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GLM-5.2

GLM-5.2 — Technology. category: Previous version, without full exploit capability · role: Z.ai's previous generation, which remains GLM-5.3's base model; used as the progression baseline throughout the post (Terminal-Bench 3.0: 4.6; ExploitBench: 24,4 %; ExploitGym: 29/39 tasks). First third-party model hosted by Mistral AI under European regional controls · rate: ~$1.40 / $4.40 per M tokens; ~1/6 of frontier; open weights (MIT)

Released 16 June 2026 by Z.ai, GLM-5.2 is a Mixture of Experts model of 753 billion parameters with 40 billion active, a 1M token context, and weights published under MIT license. Artificial Analysis measured it at 1524 Elo on GDPval-AA: third overall behind Claude Fable 5 (1783) and Claude Opus 4.8 (1615), level with GPT-5.5 at xhigh (1509), and first among open weights by a wide margin over MiniMax-M3 (1408). It also finished ahead of Gemini 3.5 Flash (1357). The tasks were agentic, averaging about 31 turns each across 1,999 matches. Pricing is $1.40 and $4.40 per million tokens, roughly a sixth of frontier rates.

What makes the model persistent is that it became the measuring stick for the generation after it. Z.ai kept GLM-5.2 as the base model for GLM-5.3 and stated that "Scaling post-training is all we did for GLM-5.3", so every gain reads off GLM-5.2 directly: Terminal-Bench 3.0 from 4.6 to 28.3, ExploitBench from 24.4% to 54.4%, ExploitGym from 29/39 tasks to 105/130. Anthropic's Frontier Red Team used the same baseline from the other direction, placing GLM-5.2 at zero or near zero on autonomous construction of full exploits, which is how they located the threshold GLM-5.3 crossed.

Outside the benchmark tables it serves as the open-weights default. Mistral AI made it the first third-party model hosted under its European regional controls, and Nicolas Martignole co-wrote "The Token Manifesto" with it and MiniMax-M3.

Type
Technology
category
Previous version, without full exploit capability
role
Z.ai's previous generation, which remains GLM-5.3's base model; used as the progression baseline throughout the post (Terminal-Bench 3.0: 4.6; ExploitBench: 24,4 %; ExploitGym: 29/39 tasks). First third-party model hosted by Mistral AI under European regional controls
rate
~$1.40 / $4.40 per M tokens; ~1/6 of frontier; open weights (MIT)
relations
20
Cited in
7 fiches

Adoption measures

Neighborhood

← created

Z.ai ORGANISATION high confidence stable Source ↗

→ is a variant of

GLM TECHNOLOGIE high confidence stable

← replaces

GLM-5.3 TECHNOLOGIE high confidence stable Source ↗

← is based on

GLM-5.3 TECHNOLOGIE high confidence stable Source ↗

→ is an instance of

modèle à poids ouverts CONCEPT high confidence stable Source ↗
open-weights CONCEPT high confidence stable Source ↗

→ replaces

GLM-5.1 TECHNOLOGIE high confidence stable

← uses

Mistral AI ORGANISATION high confidence evolving Source ↗

← publishes

Z.ai ORGANISATION high confidence stable Source ↗

← outperforms

Claude Fable 5 TECHNOLOGIE high confidence evolving Source ↗
GLM-5.3 TECHNOLOGIE high confidence stable Source ↗
Claude Opus 4.8 TECHNOLOGIE high confidence evolving Source ↗

→ outperforms

MiniMax-M3 TECHNOLOGIE high confidence evolving Source ↗
Gemini 3.5 Flash TECHNOLOGIE high confidence evolving Source ↗

→ collaborates with

Nicolas Martignole PERSONNE high confidence stable Source ↗

→ uses

architecture Mixture of Experts (753 Mds params / 40 Mds actifs) CONCEPT high confidence stable Source ↗

→ competes with

GPT-5.5 TECHNOLOGIE high confidence evolving Source ↗

Cited in (7)