Agents Workflows

Tencent Digitizes Jingdezhen Ceramics as Perplexity Launches Agent CLI and Runway Workflows Arrive

MiniMax points to a day where AI updates are less about isolated announcements and more about deployment pressure. The common thread is practical adoption: stronger controls, clearer workflows, and more evidence that models can support real production use.

2026-07-24 · 5 min read · Updated 2026-07-24
Original video thumbnail: Tencent Global - Tencent Uses AI to Digitize Jingdezhen Ceramics Heritage
Original video thumbnail: Tencent Global - Tencent Uses AI to Digitize Jingdezhen Ceramics Heritage

1. Tencent Uses AI to Digitize Jingdezhen Ceramics Heritage

Tencent Global said in an official X post: Jingdezhen, the "porcelain capital," has kept its craft traditions alive for more than a thousand years. Tencent and its heritage partners are using a multimodal AI dataset to turn. Agent products are moving from demos into real workflows, making permissions, review loops, and accountability more important. Pending updates remain directional signals until official documentation, availability details, or independent confirmation arrive.

Aitoolsfi Summary:

🤖 Cultural Digitization: Tencent is shifting from general AI research to specialized preservation of physical heritage through high-fidelity multimodal modeling.

🤖 Multimodal Datasets: The project leverages proprietary ceramic craft data to build a digital twin ecosystem for traditional manufacturing techniques.

🧭 Heritage Tech: This initiative signals a broader trend of using generative models to secure intangible cultural assets against industrial obsolescence.

Source: Tencent Global

2. MiniMax Launches Intelligence in the Open Research Series

MiniMax said in an official X post: Register here -> Link Intelligence in the Open — Edition 01: Reasoning, Evaluation & Long-Horizon Agents · Luma Intelligence in the Open is a recurring MiniMax research. Agent products are moving from demos into real workflows, making permissions, review loops, and accountability more important. Pending updates remain directional signals until official documentation, availability details, or independent confirmation arrive.

Original image: MiniMax - MiniMax Launches Intelligence in the Open Research Series
Original image: MiniMax - MiniMax Launches Intelligence in the Open Research Series
Aitoolsfi Summary:

🤖 Research Pivot: MiniMax is shifting its public focus toward the technical hurdles of long-horizon reasoning and complex task evaluation.

🤖 Series Framework: The new research series establishes a recurring publication cycle to dissect the mechanics of multi-step model execution.

🧭 Performance Benchmarking: This initiative signals a move toward standardized evaluation metrics for models tasked with sustained, complex workflows.

Source: MiniMax

3. Perplexity Launches CLI for Coding Agents

Perplexity said in an official X post: The Perplexity CLI is now available, giving coding agents the ability to search the web. Copy this to your agent to get set up: "Read: and install this skill.". Agent products are moving from demos into real workflows, making permissions, review loops, and accountability more important. Pending updates remain directional signals until official documentation, availability details, or independent confirmation arrive.

Original video thumbnail: Perplexity - Perplexity Launches CLI for Coding Agents
Original video thumbnail: Perplexity - Perplexity Launches CLI for Coding Agents
Aitoolsfi Summary:

🤖 Search Integration: Perplexity is shifting from a consumer search interface to a functional backend utility for automated coding environments.

🤖 CLI Architecture: The new command-line interface allows external coding agents to trigger live web queries directly through a simple installation command.

🧭 Developer Workflow: This move signals a broader industry transition toward embedding real-time research capabilities directly into local developer toolchains.

Source: Perplexity

4. Runway Launches New AI Creative Agent Platform

Runway said in an official X post: Try it now: app. Link Runway Everything you need to make anything you want. app. Agent products are moving from demos into real workflows, making permissions, review loops, and accountability more important. Pending updates remain directional signals until official documentation, availability details, or independent confirmation arrive.

Original image: Runway - Runway Launches New AI Creative Agent Platform
Original image: Runway - Runway Launches New AI Creative Agent Platform
Aitoolsfi Summary:

🤖 Agent workflow: For Runway workflow integrations, agents are moving closer to real workflows where permissions, handoffs, and review loops define usefulness.

🤖 Workflow integration: For Runway workflow integrations, agent products are moving from demos into real workflows, making permissions, review loops, and accountability more important.

🧭 Control boundary: For Runway workflow integrations, pending updates remain directional signals until official documentation, availability details, or independent confirmation arrive.

Source: Runway

5. Runway Launches Natural Language Workflows for AI Agents

Runway said in an official X post: Runway Launches Natural Language Workflows for AI Agents. Agent products are moving from demos into real workflows, making permissions, review loops, and accountability more important. Pending updates remain directional signals until official documentation, availability details, or independent confirmation arrive.

Original video thumbnail: Runway - Runway Launches Natural Language Workflows for AI Agents
Original video thumbnail: Runway - Runway Launches Natural Language Workflows for AI Agents
Aitoolsfi Summary:

🤖 Runway agent workflow: For Runway workflow integrations, agents are moving closer to real workflows where permissions, handoffs, and review loops define usefulness.

🤖 Runway workflow integration: For Runway workflow integrations, agent products are moving from demos into real workflows, making permissions, review loops, and accountability more important.

🧭 Runway control boundary: For Runway workflow integrations, pending updates remain directional signals until official documentation, availability details, or independent confirmation arrive.

Source: Runway

6. Bluesky’s AI assistant Attie expands into an open social research tool

TechCrunch reports: Users can now ask Attie questions about news, trends, and conversations on Bluesky and other apps on the AT Protocol. Agent products are moving from demos into real workflows, making permissions, review loops, and accountability more important. Pending updates remain directional signals until official documentation, availability details, or independent confirmation arrive.

Original image: TechCrunch - Bluesky’s AI assistant Attie expands into an open social research tool
Original image: TechCrunch - Bluesky’s AI assistant Attie expands into an open social research tool
Aitoolsfi Summary:

🤖 TechCrunch agent workflow: For Bluesky’s AI assistant Attie expands into an open social research tool, agents are moving closer to real workflows where permissions, handoffs, and review loops define usefulness.

🤖 TechCrunch workflow integration: For Bluesky’s AI assistant Attie expands into an open social research tool, agent products are moving from demos into real workflows, making permissions, review loops, and accountability more important.

🧭 TechCrunch control boundary: For Bluesky’s AI assistant Attie expands into an open social research tool, pending updates remain directional signals until official documentation, availability details, or independent confirmation arrive.

Source: TechCrunch

Summary

MiniMax shows a market moving past novelty and into operational pressure. The most important AI updates now sit around deployment boundaries: who can access a model, which tools an agent can call, how performance is measured in real tasks, and whether the business case is strong enough to justify production use.