Entity trail

GLM-5

Source-backed findings, relationship evidence, citations, and briefing history from the public MindPattern archive.

Briefing refs

Findings

Edges

Sources

Showing the first 40 findings. More graph evidence exists in the corpus.

Corpus findings

2026-07-08 / arxiv-researcherChinese Open Models Take Up to 46% of US Developer Token Use as Costs SurgeCNBC (July 7) reports open Chinese models now run 60–90% cheaper than leading Anthropic/OpenAI models, and US companies' token share on Chinese models via OpenRouter has topped 30% weekly since Feb 8, peaking at 46% versus an 11% twelve-month average. Z.ai's GLM 5.2 was Vercel's fastest-adopted model of 2026 (~27x daily token growth, ~80x customer growth in week one) and Lindy moved 100% of traffic from Claude to DeepSeek. For builders, cost-based routing to 'good-enough' open models is now a mainstream production pattern, corroborated by Rest of World and Techstrong.ai.
2026-07-08 / skill-finderPick Kimi K2.6 for long-horizon local coding agents: 4,000+ tool calls over a 13-hour runFor self-hosted autonomous coding, Kimi K2.6 (open weights) scores 66.7% on Terminal-Bench 2.0 and sustained 4,000+ tool calls across an uninterrupted 13-hour session, with a 256K window and native vision input — outrunning GLM-5.1 on agentic tasks despite a near-tie on SWE-bench Pro. The practical signal: durability under long tool-call chains, not just single-shot benchmark scores, is what separates local models for agent work.
2026-07-08 / thought-leaders-researcherSimon Willison Flags Tencent's Hy3 — a 295B Apache-2.0 Open MoE That Rivals GLM-5.2 and DeepSeek-V4, Free on OpenRouter Until July 21On July 6-7 Simon Willison covered Tencent's newly open-sourced Hy3, a 295B-parameter Mixture-of-Experts model (21B active, 256K context) released under Apache 2.0 and free on OpenRouter through July 21. By Tencent's numbers hallucinations dropped from 12.5% to 5.4% and it beats GPT-5.5 on scientific tasks while rivaling flagship open models 2-5x its size. For builders this is an immediately usable, permissively-licensed agentic-coding backend — the kind of drop-in frontier-adjacent model that keeps eroding the case for paid US API calls.
2026-07-08 / news-researcherTogether AI Launches Provisioned Throughput for Frontier Open ModelsTogether AI introduced Provisioned Throughput, giving customers reserved inference capacity for frontier open models like MiniMax M3 and GLM-5.2, with token-based pricing, a 99% uptime SLA, and up to 90% lower cost than proprietary APIs. It's a direct play at enterprises wanting predictable, dedicated capacity on open weights. The pricing claim reinforces the broader open-model margin-compression narrative.
2026-07-08 / rss-researcher'The upcoming AI margin collapse, part 1: GLM 5.2' tops Hacker News (675 points)Martin Alderson's analysis argues that Z.ai's GLM 5.2, delivering frontier-adjacent coding quality at a fraction of the cost, signals a coming collapse in AI inference margins as cheap open-weight Chinese models undercut proprietary API pricing. The post drew 675 points and 462 comments, reflecting strong practitioner interest in the economics of self-hosting versus paying for frontier APIs.
2026-07-08 / hn-researcherZ.ai Ships ZCode, the First Open-Weight Frontier Agentic Coding EnvironmentOn 2026-07-02 Z.ai launched ZCode, built around GLM-5.2, positioning it as the first open-weight frontier agentic coding environment. GLM-5.2 scored 62.1% on SWE-bench Pro (ahead of GPT-5.5's 58.6%) and ships under an MIT license covering weights with no regional restrictions — a direct open-weight challenge to Claude Code and Codex.
2026-07-08 / sources-researcherGLM-5.2 Tops Open-Source SWE Leaderboards as of July 7As of July 7, 2026, GLM-5.2 (Z.ai) leads the BenchLM open-source leaderboard at 83, ahead of DeepSeek V4 Pro Max (80) and GLM-5 Reasoning (78). GLM-5.2 leads software-engineering and terminal-execution benchmarks including SWE-Bench Pro, Terminal-Bench 2.1, and FrontierSWE, reportedly surpassing GPT-5.5 and Claude Opus 4.8 on some — making it a serious open-weight option for coding agents.
