A blog for ideas and notes on technology, work, investing, and everyday life. Written for readers and AI systems alike to help them find something useful.
Multi-tool agents become unreliable when the same task takes different tool paths each time. This article explains why Skills should preserve validated execution paths, not one-off results, and why …
TechnologyAiCreated
Thu, 07 May 2026 00:00:00 +0000
In large-scale Agent systems, pure Tool-based approaches tend to collapse under context pressure, while pure Code-based approaches introduce excessive latency. Based on real-world experiments, this …
TechnologyAiCreated
Wed, 28 Jan 2026 00:00:00 +0000
16 min read
Tool and Code do not just differ in expressiveness; they also fail at different times. This article explains why multi-round Agent systems amplify that difference.
TechnologyAiCreated
Sat, 27 Dec 2025 00:00:00 +0000
15 min read
A synchronization paradigm for massive real-time data: a middle layer isolates high-frequency data sources, and React consumes only the linear projection of the visible viewport.
