Meta tags:
description= Developer. Building local AI setups, Telegram bots, and smartwatch apps.;
keywords= software development, engineering, rails, javascript, ruby;
Headings (most frequently used words):
my, ai, here, built, what, that, for, and, the, to, local, with, why, actually, how, agents, in, cloud, agent, an, happened, of, dev, no, telegram, models, run, from, automated, projects, ollama, real, workflow, mac, mini, llms, gpu, months, it, work, bot, live, this, week, stack, first, month, replaced, broke, blog, honest, breakdown, personal, knows, rag, zero, stock, on, garmin, watch, everything, me, running, 50, lines, python, ditched, income, lab, every, one, setup, check, instead, stopped, content, charts, monkey, gave, changed, now, they, moved, do, face, learned, entire, 24, dead, simple, api, gateway, rented, out, passive, after, hours, posts, self, cost, use, as, devops, dashboard, web, ui, vpn, just, works, side, tool, expanded, rental, fleet, cards, earnings, machine, divide, between, windows, pc, ubuntu, box, coding, model, router, picks, right, task, you, should, too, locally, sam, hartley, community, spent, 23, overnight, limits, held, alerts, didn, scheduled, ran, 40, times, did, nothing, assertion, fixed, timeout, means, rule, makes, approval, gates, paper, trading, went, guardrail, added, circuit, breaker, caught, three, outages, cron, job, double, fired, placed, same, order, twice, postmortem, don, vibe, new, anymore, 30, minute, eval, get, frontier, quality, output, are, 10x, smaller, chasing, newest, llm, all, turned, homelab, into, factory, not, stopping, wanted, time, had, other, plans, memory, health, monitor, tell, when, re, dying, nvidia, apple, silicon, then, back, asking, chatgpt, saved, 000, year, numbers, morning, briefing, before, email, daily, busywork, team, while, sleep, subscriptions, hosted, each, personality, improved, writes, articles, funding, hobby, assistant, lives, taught, your, own, server, later, idea, deployed, worked, differently, let, build, take, vs, apis, comparison, 2026, ideas, make, money, few, these, myself, custom, sparklines, openai, free, badges, writing, debut,
Text of the page (most frequently used words):
sam (164), #hartley (164), comments (61), follow (55), min (54), read (54), here (50), comment (49), built (37), add (35), selfhosted (31), what (30), and (29), that (25), ollama (25), for (25), the (24), with (21), dev (21), agents (21), local (21), automation (19), how (16), telegram (16), actually (16), why (16), cloud (15), python (15), productivity (14), devops (13), happened (12), agent (12), reaction (11), gpu (11), jul (11), rag (10), jun (10), mar (9), garmin (9), llm (9), run (8), projects (8), automated (8), workflow (8), mac (8), mini (8), llms (8), real (8), months (8), from (8), models (8), sep (8), first (7), week (7), work (7), aug (7), ditched (6), watch (6), live (6), stock (6), reactions (6), bot (6), personal (6), knows (6), zero (6), running (6), income (6), month (6), honest (6), everything (6), broke (6), lab (6), every (6), may (6), replaced (6), stack (6), breakdown (6), blog (6), lines (6), this (6), use (5), your (5), cost (5), coding (5), posts (5), content (5), community (4), 2026 (4), locally (4), face (4), learned (4), entire (4), passiveincome (4), rented (4), out (4), passive (4), after (4), dashboard (4), web (4), vpn (4), just (4), works (4), expanded (4), rental (4), fleet (4), cards (4), earnings (4), apr (4), side (4), homelab (4), machine (4), divide (4), between (4), windows (4), ubuntu (4), box (4), model (4), router (4), picks (4), right (4), task (4), you (4), should (4), too (4), tool (4), hours (4), changed (4), self (4), writing (4), gave (4), setup (4), check (4), now (4), dead (4), simple (4), api (4), gateway (4), charts (4), monkey (4), stopped (4), one (4), moved (4), they (4), instead (4), software (3), other (3), free (3), tutorial (3), connectiq (3), sideprojects (3), nvidia (3), postmortem (3), create (2), account (2), log (2), about (2), development (2), openai (2), wearables (2), custom (2), sparklines (2), bots (2), ideas (2), make (2), money (2), few (2), these (2), myself (2), apis (2), comparison (2), let (2), build (2), take (2), worked (2), differently (2), idea (2), deployed (2), later (2), own (2), server (2), assistant (2), lives (2), taught (2), funding (2), hobby (2), devto (2), writes (2), articles (2), each (2), personality (2), improved (2), subscriptions (2), hosted (2), team (2), while (2), sleep (2), daily (2), busywork (2), morning (2), briefing (2), before (2), email (2), chatgpt (2), saved (2), 000 (2), year (2), numbers (2), crypto (2), asking (2), apple (2), silicon (2), then (2), back (2), monitoring (2), health (2), monitor (2), tell (2), when (2), dying (2), memory (2), wanted (2), time (2), had (2), plans (2), turned (2), into (2), factory (2), not (2), stopping (2), buildinginpublic (2), all (2), chasing (2), newest (2), get (2), frontier (2), quality (2), output (2), are (2), 10x (2), smaller (2), don (2), vibe (2), new (2), anymore (2), minute (2), eval (2), cron (2), job (2), double (2), fired (2), placed (2), same (2), order (2), twice (2), added (2), circuit (2), breaker (2), caught (2), three (2), outages (2), paper (2), trading (2), went (2), guardrail (2), timeout (2), means (2), rule (2), makes (2), approval (2), gates (2), scheduled (2), ran (2), times (2), did (2), nothing (2), assertion (2), fixed (2), spent (2), overnight (2), limits (2), held (2), alerts (2), didn (2), post (2), close (2), sharing (2), joined (2), search (2), place, where, coders, share, stay, date, grow, their, careers, made, love, 2016, ruby, rails, powers, inclusive, communities, open, source, forem, terms, privacy, policy, code, conduct, mlh, shop, postgres, database, contact, showcase, organization, accounts, advertise, help, education, tracks, videos, challenges, home, space, discuss, keep, manage, career, loading, monkeyc, webdev, codex, infrastructure, opensource, architecture, applesilicon, promptengineering, machinelearning, tags, followed, tag, written, published, awarded, continue, earn, streak, badge, debut, badges, more, info, samhartley_dev, developer, building, setups, smartwatch, apps, user, actions, powered, algolia, navigation, menu, skip,
Text of the page (random words):
bout samhartley_dev 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 54 posts published comment 0 comments written tag 8 tags followed my agent spent 23 overnight here s why my limits held and my alerts didn t sam hartley sam hartley sam hartley follow sep 25 my agent spent 23 overnight here s why my limits held and my alerts didn t agents cloud llm monitoring comments add comment 7 min read my scheduled agent ran 40 times and did nothing here s the assertion that fixed it sam hartley sam hartley sam hartley follow sep 23 my scheduled agent ran 40 times and did nothing here s the assertion that fixed it ai devops python automation 3 reactions comments 5 comments 6 min read timeout means no the one rule that makes ai agent approval gates actually work sam hartley sam hartley sam hartley follow sep 21 timeout means no the one rule that makes ai agent approval gates actually work ai python automation devops comments add comment 6 min read my paper trading bot went live this week here s the guardrail stack i built first sam hartley sam hartley sam hartley follow sep 19 my paper trading bot went live this week here s the guardrail stack i built first ai python devops automation 1 reaction comments 1 comment 7 min read i added a circuit breaker to my ai agent setup it caught three outages this month sam hartley sam hartley sam hartley follow sep 15 i added a circuit breaker to my ai agent setup it caught three outages this month ai python devops automation comments 2 comments 7 min read my cron job double fired and placed the same order twice here s my postmortem sam hartley sam hartley sam hartley follow sep 13 my cron job double fired and placed the same order twice here s my postmortem python devops automation postmortem 2 reactions comments 1 comment 5 min read i don t vibe check new local models anymore i run this 30 minute eval instead sam hartley sam hartley sam hartley follow sep 11 i don t vibe check new local models anymore i run this 30 minute eval instead ai machinelearning ollama python comments 2 comments 5 min