deep-learning-foundations

2 items

New York Times Magazine 2026-04-15-3

Why It's Crucial We Understand How A.I. 'Thinks'

Interpretability's real breakthrough isn't cracking the black box: it's using imperfect understanding to extract hypotheses humans missed. Goodfire and Prima Mente's Alzheimer's biomarker discovery reframes the field from safety obligation to discovery engine. The commercial signal matters more than the methodology debates: $1.25B for a standalone interpretability lab means enterprises will pay for explanation scoped to specific use cases, not universal model transparency.

LinkedIn 2026-04-12-2

The AI Discourse Gap: When Pundit Narratives Decouple from Verifiable Architecture

Gary Marcus found a 3,167-line TypeScript file that handles terminal output formatting and declared it proof that the neurosymbolic paradigm has arrived. The actual architecture documented in community analysis is multi-agent orchestration, KAIROS scaffolding, and structured reasoning pipelines: good engineering around a model, which is both true and completely banal. Capital follows narratives before architecture, which is how the SoftBank/OpenAI mega-round closed on a scaling story months after practitioners had already documented diminishing pre-training returns.