Writing on infrastructure, AI, Apple deployments, networking, and the operational layer underneath it all. Short, opinionated, from the people doing the work.
Most AI feature launches skip the evaluation step entirely. They demo well, ship, and quietly hallucinate at customers. The eval doesn't have to be fancy. It does have to exist.
Killing a feature is harder than shipping one. Three signs it's time, and a small script for telling the customers who depended on it.
Quarterly reviews are mostly performative. Three changes turn the meeting from a slideshow into a decision-making session.
Smart contracts are public, immutable, and irreversible. The audit isn't a nice-to-have. It's the only check between your code and a permanent exploit.
Thirty years of "longer, more complex, rotated more often" produced sticky notes and password reuse. The actual move in 2026 is to stop typing passwords altogether.
"The Wi-Fi is slow" is a symptom, not a diagnosis. Nine times out of ten, the actual problem is upstream — and replacing the access points solves nothing.
By the time you're at ten Macs in a small business, the "do it twice" approach has become a part-time job for whichever team member is least bad at IT. There's a name for the alternative.
Founders carry the roadmap in their heads. The team executes against guesses. Three months in, everyone is doing slightly different work toward slightly different goals.
When email stops, when the site goes down, when SSO mysteriously fails — there's a better-than-even chance the root cause is a DNS record nobody is paying attention to.
The agents that work in production tend to start tiny — one task, one human in the chair next to them, a tight feedback loop. The flashy demo can come after.
Most customer interviews are unfalsifiable. Three questions turn an unfalsifiable conversation into something the team can actually do.
Your firewall stops external attackers. The vendors you grant access to do not have to attack you to cause damage — they just have to be themselves.
Web3 products that win are the ones that make the wallet invisible. Everyone else is shipping a credential prompt as a product.
Most small businesses won't have a dedicated incident response team. The playbook still works — it's just shorter.
When you can't run new cable cheaply, the network ages around it. The fifteen minutes of planning before the build saves five years of retrofit.
The new hire opens the laptop. Signs in with their email. Walks away for fifteen minutes. The Mac configures itself. No IT call.
The technology debt you can see is the easy kind. The dangerous kind is hidden in vendor relationships, license assumptions, and the dependency you stopped reading the changelog for.
Most monitoring projects fail the same way: every metric, no priorities, no signal. The fix is fewer alerts, ruthlessly tuned.
Picking the right LLM is more about your evaluation pipeline than about any single model's benchmarks. The model you can swap is more valuable than the model you can't.
Every yes is a no to something else. The most useful column on a roadmap is the one labeled "things we've explicitly decided not to build right now."
The first useful step in automation isn't writing code. It's writing down what the manual process actually is — and discovering nobody agrees.
Tokenomics is just an economic model wearing a costume. The same questions you'd ask of any new currency apply — and most projects fail to answer them.
Forcing people to change their password every 90 days makes them write it down. NIST quietly dropped the recommendation eight years ago.
Enterprise-grade networking equipment that doesn't bill you per port per year. The honest pros and cons for a small office.
ABM is free and takes half an hour to set up. The companies running Macs without it are inventing problems Apple already solved.
The build-vs-buy debate is usually a vibes argument. A simple framework — three questions — keeps it from going in circles.
The script broke 11 months ago. The daily success email kept arriving. The backup file is 4 bytes. We've seen this exact thing more than once.
Off-the-shelf chatbots hallucinate when asked about your business. The fix isn't a better model — it's retrieval, the plumbing around the model.
The big launch day is mostly mythology. The launches that succeed start small — internal users, then friendlies, then quietly to everyone else.
Most dashboards are unloved — built by someone who's left, populated with metrics from a previous pivot. The ones that get used share three properties.
The 2025 Web3 conversation isn't "should we build on it?" — it's much smaller, more boring, more answerable: should we accept stablecoin payments from international customers?
Security at a 50-person company doesn't need to be exotic. It needs to be present. Here's the short list, in order of leverage.
The combo box your ISP gave you is one device pretending to be four. None of the four is good at its job, and the office figures it out by month three.
Four years in, the M-series chips changed what a laptop is for. The team that used to need three machines per person now needs one.
In a slow-growth year, the wrong things get cut: the operational layer that keeps the business alive, while the optimistic projects that aren't earning their keep stay funded.
Boring tech has a quiet superpower: when something breaks at 2 AM, somebody else has already hit your problem and written down the fix.
For most mid-sized businesses, 2025 isn't going to be the year of AI adoption — it's going to be the year of AI audit. The tools have already arrived. Nobody's counted them yet.