read how i get frontier quality output from local models that are 10x smaller sam hartley sam hartley sam hartley follow sep 10 how i get frontier quality output from local models that are 10x smaller ai promptengineering selfhosted ollama 2 reactions comments 2 comments 8 min read why i stopped chasing the newest llm and what i run instead sam hartley sam hartley sam hartley follow aug 29 why i stopped chasing the newest llm and what i run instead ai llm selfhosted ollama 2 reactions comments 1 comment 6 min read i replaced all my cloud ai with local models here s what actually broke sam hartley sam hartley sam hartley follow aug 27 i replaced all my cloud ai with local models here s what actually broke ai llm selfhosted ollama comments add comment 6 min read i automated my dev blog with local ai agents here s the honest breakdown sam hartley sam hartley sam hartley follow aug 25 i automated my dev blog with local ai agents here s the honest breakdown ai automation devto buildinginpublic comments add comment 6 min read i automated my dev blog with local ai agents here s the honest breakdown sam hartley sam hartley sam hartley follow aug 23 i automated my dev blog with local ai agents here s the honest breakdown ai automation buildinginpublic selfhosted comments add comment 6 min read i built a personal ai that actually knows my projects rag ollama zero cloud sam hartley sam hartley sam hartley follow aug 21 i built a personal ai that actually knows my projects rag ollama zero cloud ai rag ollama selfhosted comments 2 comments 5 min read how i turned my homelab into an ai content factory and why i m not stopping sam hartley sam hartley sam hartley follow aug 19 how i turned my homelab into an ai content factory and why i m not stopping ai ollama selfhosted productivity comments add comment 6 min read i wanted real time stock charts on my garmin watch monkey c had other plans sam hartley sam hartley sam hartley follow aug 1 i wanted real time stock charts on my garmin watch monkey c had other plans garmin connectiq crypto sideprojects comments add comment 5 min read i gave my ai a memory it changed everything sam hartley sam hartley sam hartley follow jul 29 i gave my ai a memory it changed everything ai rag ollama selfhosted comments add comment 5 min read i built a health monitor for my ai agents now they tell me when they re dying sam hartley sam hartley sam hartley follow jul 27 i built a health monitor for my ai agents now they tell me when they re dying ai automation monitoring selfhosted comments add comment 6 min read i moved my ai stack from nvidia to apple silicon then i moved back here s why sam hartley sam hartley sam hartley follow jul 25 i moved my ai stack from nvidia to apple silicon then i moved back here s why ai applesilicon nvidia selfhosted comments add comment 5 min read i stopped asking one ai to do everything here s what happened sam hartley sam hartley sam hartley follow jul 23 i stopped asking one ai to do everything here s what happened ai automation agents selfhosted comments add comment 5 min read i built a garmin watch face with live stock charts in monkey c here s what i learned sam hartley sam hartley sam hartley follow jul 21 i built a garmin watch face with live stock charts in monkey c here s what i learned garmin connectiq crypto wearables comments 1 comment 3 min read i built a personal ai that actually knows my projects rag ollama zero cloud sam hartley sam hartley sam hartley follow jul 19 i built a personal ai that actually knows my projects rag ollama zero cloud ai rag ollama selfhosted comments add comment 5 min read i automated my entire dev workflow with ai agents running 24 7 on a mac mini sam hartley sam hartley sam hartley follow jul 17 i automated my entire dev workflow with ai agents running 24 7 on a mac mini ai automation agents selfhosted 1 reaction comments 1 comment 5 min read i built a dead simple api gateway for my local llms in 50 lines of python sam hartley sam hartley sam hartley follow jul 16 i built a dead simple api gateway for my local llms in 50 lines of python ai python ollama selfhosted 1 reaction comments add comment 4 min read i built a dead simple api gateway