Either something exists now that did not exist before, or it does not. A simple test for whether work actually happened, and what changes when you build your systems so they can’t record anything else.
How to manage content for multiple clients without their voices blurring into one house style: a workspace and a voice profile per client, batchable stages, and approval buffers.
Why does AI writing sound generic? Because the model has none of your perspective, examples, constraints, or stakes to work with. The fix is interview-first, not better adjectives.
How to train AI to write in your voice isn’t a prompt trick. It’s a system: writing samples, interview answers, keep/avoid lists, revision loops, and approval gates.
A practical pattern for running Tailscale and NordVPN together, plus the larger question it exposed: private networks need explicit exit profiles, not one vague VPN toggle.
Twenty-five years ago I stood under color-true lamps at 2 a.m., loupe in hand, waiting on the 50th spread. This month an open-source compiler handed me the thing Pantone only ever promised.
I spent 20 years running consulting engagements at Fortune 500 companies. Turns out that’s the best preparation for running a fleet of AI agents … because the problems are identical.
We run a twelve-session AI fleet that coordinates through an IRC breakroom. A friend asked: why are you making AI agents act like humans? The answer turned out to be more interesting than the question.