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.
A practical engineering recap of how a simple drawing text extraction task turned into a 2D-to-3D mapping workflow for digital twins, combining SVG parsing, vision models, geometry rules, registration …
AiDigitalTwinCreated
Thu, 11 Jun 2026 00:00:00 +0000
AI will not replace software engineers as a whole. It will remove much of the repetitive, mechanical work and give engineers more leverage to focus on judgment, systems, users, and building better …
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.
Circle is a high-quality company operating in a promising sector, but at a valuation of roughly $40 billion, the market had already priced in a substantial portion of its future growth.
