Entity trail

Tencent

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

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Corpus findings

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.
2026-06-12 / reddit-researcherDeepSeek Pursues $7.4B First-Ever Raise at $52–59B Valuation, Led by Tencent and CATLDeepSeek is raising roughly $7.4B (≈¥50B) in its first external funding round at a $52–59B post-money valuation, backed by fewer than ten investors led by Tencent (~¥10B) and battery maker CATL (~¥5B). Founder Liang Wenfeng is reportedly contributing up to ~40% himself. If it closes, it ranks among the largest private tech financings in China's history and would fund the open-weights lab's next model push.
2026-06-05 / projects-researcheragentscope-ai/QwenPaw v1.1.10 Adds Sub-Agent Spawning — Personal Assistant Goes Multi-AgentQwenPaw, an easy-to-install personal AI assistant deployable locally or in the cloud, shipped v1.1.10 on June 1, 2026, adding the ability for agents to spawn sub-agents and integrating Tencent Yuanbao into its channel family. Sub-agent spawning moves it from a single-assistant tool toward hierarchical task decomposition. For self-hosters who want a multi-channel assistant with delegation, it's a notable feature jump.
2026-05-29 / github-pulse-researcherkvcached at 1.1K Stars With +346 Today: Virtualized Elastic KV Cache Enables 3 Llama-3.1-8B Models on a Single A100 With 2-28x TTFT Reductionovg-project/kvcached applies OS-style virtual memory abstraction to LLM systems, enabling elastic on-demand KV cache allocation instead of static GPU memory pre-allocation. The v0.1.5 release supports SGLang v0.4.9+ and vLLM v0.8.4+ with prefix caching, and recent PRs add tiered cross-GPU KV cache memory mapping via NVLink for scale-up inference. Trusted by Intel, AMD, Red Hat, ByteDance, Alibaba Cloud, and Tencent — Red Hat built Sardeenz on top for Kubernetes/OpenShift multi-model serving.
2026-05-29 / hn-researcherThe Mysterious Hy3 LLM Tops OpenRouter Rankings by a Large Margin — 98% Input, 2% Output Signals Hidden Bulk ApplicationTencent's Hy3 preview model unexpectedly tops OpenRouter's rankings, beating Claude by over 50% in token usage, despite benchmarks showing it underperforms other Chinese open-source models. Max Woolf's investigation reveals suspicious patterns: 98% input vs 2% output tokens, only one provider (SiliconFlow), virtually no app-based traffic, and usage persisting after switching from free to paid. Evidence points to a single large undisclosed application driving most volume. 85 points, 73 comments on HN.
2026-05-28 / github-pulse-researcherTencent AI-Infra-Guard v4.1.10: Full-Stack AI Red Teaming Platform With 76 Analyzers, 9,600+ Detection Rules, and Agent/MCP/Skills ScanningTencent/AI-Infra-Guard scans across infrastructure (64+ AI framework fingerprints, 1,300+ CVEs), agent workflows, MCP servers, agent skills, and LLM jailbreak vectors in a single platform. v4.1.10 (May 2026) expanded component coverage; 26 new attack operators (20 single-turn + 6 multi-turn) test prompt security. Unlike passive auditors, A.I.G actively probes for loss-of-control risks and permission boundary violations in deployed agents — the most comprehensive open-source AI security scanner from a major tech company.
2026-05-22 / reddit-researcherTencent Open-Sources Hy-MT2 Translation Models — 1.8B/7B/30B-A3B Supporting 33 Languages, 440MB On-DeviceTencent released Hy-MT2, a family of multilingual translation models in three sizes (1.8B, 7B, 30B-A3B MoE) supporting 33 languages, with paper, GitHub repo, and HuggingFace weights all published May 21. The 7B and 30B models outperform DeepSeek-V4-Pro and Kimi K2.6 in fast-thinking translation mode. The 1.8B model compresses to just 440MB via AngelSlim 1.25-bit extreme quantization with 1.5x inference speedup, making it a strong on-device translation option.
