Claude Opus 4.8 in-depth interpretation: Signals behind agent capability leap, dynamic workflow and 100 billion valuation

2026 5 28 ，Anthropic Claude Opus 4.8 ， $650 H （ $9650 ）。Opus 4.8 —— AI Agent Effort Control（）、Dynamic Workflows（）、 Fast Mode Opus 4.7 1/3。，Anthropic Opus Mythos ，。

• 2026-05-28
• AI Agent 、Claude Code 、
• Opus 4.8 Agent ， Effort Control
• $650 H ， $9650 ， Micron、Samsung、SK hynix
• Mythos Opus

5 28 ，Anthropic ，。

****Claude Opus 4.8 Opus ，（$5/ tokens、$25/ tokens）。——。

****$650 H AI ， $9650 。 Series G（2026 2 ） 3 。 Altimeter Capital、Dragoneer、Greenoaks ， Micron、Samsung、SK hynix 。Anthropic Amazon 5GW 、 Google/Broadcom 5GW TPU ， SpaceX 。

Effort Control

。Opus 4.8 high effort——Anthropic 。 claude.ai Claude Code effort

• /，
• ****（）Opus 4.8 effort，token Opus 4.7
• ****（extra/xhigh）， tokens
• ****（max）

，—— effort， extra。Claude Code rate limit ， effort token 。

Dynamic Workflows

Claude Code 。Dynamic Workflows（，） Claude

1. ****（）
2. **** Agent，
3. ****，

Anthropic 「——， kickoff merge，」。 Claude Code 「」「」。

WayToClawEarn ， 3 Python 2 Python 3， API ——， Claude Code + Opus 4.8 。

4

Anthropic Opus 4.8 「」（honesty）。，Opus 4.8 ，。 Agent ——「」 Agent Agent 。

，Opus 4.8 Opus 4.7 4 。「」。

Anthropic 11 ，。

• Cursor Michael TruellOpus 4.8 CursorBench ，，
• Devin CEO Scott WuOpus 4.8 Opus 4.7 「」「」，
• Databricks CTO Hanlin Tang（Genie ）Opus 4.8 PDF/， token Opus 4.7 61%
• **Cursor CursorBench **Opus 4.8 effort ，
• Hebbia CTO Aabhas SharmaOpus 4.8 Opus 4.7 ，，token

Token + 。，。

H $650

Anthropic $650 H 。 AI ， Anthropic

The introduction of a chip manufacturing giant as a strategic investor is a noteworthy signal - Anthropic is transforming from an "API service provider" to a "full-stack AI infrastructure company." Signing new 5GW-level computing contracts with Amazon and Google means that they are reserving large-scale computing power for the training and inference of Mythos-level models.

Adaptation recommendations: How AI Agent developers can leverage Opus 4.8

1. Evaluate Effort Control cost strategy

If your automated pipeline frequently calls Claude API, it is recommended to immediately test the cost-effectiveness of Opus 4.8 at different effort levels:

# Claude Code effort

# effort
claude code --model claude-opus-4-8 --effort low ""

# extra
claude code --model claude-opus-4-8 --effort extra " PR "

# max
claude code --model claude-opus-4-8 --effort max " API v1 v2"

2. Test Dynamic Workflows

If your project requires large-scale refactoring or migration (hundreds of thousands of lines of code), you can apply for the Claude Code Enterprise/Team plan to experience the research preview of Dynamic Workflows. For content automation pipelines, you can also imagine a scenario where Claude Code runs multiple sub-agents at the same time, each responsible for different content generation tasks, and finally summarizes them in a unified way - what used to take an hour can now be completed in 10 minutes.

3. Pay attention to the opening schedule of Mythos Preview

Anthropic made it clear that the Mythos-level model will be available to all customers "in the coming weeks." If you are building an agent that requires extremely high intelligence (such as legal document review, financial analysis, code security audit), pay close attention to the API availability of Mythos. It could lead to a greater capability boost than the Opus crossover.

4. Update SDK and API configuration

Opus 4.8's Messages API now supports embedding system messages within the messages array. This means that developers can update instructions (such as permissions, token budget, environment context) in the middle of an Agent's run without having to destroy the prompt cache.

Related extended information

• Anthropic: Introducing Claude Opus 4.8
• Anthropic: Series H
• HN ：1443 / 1148
• HN ：Series H

Tool entry

Tool and model names that appear naturally in the text: Claude, Claude Code, OpenAI, GPT-5.5, DeepSeek, Anthropic, n8n

Internal link guidance

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