IDX Retail Flow & Institutional Accumulation AI Analytics

The Ethereum treasury firm is closing in on its 5% accumulation goal as Lee points to a rising ETH-BTC ratio and institutional demand.

Agent skills package specialized knowledge and workflows into reusable resources that extend AI agent capabilities. Recent work automatically discovers such skills from agent experience, which enables agents to progressively adapt through interaction. However, the insights that guide skill development typically remain scattered across optimization histories, limiting their systematic reuse across iterations. We introduce WikiSkill, a framework that co-evolves agent skills with a persistent knowledge base (wiki). At a high level, WikiSkill separates raw execution experience, accumulated knowledge, and executable skills, while continuously consolidating experience into the wiki, which subsequent skill updates can build on. Across diverse benchmarks and models, WikiSkill consistently outperforms state-of-the-art skill-evolution methods and improves over no-skill baselines in most model-benchmark settings. We find that skill evolution complements model scaling: larger models generally benefit more from evolved skills, while smaller models with skills can outperform substantially larger models without them. We also find that evolved skills transfer effectively across models and model families, and skills evolved by other models can outperform self-evolved skills. Finally, our ablation studies confirm that persistent knowledge accumulation in the wiki is critical for effective skill evolution. These results demonstrate the benefits of systematically accumulating and refining agent experience for developing reusable and transferable skills.

Spot bitcoin ETFs pulled in $606 million on Aug. 20 and ether funds $221 million, both bigger than the prior day, confirming the institutional bid behind bitcoin's run.

The protocol pioneered decentralized finance lending, but assets locked have tumbled from a peak five years ago. Now it's looking to attract institutions after retail traders lost interest.

The digital asset manager's CIO says large capital pools control up to $200 trillion globally, and just a 1% shift toward bitcoin could unlock massive long-term growth.

This study empirically analyzed generative AI as an emerging discovery pathway to academic library resources. Utilizing web analytics from August 2023 to October 2025, the research identifies a significant increase in AI-mediated traffic, particularly following the integration of linked citation features. Referral analysis identified ChatGPT, Perplexity, and Gemini as the primary platforms driving this traffic. A substantial portion of users reached the institutional repository, primarily accessing electronic theses and dissertations. This pattern suggests that AI retrieval mechanisms effectively surface resources with structured metadata and stable permalinks that are Open Access and freely available. The results illustrate how AI ecosystems currently expose library resources and underscore the need for continued analysis and a strategic response to the evolving AI landscape.

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IDX30 resmi berubah mulai 3 Agustus 2026. DEWA masuk menggantikan PTBA, disertai penyesuaian bobot saham bank besar. Simak dampaknya.

IDX Composite (IHSG) Foreign Volume Analysis