Latest posts
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BOL 2026 Data Strategy
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.
Core Idea¶
The strategy leverages a 2026 convergence window — FATF mutual evaluation pressure, PDPA enforcement, and reduced AI build …
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Claude Code Analytics Automation
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.Core Idea¶
The Claude admin console tracks lines of code generated per team member (MTD reset). A …
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Context Engineering vs Prompt Engineering
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. "Context engineering" is the discipline of managing what information enters the model's context window, and it matters more than prompt wording in agentic workflows.
Why …
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Daily Journal — 2026-05-23
Freewrite¶
A productive Saturday working across AI tooling, design review, and personal knowledge systems. The day started with CTO brief pipeline work and Hermes configuration, then closed with a thorough Figma review of the M-Flow app — analyzing the member user journey, generating a Speckit epic spec, and surfacing design improvement …
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Weekly Review — 2026-W21
Week of Mon 18 – Sun 24 May, 2026¶
Summary¶
A highly productive week focused on three converging themes: building out automated personal tooling (PKM system reaching full maturity, analytics pipeline automated), strategic planning (BOL 2026 platform strategy review, Sprint 24 kick-off), and systematising team intelligence capture (Claude Code analytics daily …
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Cloud VM vs Local Machine for Always-On AI Agents
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. A cloud VM at $5–10/month solves this with near-zero maintenance and is the right long-term infrastructure …
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Daily Journal — 2026-05-22
Freewrite¶
A planning and tooling day. Most energy went into comparing AI tool costs and thinking about the Hermes agent fleet — two topics that keep coming back. Also resolved a loose end on the daily news brief email by adding source links, and got more clarity on the Composio Microsoft …
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Hermes Fleet as Life OS — Specialized Agents Per Domain Rather Than One Generalist
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. Each specialist accumulates domain-specific MEMORY.md context without contaminating the others. The fleet is coordinated by a Commander …
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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. Claude Code Team only …
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Daily Journal — 2026-05-21
Freewrite¶
A technical-leaning day split between infrastructure decisions, product thinking, and integration tooling. Explored the rapidly evolving Claude Code autonomous dev landscape — the stack has moved on significantly from GSD + autonomous-dev toward newer options like Superpowers and oh-my-claudecode. Also revisited the CreditX concept, picked up a quick reference on Keycloak …
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