for my local llms in 50 lines of python sam hartley sam hartley sam hartley follow jul 15 i built a dead simple api gateway for my local llms in 50 lines of python ai ollama selfhosted python comments add comment 4 min read i ditched chatgpt for local llms and saved 2 000 in a year the real numbers sam hartley sam hartley sam hartley follow jul 7 i ditched chatgpt for local llms and saved 2 000 in a year the real numbers ai llm selfhosted ollama 1 reaction comments 1 comment 4 min read i built a morning briefing bot in 50 lines of python here s why i check telegram before email now sam hartley sam hartley sam hartley follow jul 1 i built a morning briefing bot in 50 lines of python here s why i check telegram before email now python telegram automation productivity comments 1 comment 5 min read i rented out my gpu for passive income here s what happened after my first week sam hartley sam hartley sam hartley follow jun 27 i rented out my gpu for passive income here s what happened after my first week comments add comment 4 min read i replaced 2 5 hours of daily busywork with a 0 ai agent setup sam hartley sam hartley sam hartley follow jun 25 i replaced 2 5 hours of daily busywork with a 0 ai agent setup ai automation productivity agents comments add comment 6 min read i built an ai content team that posts to my blog while i sleep sam hartley sam hartley sam hartley follow jun 23 i built an ai content team that posts to my blog while i sleep ai automation productivity ollama 1 reaction comments 2 comments 5 min read i ditched 5 cloud subscriptions and built a self hosted stack here s the real cost breakdown sam hartley sam hartley sam hartley follow jun 21 i ditched 5 cloud subscriptions and built a self hosted stack here s the real cost breakdown selfhosted devops productivity cost comments add comment 6 min read i gave each of my ai agents a personality here s why my workflow actually improved sam hartley sam hartley sam hartley follow jun 19 i gave each of my ai agents a personality here s why my workflow actually improved ai agents automation architecture 1 reaction comments add comment 6 min read i use telegram as my devops dashboard no web ui no vpn just works sam hartley sam hartley sam hartley follow jun 15 i use telegram as my devops dashboard no web ui no vpn just works telegram devops selfhosted automation 1 reaction comments add comment 4 min read i built an ai agent that writes and posts articles for me here s what happened sam hartley sam hartley sam hartley follow jun 13 i built an ai agent that writes and posts articles for me here s what happened ai automation writing devto 1 reaction comments 1 comment 3 min read how i built a self funding ai lab from hobby to side income in 6 months sam hartley sam hartley sam hartley follow jun 9 how i built a self funding ai lab from hobby to side income in 6 months ai sideprojects passiveincome selfhosted comments add comment 6 min read i built an ai assistant that lives in my telegram here s what 6 months taught me sam hartley sam hartley sam hartley follow jun 9 i built an ai assistant that lives in my telegram here s what 6 months taught me ai telegram selfhosted automation comments add comment 6 min read run your own ai server for 0 month with ollama sam hartley sam hartley sam hartley follow jun 8 run your own ai server for 0 month with ollama ai llm opensource tutorial 4 reactions comments 1 comment 3 min read i replaced every cloud ai tool with local models 6 months later here s what actually broke sam hartley sam hartley sam hartley follow may 15 i replaced every cloud ai tool with local models 6 months later here s what actually broke ai ollama selfhosted productivity comments add comment 5 min read i expanded my gpu rental fleet to 6 cards here s what happened to my earnings sam hartley sam hartley sam hartley follow may 9 i expanded my gpu rental fleet to 6 cards here s what happened to my earnings gpu passiveincome selfhosted ai comments 1 comment 5 min read my 3 machine ai lab how i divide work between a mac mini a windows pc and an ubuntu box sam hartley sam hartley sam hartley follow may 7 my 3 machine ai lab how i divide work between a mac mini a