Audiochuck Media Company.
NFL Daily with Gregg Rosenthal
Gregg Rosenthal and a rotating crew of elite NFL Media co-hosts, including Patrick Claybon, Colleen Wolfe, Steve Wyche, Nick Shook and Jourdan Rodrigue of The Athletic get you caught up daily on all the NFL news and analysis you need to be smarter and funnier than your friends.