Folder: evergreen
10 items under this folder.
Agentic Cost Control Core Idea Token tracking alone is insufficient for cost control in agentic AI systems.
AI Coding Stack 2026 Core Idea Different AI coding tools have distinct sweet spots in 2026.
API Keys vs OAuth — Inference-Only vs Identity+Session Layer An API key and an OAuth token are not interchangeable credentials.
BOL 2026 Data Strategy BOL (Business Online PCL) 9-month platform modernisation roadmap to transform from a legacy data provider into a deployable Intelligent Data Platform targeting Thai banks and government agencies.
Claude Code Analytics Automation Daily automated extraction of Claude Code “Lines this month” per team member from claude.ai/analytics/claude-code, saved as a dated CSV and delivered as a Gmail draft summary.
Cloud VM vs Local Machine for Always-On AI Agents Core Idea Running AI agent scheduled tasks on a local machine is convenient but unreliable — sleep, reboots, and closed apps silently miss runs.
Context Engineering vs Prompt Engineering Core Idea The dominant failure mode in production AI systems is not a bad prompt — it is bad context assembly.
Hermes Fleet as Life OS — Specialized Agents Per Domain Rather Than One Generalist Core Idea A fleet of specialized Hermes agents — one per life domain — outperforms a single generalist Hermes over time.
- MiniMax Is Cost-Optimal for Solo AI Workflow Testing — Claude Code Team Only Makes Sense at 5+ Seats
MiniMax Is Cost-Optimal for Solo AI Workflow Testing — Claude Code Team Only Makes Sense at 5+ Seats Core Idea For solo developers or small teams (1–4 people) testing and building AI workflows, MiniMax Ultra-Highspeed is significantly cheaper and more flexible than Claude Code Team Premium.