Ask
the work.

CONCEPT / DISCOVERY ASSOCIATIONS

52 records tagged mixture of experts. These are discovery associations from editorial tags or film metadata, not evidence that the records agree.

VERIFIED APPEARANCE REGISTER

Chris Hay has been a regular panelist on IBM’s Mixture of Experts since episode one, on 3 May 2024. He has appeared in at least 47 episodes, joining the weekly conversation about AI research, engineering and the ideas shaping the industry. At least 47 confirmed appearances as of 2026-09-05; some credits are incomplete.

EDITORIAL DRAFT / OBSERVATION · V0.1

THE CONVERSATION. Bryan Casey joins Volkmar Uhlig, Chris Hay and Kaoutar El Maghraoui for a discussion of AI hardware and model optimisation. An IBM Mixture of Experts episode.

EDITORIAL DRAFT / OBSERVATION · V0.1

THE CONVERSATION. Tim Hwang, Aaron Baughman, Chris Hay and Kate Soule discuss DeepSeek, distillation and competition in open models. An IBM Mixture of Experts episode.

EDITORIAL DRAFT / OBSERVATION · V0.1

THE CONVERSATION. Tim Hwang, Chris Hay, Kaoutar El Maghraoui and Vyoma Gajjar discuss Manus and agentic work, vibe coding, scaling laws and Perplexity’s AI phone. An IBM Mixture of Experts episode.

TITLE MATCH / TRANSCRIPT NOT INDEXED · V1.0

Mixture of Experts, Plus One: Injecting Python into GPT-OSS

TITLE & DESCRIPTION · V1.0

Chris Hay appears as a panelist in IBM’s Mixture of Experts episode “Mixture of Experts: Rabbit AI hiccups, GPT-2 chatbot, and OpenAI and the Financial Times”.

EDITORIAL DRAFT / OBSERVATION · OPEN · V0.1

CURRENT POSITION. The existing working note says co-activation has been observed, but has not been shown to predict anything useful. It records observing expert co-activation across related prompts on Kimi K3; locality prediction remains untested.

EDITORIAL DRAFT / REFUSAL · OPEN · V0.1

PREDICTIVE LOCALITY IS NOT ESTABLISHED. Recorded observation: expert co-activation. Open question: useful physical working-set prediction. Present is not the same as predictive.

EDITORIAL DRAFT · V0.1

Bryan Casey joins Volkmar Uhlig, Chris Hay and Kaoutar El Maghraoui for a discussion of AI hardware and model optimisation. An IBM Mixture of Experts episode.

EDITORIAL DRAFT · V0.1

Tim Hwang, Aaron Baughman, Chris Hay and Kate Soule discuss DeepSeek, distillation and competition in open models. An IBM Mixture of Experts episode.

EDITORIAL DRAFT · V0.1

Tim Hwang, Chris Hay, Kaoutar El Maghraoui and Vyoma Gajjar discuss Manus and agentic work, vibe coding, scaling laws and Perplexity’s AI phone. An IBM Mixture of Experts episode.

TITLE & DESCRIPTION · V1.0

Chris Hay appears as a panelist in IBM’s Mixture of Experts episode “Thinking Machines Lab drops Inkling & Meta’s Muse Spark 1.1”.

TITLE & DESCRIPTION · V1.0

Chris Hay appears as a panelist in IBM’s Mixture of Experts episode “GPT-5.6 Sol, FIFA AI & Wall Street’s AI nerves”.

TITLE & DESCRIPTION · V1.0

Chris Hay appears as a panelist in IBM’s Mixture of Experts episode “AI at college graduations and why Claude blackmails”.

TITLE & DESCRIPTION · V1.0

Chris Hay appears as a panelist in IBM’s Mixture of Experts episode “Claude Opus 4.7, Apple’s AI glasses and Allbirds AI pivot”.

TITLE & DESCRIPTION · V1.0

Chris Hay appears as a panelist in IBM’s Mixture of Experts episode “Inside Perplexity Computer’s agent platform”.

TITLE & DESCRIPTION · V1.0

Chris Hay appears as a panelist in IBM’s Mixture of Experts episode “Anthropic Claude Opus 4.6 vs OpenAI GPT-5.3-Codex: The AI "big game””.

TITLE & DESCRIPTION · V1.0

Chris Hay appears as a panelist in IBM’s Mixture of Experts episode “The new AI race: Enterprise innovation in 2026”.

TITLE & DESCRIPTION · V1.0

Chris Hay appears as a panelist in IBM’s Mixture of Experts episode “CES 2026 AI highlights: NVIDIA Rubin & wild gadgets”.