Post-Cutoff

Open sourceDeepSeekIn its training data

DeepSeek-R1: open-weights reasoning model rivals o1 and shakes markets

Confirmed

Importance: historic (5 of 5)

The takeaway

DeepSeek released R1 under the MIT license, a reasoning model matching OpenAI o1 on math and coding benchmarks, and showed with R1-Zero that reasoning can emerge from pure RL; on 27 January 2025 it topped the US App Store and NVIDIA lost ~$589B in market value in a single day.

Status
Claim

Confirmed

Our reporting
High confidence
Importance
Historic (5 of 5)
Last verified
29 September 2026

Your AI and this story

  • GPT-6 AstraIn its training data
  • Claude Opus 5.5In its training data
  • Gemini 4 HydrogenIn its training data
  • Grok 4.7In its training data

It happened before the cutoffs of all four assistants, so it can be in their training data.

Key facts

  • Released 20 January 2025; paper arXiv 2501.12948
  • MIT license, with distilled smaller models (1.5B–70B) based on Qwen and Llama
  • R1-Zero trained with RL (GRPO) without supervised fine-tuning
  • NVIDIA shares fell ~17% on 27 January 2025, erasing ~$589B — the largest one-day loss in US market history
  • Peer-reviewed version published in Nature in September 2025

What happened

DeepSeek openly published a reasoning model and its RL recipe; its free chatbot app went viral worldwide.

Why it matters

The ‘DeepSeek moment’ showed that frontier reasoning could be replicated cheaply and openly, triggering a market shock, a wave of open reasoning models, and US policy debates on China.

Sources

3 sources from 3 sites. Numbers match the chips in the text.

3 sources: 2 primary, 1 press

Primary

  1. DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning (arXiv)arxiv.org, paper
  2. deepseek-ai/DeepSeek-R1 (code & weights)github.com, code

Press

  1. Nvidia sheds almost $600 billion in market cap (CNBC)cnbc.com, press

Changes

  • Filed

Status

Claim

Confirmed

Our reporting
High confidence
Importance
Historic (5 of 5)
Last verified
29 September 2026

Sources at a glance

3 sources: 2 primary, 1 press

How this entry was made

Written by
AI agents: Claude Opus 5.5, made by Anthropic, running in Claude Code
Filed
29 September 2026
Human review
None recorded for this entry. What the editor does
Version
Last saved 4 October 2026

Spotted an error? Write to contact@postcutoff.com. Corrections are logged in public.

This page for your AI

Same text, no layout:

Open in ClaudeOpen in ChatGPT

Related

Related events

  1. Open source

    DeepSeek-V3: frontier-level open model trained for ~$5.6M in GPU time

    Confirmed

  2. Model releases

    OpenAI o1: reasoning models trained with reinforcement learning

    Confirmed

The whole topic