Meta tags:
description=From a degree in theology to a server room that never sleeps. I am a founder, operator, and systems builder with one throughline: turning AI from theory into work that actually runs in companies I own;
keywords=software development, engineering, rails, javascript, ruby;

Headings (most frequently used words):

the, is, model, what, it, of, not, who, owns, make, wrong, nabbil, khan, dev, community, don, ask, did, prefer, loud, bugs, quota, picked, most, says, no, nobody, asked, card, said, ai, tools, an, agent, can, use, zero, score, write, your, exceptions, down, row, clock, watching, or, working, underpowered, tests, lie, trust, calculator, signup, form, witness, number, that, never, existed, rollback, deleting, link, answer, cheap, fake, impossible, hosting, owning, green, timestamp, bug, was, in, grader, fork, works, book, answers, rigor, budget, badges, writing, debut,

Text of the page (most frequently used words):
#nabbil (80), khan (80), the (32), comment (27), comments (27), follow (27), min (26), read (26), add (24), jul (22), dev (13), model (8), and (7), healthcare (7), that (5), your (5), community (4), wrong (4), aiagents (4), what (4), not (4), make (4), workforcedevelopment (4), who (4), owns (4), software (3), use (3), adtech (3), medicalbilling (3), marketing (3), never (3), advertising (3), evals (3), machinelearning (3), sep (3), writing (3), create (2), account (2), log (2), with (2), 2026 (2), policy (2), about (2), rigor (2), budget (2), aiagentoperations (2), book (2), answers (2), professionalservices (2), fork (2), works (2), bug (2), was (2), grader (2), green (2), timestamp (2), hosting (2), owning (2), compliance (2), fake (2), impossible (2), answer (2), cheap (2), healthcarerevenuecycle (2), rollback (2), deleting (2), link (2), crossindustry (2), number (2), existed (2), witness (2), signup (2), form (2), aisystems (2), trust (2), calculator (2), underpowered (2), tests (2), lie (2), watching (2), working (2), clock (2), row (2), write (2), exceptions (2), down (2), zero (2), score (2), tools (2), agent (2), can (2), card (2), said (2), nobody (2), asked (2), aug (2), most (2), says (2), quota (2), picked (2), prefer (2), loud (2), bugs (2), don (2), ask (2), did (2), post (2), close (2), sharing (2), work (2), nabbilkhan (2), website (2), joined (2), from (2), search (2), place, where, coders, share, stay, date, grow, their, careers, made, love, 2016, ruby, rails, built, powers, other, inclusive, communities, open, source, forem, terms, privacy, code, conduct, mlh, shop, free, postgres, database, contact, showcase, organization, accounts, advertise, help, education, tracks, videos, challenges, home, space, discuss, keep, development, manage, career, loading, webmarketing, process, webinfrastructure, runbooks, reuse, medicarertmcompliance, healthcaredenialmanagementai, localllmtrainingandeval, verification, voiceai, ownership, aiinfrastructure, pharmaandbiotechevents, aioperations, agentautonomy, rewrites, enterprisesaas, revenuecyclemanagement, deterministicpipelines, crossindustrypatterns, publishing, criticalpath, automation, waterfeaturesandlandscaping, constructionestimating, marketinganalytics, abtesting, design, constructionsoftware, scheduling, govtech, dataauthority, developertooling, pharmacyeducation, nonprofitweb, pharma, determinism, consulting, aitooling, agentinfrastructure, proposalsandrfps, pharmaservices, aievals, b2bsales, agentdesign, reaction, aireliability, tags, followed, tag, written, posts, published, awarded, for, first, continue, earn, week, streak, badge, debut, badges, more, info, github, https, com, personal, chicago, location, degree, theology, server, room, sleeps, founder, operator, systems, builder, one, throughline, turning, theory, into, actually, runs, companies, own, user, actions, powered, algolia, navigation, menu, skip, content,