windows pc and an ubuntu box ai infrastructure llm productivity comments add comment 7 min read from idea to deployed tool in 3 hours how ai coding agents changed my workflow sam hartley sam hartley sam hartley follow may 5 from idea to deployed tool in 3 hours how ai coding agents changed my workflow ai productivity codex development comments add comment 4 min read i built a model router that picks the right ai for every task here s why you should too sam hartley sam hartley sam hartley follow may 3 i built a model router that picks the right ai for every task here s why you should too ai ollama selfhosted productivity comments add comment 4 min read i built a model router that picks the right ai for every task here s why you should too sam hartley sam hartley sam hartley follow may 1 i built a model router that picks the right ai for every task here s why you should too ai ollama selfhosted productivity comments add comment 6 min read my 3 machine ai lab how i divide work between a mac mini a windows pc and an ubuntu box sam hartley sam hartley sam hartley follow apr 29 my 3 machine ai lab how i divide work between a mac mini a windows pc and an ubuntu box ai selfhosted homelab devops comments add comment 7 min read 3 months running everything locally what broke what worked what i d do differently sam hartley sam hartley sam hartley follow apr 9 3 months running everything locally what broke what worked what i d do differently ai selfhosted homelab productivity comments add comment 4 min read i let ai coding agents build my side projects for a month here s my honest take sam hartley sam hartley sam hartley follow apr 5 i let ai coding agents build my side projects for a month here s my honest take ai coding productivity webdev comments add comment 5 min read i expanded my gpu rental fleet to 6 cards here s what happened to my earnings sam hartley sam hartley sam hartley follow apr 4 i expanded my gpu rental fleet to 6 cards here s what happened to my earnings gpu passiveincome selfhosted ai comments add comment 5 min read i use telegram as my devops dashboard no web ui no vpn just works sam hartley sam hartley sam hartley follow mar 23 i use telegram as my devops dashboard no web ui no vpn just works telegram devops selfhosted automation comments add comment 4 min read i rented out my gpu for passive income here s what happened after my first week sam hartley sam hartley sam hartley follow mar 21 i rented out my gpu for passive income here s what happened after my first week gpu passiveincome ai selfhosted comments add comment 4 min read local llms vs cloud apis a real cost comparison 2026 sam hartley sam hartley sam hartley follow mar 19 local llms vs cloud apis a real cost comparison 2026 ai llm selfhosted productivity 1 reaction comments 1 comment 2 min read how i automated my entire dev workflow with ai agents running 24 7 on a mac mini sam hartley sam hartley sam hartley follow mar 15 how i automated my entire dev workflow with ai agents running 24 7 on a mac mini ai automation productivity tutorial 1 reaction comments add comment 3 min read i built a personal ai that actually knows my projects rag ollama zero cloud sam hartley sam hartley sam hartley follow mar 13 i built a personal ai that actually knows my projects rag ollama zero cloud ai rag ollama selfhosted 1 reaction comments add comment 5 min read 5 telegram bot ideas that actually make money built a few of these myself sam hartley sam hartley sam hartley follow mar 11 5 telegram bot ideas that actually make money built a few of these myself telegram bots sideprojects ai 10 reactions comments add comment 4 min read i built a custom garmin watch face with live stock sparklines here s what i learned sam hartley sam hartley sam hartley follow mar 9 i built a custom garmin watch face with live stock sparklines here s what i learned garmin connectiq monkeyc wearables comments 1 comment 4 min read i ditched openai and run ai locally for free here s how sam hartley sam hartley sam hartley follow mar 7 i ditched openai and run ai locally for free here s how ai ollama selfhosted tutorial comments 1 comment 3 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 ...
|