2026-05-14 / github-pulse-researcherTencent/AI-Infra-Guard v4.1.8 Released Today: Full-Stack AI Red Teaming Platform With 1,300+ CVEs and MCP/Skills ScanningTencent's Zhuque Lab released AI-Infra-Guard v4.1.8 today (May 14), a full-stack AI red teaming platform at 3,692 stars covering 64+ AI components with 1,300+ CVEs tracked. The platform includes ClawScan, Agent Scan, and dedicated MCP/Skills scanning plus LLM jailbreak evaluation capabilities. This is significant as it shows major cloud providers investing in purpose-built security tooling for the agent ecosystem.
2026-05-14 / reddit-researcherUS Clears Nvidia H200 Sales to 10 Chinese Firms at Trump-Xi Summit — But Zero Deliveries MadeReuters reports Washington cleared H200 AI chip sales to ~10 Chinese firms including Alibaba, Tencent, ByteDance, and JD.com during the May 14 Trump-Xi summit in Beijing. However, not a single delivery has been made — Chinese firms pulled back after guidance from Beijing, leaving billions in deals in limbo. Jensen Huang joined the delegation last-minute after Trump called him personally and picked him up in Alaska aboard Air Force One.
2026-05-12 / news-researcherChinese AI Engineers Are Silicon Valley's New Power Players — Rest of World InvestigationRest of World published an investigation into how Chinese AI researchers and engineers have become critical power players in Silicon Valley, filling senior technical roles at major AI labs and startups. The piece documents a talent pipeline from Chinese universities and tech companies (Baidu, ByteDance, Tencent) into US frontier AI development. For the industry, this highlights both the global nature of AI talent and the geopolitical tension between US export controls targeting China while depending on Chinese-trained engineers to build American AI systems.
2026-05-07 / reddit-researcherDeepSeek Targets $50B Valuation in First-Ever External Fundraising RoundChinese AI lab DeepSeek is raising $3B–$4B in its first external fundraising round, targeting a $45B–$50B valuation — up from $20B just weeks earlier. China's national semiconductor fund (China Integrated Circuit Industry Investment Fund) is in talks to lead, with Tencent also negotiating participation. Previously self-funded entirely through founder Liang Wenfeng's quant hedge fund High-Flyer, this marks DeepSeek's transition from pure research lab to commercially capitalized AI company, escalating the US-China AI compute race.
2026-05-01 / sources-researcherTencent Open-Sources HY-MT1.5: 440MB Offline Translation Model That Outperforms Google Translate Across 33 LanguagesTencent Hunyuan Team open-sourced HY-MT1.5-1.8B-1.25bit, a 440MB on-device translation model supporting 33 languages and 1,056 translation directions. Uses Sherry 1.25bit quantization (accepted at ACL 2026) with 3:4 fine-grained sparsity to compress from 3.3GB FP16 to 440MB with minimal accuracy loss. Outperforms Tower-Plus-72B, Qwen3-32B, and commercial APIs including Microsoft Translator. Runs fully offline on phones via custom STQ mobile CPU kernel — no subscription, no internet required.

Graph relationships

RELEASED
AI-Infra-Guard
Tencent released AI-Infra-Guard full-stack AI red team platform covering infra, MCP, and jailbreak scanning.
Source finding
RELEASED
WeKnora
Tencent released WeKnora MCP server
Source finding
RELEASED
AI-Infra-Guard
Tencent open-sourced AI-Infra-Guard red teaming platform
Source finding
RELEASED
Hy3 Preview
Tencent released 295B-parameter MoE model Hy3 Preview
Source finding
RELEASED
HY-MT1.5
Tencent open-sourced HY-MT1.5 translation model.

Source trail

(simonwillison.net)(Tech Startups)(STAT News)(OpenAI)Tech Startups VentureBeat reports Paddo.dev analysis

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