Author: RadarAI Editorial
Editor: RadarAI Editorial
Last updated: 2026-06-27
Review status: Editorial review pending
Brief
速报
官方
AI动态
开源
AI agents are evolving from tools into 'digital workers': over 90% of OpenAI's internal coding is now handled by Codex. Meitu, VolcEngine, and Tencent Hunyuan are rolling out unified policy frameworks, delivery-first AI, and full-stack inference optimization—signaling a full industry shift toward agent-native architecture and outcome-driven delivery.
Editorial standards and source policy: Editorial standards, Team. Content links to primary sources; see Methodology.
## 🔍 Key Insights
**AI Agents** are evolving from tools into “digital workforces.” Internally, OpenAI now delegates over **90% of its workload** to Codex. Meanwhile, leading vendors—including Meitu, VolcEngine, and Tencent Hunyuan—are rapidly deploying **Unified Policy**, **Delivery-First AI**, and full-stack inference optimization—signaling a decisive industry shift toward **Agent-native architecture** and **outcome-driven delivery loops** [0][2][15][10].
## 🚀 Key Developments
- **OpenAI Codex handles >90% of internal workloads** [0]: AI Agents have shifted from Q&A to end-to-end task execution. Non-developer usage is surging—and task complexity is rising sharply.
- **Meitu launches 8 new AI products centered on “Delivery-First AI”** [2]: Targeting photo editing, voiceovers, music videos, and e-commerce assets, the suite delivers finished results—no tool learning required.
- **VolcEngine upgrades its AI search with a Unified Policy Agent architecture** [15]: Replaces the traditional ReAct three-node design, cutting Time-To-First-Token (TTFT) by 30% and enabling coordinated scheduling across millions of agents.
- **Tencent Hunyuan Hy3 achieves full-stack inference optimization on Hopper GPUs** [10]: Optimizations span operator fusion, parallelization strategies, KV caching, and quantization—dramatically boosting LLM inference performance.
- **DeepSeek launches company-wide hiring expansion** [4]: All departments will double in size, with focused hiring for Harness-related roles. With ¥51 billion in funding secured, DeepSeek is scaling both in-house compute infrastructure and industry partnerships.
- **Ant Group’s Aifu Health AI sets a “100 million jin (50 million kg) weight loss” KPI** [5]: Combines subsidized smart scales, AI coaching, and gamified incentives—shifting health services from Q&A to sustained behavioral change.
- **OpenSandbox introduces Credential Vault** [19]: Credentials are injected *outside* the sandbox—eliminating credential leakage risks in production AI Agent environments.
- **Huawei proposes AI-powered product renewal, backed by Token-based operations** [3]: Leverages AI to upgrade telecom products, services, and computing-network infrastructure—unlocking new growth avenues for operators.
## 🔗 Sources
[0] Your Codex Might Be Using Just 1% of Its Potential—Experts Put It to Work 71 Hours a Day — https://www.bestblogs.dev/article/00f2533c?utm_source=rss&utm_medium=feed&utm_campaign=resources&entry=rss_article_item
[2] Meitu Just Launched 8 AI Products—After Testing Them All, I Realized They’re All Doing the Same Thing — https://www.bestblogs.dev/article/e1b8b188?utm_source=rss&utm_medium=feed&utm_campaign=resources&entry=rss_article_item
[3] AI-Powered Product Renewal and Token-Based Operations: Unlocking New Value — https://www.bestblogs.dev/article/c14baad7?utm_source=rss&utm_medium=feed&utm_campaign=resources&entry=rss_article_item
[4] DeepSeek Releases Job Postings—Plans to Double the Size of Every Department! — https://www.bestblogs.dev/article/4241705b?utm_source=rss&utm_medium=feed&utm_campaign=resources&entry=rss_article_item
[5] This Health AI’s KPI Is Measured in “Jin” (Chinese Catty) — https://www.bestblogs.dev/article/f0433ac3?utm_source=rss&utm_medium=feed&utm_campaign=resources&entry=rss_article_item
[10] How Tencent Hunyuan AI Infra Optimized Hy3 Preview:
AI Agents are evolving from tools into “digital workforces.” Internally, OpenAI now delegates over 90% of its workload to Codex. Meanwhile, leading vendors—including Meitu, VolcEngine, and Tencent Hunyuan—are rapidly deploying Unified Policy, Delivery-First AI, and full-stack inference optimization—signaling a decisive industry shift toward Agent-native architecture and outcome-driven delivery loops [0][2][15][10].
🚀 Key Developments
- OpenAI Codex handles >90% of internal workloads [0]: AI Agents have shifted from Q&A to end-to-end task execution. Non-developer usage is surging—and task complexity is rising sharply.
- Meitu launches 8 new AI products centered on “Delivery-First AI” [2]: Targeting photo editing, voiceovers, music videos, and e-commerce assets, the suite delivers finished results—no tool learning required.
- VolcEngine upgrades its AI search with a Unified Policy Agent architecture [15]: Replaces the traditional ReAct three-node design, cutting Time-To-First-Token (TTFT) by 30% and enabling coordinated scheduling across millions of agents.
- Tencent Hunyuan Hy3 achieves full-stack inference optimization on Hopper GPUs [10]: Optimizations span operator fusion, parallelization strategies, KV caching, and quantization—dramatically boosting LLM inference performance.
- DeepSeek launches company-wide hiring expansion [4]: All departments will double in size, with focused hiring for Harness-related roles. With ¥51 billion in funding secured, DeepSeek is scaling both in-house compute infrastructure and industry partnerships.
- Ant Group’s Aifu Health AI sets a “100 million jin (50 million kg) weight loss” KPI [5]: Combines subsidized smart scales, AI coaching, and gamified incentives—shifting health services from Q&A to sustained behavioral change.
- OpenSandbox introduces Credential Vault [19]: Credentials are injected outside the sandbox—eliminating credential leakage risks in production AI Agent environments.
- Huawei proposes AI-powered product renewal, backed by Token-based operations [3]: Leverages AI to upgrade telecom products, services, and computing-network infrastructure—unlocking new growth avenues for operators.
🔗 Sources
[0] Your Codex Might Be Using Just 1% of Its Potential—Experts Put It to Work 71 Hours a Day — https://www.bestblogs.dev/article/00f2533c?utm_source=rss&utm_medium=feed&utm_campaign=resources&entry=rss_article_item
[2] Meitu Just Launched 8 AI Products—After Testing Them All, I Realized They’re All Doing the Same Thing — https://www.bestblogs.dev/article/e1b8b188?utm_source=rss&utm_medium=feed&utm_campaign=resources&entry=rss_article_item
[3] AI-Powered Product Renewal and Token-Based Operations: Unlocking New Value — https://www.bestblogs.dev/article/c14baad7?utm_source=rss&utm_medium=feed&utm_campaign=resources&entry=rss_article_item
[4] DeepSeek Releases Job Postings—Plans to Double the Size of Every Department! — https://www.bestblogs.dev/article/4241705b?utm_source=rss&utm_medium=feed&utm_campaign=resources&entry=rss_article_item
[5] This Health AI’s KPI Is Measured in “Jin” (Chinese Catty) — https://www.bestblogs.dev/article/f0433ac3?utm_source=rss&utm_medium=feed&utm_campaign=resources&entry=rss_article_item
[10] How Tencent Hunyuan AI Infra Optimized Hy3 Preview:
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