Text of the page (random words):
nabbil khan dev community skip to content navigation menu search powered by algolia search log in create account dev community close follow user actions nabbil khan from a degree in theology to a server room that never sleeps i am a founder operator and systems builder with one throughline turning ai from theory into work that actually runs in companies i own location chicago il joined joined on jul 18 2026 personal website https nabbilkhan com github website more info about nabbilkhan badges writing debut awarded for writing and sharing your first dev post continue sharing your work to earn the 4 week writing streak badge close post 26 posts published comment 0 comments written tag 5 tags followed don t ask the model what it did nabbil khan nabbil khan nabbil khan follow sep 28 don t ask the model what it did ai machinelearning aireliability healthcare 1 reaction comments add comment 4 min read prefer loud bugs nabbil khan nabbil khan nabbil khan follow sep 14 prefer loud bugs ai machinelearning agentdesign b2bsales comments 1 comment 4 min read the quota picked the model nabbil khan nabbil khan nabbil khan follow sep 7 the quota picked the model ai machinelearning aiagents evals comments add comment 4 min read most of it says no nabbil khan nabbil khan nabbil khan follow aug 17 most of it says no aievals aisystems pharmaservices proposalsandrfps comments add comment 4 min read nobody asked the model nabbil khan nabbil khan nabbil khan follow aug 10 nobody asked the model advertising agentinfrastructure aitooling evals comments add comment 4 min read the card said ai nabbil khan nabbil khan nabbil khan follow jul 27 the card said ai compliance consulting determinism pharma comments add comment 4 min read tools an agent can t use nabbil khan nabbil khan nabbil khan follow jul 20 tools an agent can t use aiagents crossindustry nonprofitweb pharmacyeducation comments add comment 3 min read zero is not a score nabbil khan nabbil khan nabbil khan follow jul 19 zero is not a score advertising aiagentoperations developertooling evals comments add comment 4 min read write your exceptions down nabbil khan nabbil khan nabbil khan follow jul 18 write your exceptions down aiagents marketing policy ai comments add comment 4 min read who owns the row nabbil khan nabbil khan nabbil khan follow jul 18 who owns the row dataauthority govtech workforcedevelopment ai comments add comment 4 min read who owns the clock nabbil khan nabbil khan nabbil khan follow jul 18 who owns the clock healthcare scheduling workforcedevelopment ai comments add comment 4 min read watching or working nabbil khan nabbil khan nabbil khan follow jul 18 watching or working constructionsoftware design healthcare marketing comments add comment 4 min read underpowered tests lie nabbil khan nabbil khan nabbil khan follow jul 18 underpowered tests lie abtesting advertising marketinganalytics ai comments add comment 4 min read trust the calculator nabbil khan nabbil khan nabbil khan follow jul 18 trust the calculator aisystems constructionestimating medicalbilling waterfeaturesandlandscaping comments add comment 4 min read the signup form nabbil khan nabbil khan nabbil khan follow jul 18 the signup form automation criticalpath professionalservices publishing comments add comment 4 min read the model is a witness nabbil khan nabbil khan nabbil khan follow jul 18 the model is a witness crossindustrypatterns deterministicpipelines healthcarerevenuecycle medicalbilling comments add comment 4 min read the number that never existed nabbil khan nabbil khan nabbil khan follow jul 18 the number that never existed adtech crossindustry healthcare revenuecyclemanagement comments add comment 4 min read rollback is deleting a link nabbil khan nabbil khan nabbil khan follow jul 18 rollback is deleting a link enterprisesaas healthcarerevenuecycle rewrites workforcedevelopment comments add comment 4 min read make the wrong answer cheap nabbil khan nabbil khan nabbil khan follow jul 18 make the wrong answer cheap agentautonomy aioperations pharmaandbiotechevents workforcedevelopment comments add comment 4 min read make the fake impossible nabbil khan nabbil khan nabbil khan follow jul 18 make the fake impossible compliance healthcare marketing ai comments add comment 4 min read hosting is not owning nabbil khan nabbil khan nabbil khan follow jul 18 hosting is not owning aiinfrastructure medicalbilling ownership voiceai comments add comment 4 min read green is a timestamp nabbil khan nabbil khan nabbil khan follow jul 18 green is a timestamp adtech healthcare verification ai comments add comment 4 min read the bug was in the grader nabbil khan nabbil khan nabbil khan follow jul 18 the bug was in the grader localllmtrainingandeval healthcaredenialmanagementai medicarertmcompliance ai comments add comment 4 min read fork what works nabbil khan nabbil khan nabbil khan follow jul 18 fork what works aiagents professionalservices reuse ai comments add comment 4 min read a book of wrong answers nabbil khan nabbil khan nabbil khan follow jul 18 a book of wrong answers aiagentoperations runbooks webinfrastructure ai comments 1 comment 4 min read rigor is a budget nabbil khan nabbil khan nabbil khan follow jul 18 rigor is a budget adtech healthcare process webmarketing comments add comment 4 min read loading dev community a space to discuss and keep up software development and manage your software career home dev challenges dev videos dev education tracks dev help advertise on dev organization accounts dev showcase about contact free postgres database dev shop mlh code of conduct privacy policy terms of use built on forem the open source software that powers dev and other inclusive communities made with love and ruby on rails dev community 2016 2026 we re a place where coders share stay up to date and grow their careers log in create account