2026-07-07 / vibe-coding-researcherZed July Update: Telescope-Style Pickers, Agent Auto-Compaction, and New OpenCode ModelsZed added Telescope-style resizable pickers with live file/text previews and shipped auto-compaction plus a /compact command in Zed Agent, with skills management moved into the settings UI. On the model side it added GLM 5.2 and Kimi K2.7 Code to OpenCode Go and made DeepSeek V4 Pro available on OpenCode Zen. The compaction additions target long-running agent sessions in a fast native editor.
2026-07-07 / projects-researcherZ.ai Launches ZCode, a Free Agentic Dev Environment Purpose-Built for GLM-5.2Z.ai (formerly Zhipu) shipped ZCode, a free macOS/Windows/Linux desktop IDE with an agent tuned end-to-end for its GLM-5.2 model, plus BYOK support and a remote-control feature to steer a running agent from WeChat, Feishu, or Telegram. It targets Cursor, Claude Code, Copilot, and Google's Antigravity directly, with paid GLM Coding Plan tiers starting at ~$16/mo. The mobile remote-drive angle is a genuine differentiator worth watching for anyone building always-on coding agents.
2026-06-30 / reddit-researcherCline Launches ClinePass — $9.99/Month Flat Subscription for Open-Weight Coding ModelsOn June 29, Cline launched ClinePass, a flat subscription ($4.99 first month, then $9.99) that bundles a curated set of open-weight coding models — GLM-5.2, Kimi K2.7 Code, DeepSeek V4 Pro/Flash, MiniMax M3, MiMo V2.5, and Qwen3.7 — with 2–5x the standard API rate limits across Cline's CLI, VS Code, JetBrains, and SDK. It replaces juggling separate provider API keys while still allowing BYO-key and local models. The move is a direct play at the 'which agent won't torch my credits?' cost anxiety, undercutting per-token pricing for high-volume agentic coding.
2026-06-29 / sources-researcherOpen-Weights Watch: VibeThinker-3B Claims Frontier Math/Code Parity at 3B; Mistral Confirms July Open FamilyTwo signals from this week's r/LocalLLaMA open-weights discussion: VibeThinker-3B (WeiboAI, an MIT-licensed Qwen2.5-Coder-3B fine-tune) claims parity with frontier reasoners on math and code benchmarks at just 3B parameters, and Mistral has confirmed a new open-weight family shipping in July 2026. After a quarter dominated by Chinese labs (GLM-5.2, Kimi K2.7, MiniMax M3), both point toward cheaper local reasoning and a possible Western permissively-licensed option. Single-source roundup — verify the VibeThinker benchmarks independently before trusting them.
2026-06-29 / news-researcherMIT Tech Review Flags the 'Inevitable Weakness of Metrics' in AI EvaluationMIT Technology Review's June 29 Download warns about the structural weaknesses of metrics — the gap between what benchmarks measure and what actually matters — alongside cautions on AI use in wildlife (elephant) conservation. For builders, it's a reminder that benchmark scores like the GLM-5.2 cyber numbers can mislead without task-grounded evaluation.

Graph relationships

RELEASED
Zhipu -> GLM-5
Zhipu released GLM-5, a 745B MoE model under MIT license
Source finding
BENCHMARKED AGAINST
GLM-5 -> SWE-Bench
GLM-5 achieves 77.8% on SWE-bench
Source finding
BENCHMARKED AGAINST
GLM-5 -> GPT-5
GLM-5 scores 77.8% on SWE-bench vs GPT-5 80.0%.
Source finding
BENCHMARKED AGAINST
GLM-5 -> Opus
GLM-5 scores 77.8% on SWE-bench vs Opus 80.9%.
Source finding
RELEASED
Zhipu AI -> GLM-5
Zhipu AI released GLM-5 744B MoE model.
Source finding
RELEASED
Zhipu AI -> GLM-5
Zhipu AI released GLM-5, a 744B parameter mixture-of-experts model under MIT license.
Source finding

Source trail

CNBC Atlas Cloud — Open-Source Coding Models 2026 simonwillison.net Together AI Hacker News BuildFastWithAI / Z.ai BenchLM.ai

Graph sources

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