Skip to content

François Chollet Says AI’s Shift to Inductive Reasoning Made Coding Agents Work

2 reports 2 reporting sources 7 days agoNew

Understand the event

AI overview

François Chollet said AI has shifted from token-by-token answer completion to synthesizing reasoning chains on the fly, and credited that change with making coding agents work. In a post on X, he described the former approach as a “transductive paradigm” and the latter as an “inductive paradigm,” calling the shift the big story of 2025 and 2026.

Generated by AI from reports · Updated 5 days ago

Report timeline

Follow the reports to explore different sides of the event.

10/12
  1. Import AI 476: New Benchmarks Test Visual Reasoning and Research Taste

    Import AI 476 covers Humanity’s Sixth Sense, a benchmark from Elorian and Scale AI that tests intuitive visual reasoning. People scored 93.1 aggregate pass@1, while GPT 6 Astra scored 53.6; GLM-5.3-flash and Kimi K3 scored 26.8 and 25.5. The newsletter also examines how AI could accelerate space development and reports on TasteVal, a benchmark of AI systems’ research taste.

10/11
  1. How AI shifted from a transductive paradigm (token-by-token answer completion) to an inductive paradigm (on-the-fly reasoning chain synthesis), in one chart. This is the big story of 2025 and 2026. This is what made coding agents work.

    How AI shifted from a transductive paradigm (token-by-token answer completion) to an inductive paradigm (on-the-fly reasoning chain synthesis), in one chart. This is the big story of 2025 and 2026. This is what made coding agents work.

Keep reading

Latest daily · Issue 24NVIDIA and AI4Bharat Introduce Nemotron-pretraining-Indic-v1 and an Open Data Generation Pipeline

Trending now

  1. 1Meta Releases Muse Spark Open With Mac and Cloud Support, Topping US Open-Weight Index
  2. 2Google Launches Gemini 4 Argon Globally, Expands Paid Access as Benchmark Results Vary
  3. 3OpenAI Updates GPT-6 Astra Pro in ChatGPT With Parallel Agents and Faster Responses
  4. 4Meta’s New Business Terms Raise Dispute Over Website Crawling and AI Training Rights