AI
AI Startup Playbook 2025: A Founder/CTO’s Insights from AI Engineer World’s Fair
- Context is everything (your new intellectual property).
- MCP is everywhere (B2A economy).
- Make your sites easier for LLMs to understand.
- Engineering team = agents + humans.
- Engineers are orchestrators that focus on systems thinking and problem decomposition.
- (Personally, I take the hype around AI — agentic or otherwise — with a grain of salt. I’m wary of people that say “X is dead” and present no downsides to a new approach. Also, it seems most of the buzz in AI is around what I’ll call non-enterprise companies. One solution does not fit all.)
AI Is Making the Workplace Empathy Crisis Worse
- When things are uncertain is where empathy and human connection are needed most
- Empathy among top leaders is being treated as a “nice to have”
- Using AI tools that seem empathetic is “empathy-washing” — a nice but hollow gesture
- Nearly half of GenZ employees received better career advice from ChatGPT than from their boss
- LLMs are products not people, and there are real dangers of tech companies using LLMs weaponizing empathy to manipulate or addict people
How Microsoft Developers Use AI in Real-World Coding
- Vibe coding is for throwaway tools and one-offs; not for longevity
- Give me possible solutions, not one answer
- Take advantage of LLMs being trained on research: Recommend 20 regex engine optimizations
- Be concrete about what you want
- Use it as a rubber duck
- Have it create lots of documentation which you edit down
- Automate trivial things that you could do but don’t want to do
- How can I make this more computationally efficient?
- I’ve made 2 changes. Do the rest in that manner.
- Take a troubleshooting email and ask Copilot to find the error in the code
- (They use Claude)
- Assign Copilot Coding Agent to things that are low priority to keep issues from aging
- (Fair amount of sloppy presentation — scrolling through massive LLM responses, GitHub issues, and PRs; presenters can’t seem to operate presentation tech; got lost in the nerdy weeds that aren’t relevant to the topic; laughing at code written by previous developers that they don’t know and also aren’t around anymore)
Change Management
How to Successfully Drive Change When Everything is Uncertain
- “Times of major change present the best opportunities to make changes that stick on the personal front.” People are most receptive to break/form habits when everything is already changing.
- Select a shovel-ready idea (i.e., well-planned and ready for strong execution), then reframe the idea to show how it addresses an immediate problem and has long-term value.
- Speed matters.
- Size matters — the typical approach of small tests/pilots is for when things are stuck in status quo. (You still need a plan and to acknowledge risk.)
- “The greatest danger in times of turbulence is not the turbulence itself, but to act with yesterday’s logic.”