24 Months Ago
Claude Chat · ChatGPT
AI as research surface — question and answer, ephemeral.
ReplacedGoogle searches and long reading sessions.
LearnedConversations evaporate when you close the tab. The value isn't in the answers — it's in being able to come back to the thinking.
18 Months Ago
+ Claude Chat Projects · ChatGPT Projects · Perplexity Research
AI as idea container — ideas got a home.
ReplacedScattered chat tabs and lost threads.
LearnedWithout knowing where AI was going, I was creating unique assets. Those assets only had value because they had a home.
12 Months Ago
+ Claude Chat Projects as source synthesizer
AI starts reasoning over MY sources, not just public ones.
ReplacedManual cross-referencing between my own files.
LearnedThis is when assets started compounding instead of repeating. Old work made new work more valuable, not less.
4 Months Ago
Claude Chat · Claude Cowork · Perplexity Research
AI as tool replacer — retire the legacy stack.
ReplacedExcel · Google Drive functions · parts of Notion.
LearnedMost people layer AI on top of their existing tools. The bigger move is deciding which legacy tools can die.
2 Months Ago
+ Claude Cowork (Dispatch · Scheduled Tasks · Code · Projects · Skills) · Gemini
AI as workflow operator — autonomous-with-checks, not interactive prompting.
ReplacedMe typing prompts. Me clicking through tools.
LearnedThis phase wasn't possible six months ago for non-coders. Cowork is the unlock. The shift from "AI helps me work" to "AI does work while I sleep" is technological AND operational.
1 Month Ago
Same stack, now optimized — off-peak compute · library integrations · MCP bridges
AI as critical infrastructure — backups, security, scheduling, failure modes.
ReplacedTreating AI like a productivity helper.
LearnedWhen AI moves from "I use it" to "my work runs on it," you protect it like infrastructure. Compute is a budget. Monitoring is mandatory. Failure modes are real.
The human doesn't go away — the work moves.
Capture and enrichment friction drops to near zero. Editorial judgment, voice, taste — those stay mine. I do less typing and more deciding.
Set-it-and-forget-it is a lie.
I'm in the workflow every day. Last week the save flow on my capture tool broke silently for three days. I caught it because I was using it, not because the system told me. The automation works because someone is paying attention to where it breaks.
Compute costs real money.
Off-peak scheduling is a discipline. Treat your AI infrastructure like any other budget. Allocate it on purpose.
