Data engineering, AI, and IT leadership. Founder of AIY Global. Building in public from Chicago.https://bsky.app/profile/lanceseamans.bsky.socialhttps://bsky.app/profile/lanceseamans.bsky.social/post/3mkuy3swojr2gObie cutting compute costs by 30% with dbt optimization is the kind of boring success story that actually matters. No AI hype, just better SQL and smarter scheduling.02 May 2026 15:40 +0000at://did:plc:kt4vrgklxiw4ltljzhg5pmty/app.bsky.feed.post/3mkuy3swojr2ghttps://bsky.app/profile/lanceseamans.bsky.social/post/3mktcrrmfro2fDatabase migrations during business hours are like surgery without anesthesia. Technically possible, but why would you do that to yourself?01 May 2026 23:46 +0000at://did:plc:kt4vrgklxiw4ltljzhg5pmty/app.bsky.feed.post/3mktcrrmfro2fhttps://bsky.app/profile/lanceseamans.bsky.social/post/3mkshiptrjo2lThe best monitoring system is the one that tells you about problems before your users do. Everything else is just expensive logging.01 May 2026 15:37 +0000at://did:plc:kt4vrgklxiw4ltljzhg5pmty/app.bsky.feed.post/3mkshiptrjo2lhttps://bsky.app/profile/lanceseamans.bsky.social/post/3mkn5yzpdjn2vYour backup strategy is only as good as your last successful restore test. When did you last actually try recovering from those daily snapshots?29 Apr 2026 13:04 +0000at://did:plc:kt4vrgklxiw4ltljzhg5pmty/app.bsky.feed.post/3mkn5yzpdjn2vhttps://bsky.app/profile/lanceseamans.bsky.social/post/3mkky2ojiyo2vSpent 20 minutes today explaining why we need 4TB of storage for a 500GB database. Log files, temp space, and growth headroom aren't optional luxuries.28 Apr 2026 16:12 +0000at://did:plc:kt4vrgklxiw4ltljzhg5pmty/app.bsky.feed.post/3mkky2ojiyo2vhttps://bsky.app/profile/lanceseamans.bsky.social/post/3mkib5agoez2vThe best AI implementation I've seen this year was just a Python script that cleaned up messy CSV imports before feeding them to a basic language model. Sometimes boring wins.27 Apr 2026 14:17 +0000at://did:plc:kt4vrgklxiw4ltljzhg5pmty/app.bsky.feed.post/3mkib5agoez2vhttps://bsky.app/profile/lanceseamans.bsky.social/post/3mkfzut6vzq2shttps://www.infoworld.com/article/4162871/the-agentic-ai-frenzy-increases-as-more-vendors-stake-their-claims.html26 Apr 2026 17:02 +0000at://did:plc:kt4vrgklxiw4ltljzhg5pmty/app.bsky.feed.post/3mkfzut6vzq2shttps://bsky.app/profile/lanceseamans.bsky.social/post/3mkd6zpsdpl2eDefault SSH on audio equipment reminds me why I put everything IoT on a separate VLAN. Your smart conference room is probably broadcasting credentials to anyone who bothers to scan for them.25 Apr 2026 13:56 +0000at://did:plc:kt4vrgklxiw4ltljzhg5pmty/app.bsky.feed.post/3mkd6zpsdpl2ehttps://bsky.app/profile/lanceseamans.bsky.social/post/3mkbfvf55cx2vSoftware engineering roles are changing but data engineering is getting more valuable, not less. AI can write code but it can't design your data architecture or debug why your pipeline is dropping 2% of records.24 Apr 2026 20:53 +0000at://did:plc:kt4vrgklxiw4ltljzhg5pmty/app.bsky.feed.post/3mkbfvf55cx2vhttps://bsky.app/profile/lanceseamans.bsky.social/post/3mk6n5qqaxm2bBuilding monitoring for AI systems taught me that "normal" is a moving target when your infrastructure learns and changes itself.23 Apr 2026 18:25 +0000at://did:plc:kt4vrgklxiw4ltljzhg5pmty/app.bsky.feed.post/3mk6n5qqaxm2bhttps://bsky.app/profile/lanceseamans.bsky.social/post/3mk3m5bjgmh2vOAuth tokens in environment variables just bit Vercel users hard. Stop treating .env files like they're secure. They're not.22 Apr 2026 13:29 +0000at://did:plc:kt4vrgklxiw4ltljzhg5pmty/app.bsky.feed.post/3mk3m5bjgmh2vhttps://bsky.app/profile/lanceseamans.bsky.social/post/3mjz4u5cc3e2bWatching traditional ops engineers discover AI monitoring is like watching database admins discover microservices in 2015. All their expertise still matters, but the failure patterns are alien.21 Apr 2026 13:50 +0000at://did:plc:kt4vrgklxiw4ltljzhg5pmty/app.bsky.feed.post/3mjz4u5cc3e2bhttps://bsky.app/profile/lanceseamans.bsky.social/post/3mjwkp3baiu2sNetwork engineers in 2026: "Why is our bandwidth spiking?" Dev team: "We're sending our entire database to Claude for analysis every 5 minutes."20 Apr 2026 13:20 +0000at://did:plc:kt4vrgklxiw4ltljzhg5pmty/app.bsky.feed.post/3mjwkp3baiu2shttps://bsky.app/profile/lanceseamans.bsky.social/post/3mjuhgoq53m2eToken optimization is the new performance tuning. "Tokenmaxxing" sounds silly but cutting LLM costs by 60% through better prompts is very real money.19 Apr 2026 17:16 +0000at://did:plc:kt4vrgklxiw4ltljzhg5pmty/app.bsky.feed.post/3mjuhgoq53m2ehttps://bsky.app/profile/lanceseamans.bsky.social/post/3mjrkbpem7m27Most devs optimize the model, ignore the tokenizer. Big mistake. https://www.claudecodecamp.com/p/i-measured-claude-4-7-s-new-tokenizer-here-s-what-it-costs-you18 Apr 2026 13:29 +0000at://did:plc:kt4vrgklxiw4ltljzhg5pmty/app.bsky.feed.post/3mjrkbpem7m27https://bsky.app/profile/lanceseamans.bsky.social/post/3mjpg2nxnoe2uhttps://github.com/zeroclaw-labs/zeroclaw17 Apr 2026 17:08 +0000at://did:plc:kt4vrgklxiw4ltljzhg5pmty/app.bsky.feed.post/3mjpg2nxnoe2uhttps://bsky.app/profile/lanceseamans.bsky.social/post/3mjmksjm26b27Semantic layers in analytics aren't just buzzword compliance. They're the difference between "AI says revenue is up 40%" and actually knowing whether that number means anything.16 Apr 2026 13:55 +0000at://did:plc:kt4vrgklxiw4ltljzhg5pmty/app.bsky.feed.post/3mjmksjm26b27https://bsky.app/profile/lanceseamans.bsky.social/post/3mjkaoqhmac2fWhy AI-Driven Data Workflows Are Creating More Problems Than They Solve https://newsletter.aiyglobal.com/p/why-ai-driven-data-workflows-are-creating-more-problems-than-they-solve15 Apr 2026 15:49 +0000at://did:plc:kt4vrgklxiw4ltljzhg5pmty/app.bsky.feed.post/3mjkaoqhmac2fhttps://bsky.app/profile/lanceseamans.bsky.social/post/3mjjxm7e4yv2pDBT report finds AI development is outpacing governance and trust. No kidding. Every company wants to ship AI features but nobody wants to explain how they work or what happens when they break.15 Apr 2026 13:07 +0000at://did:plc:kt4vrgklxiw4ltljzhg5pmty/app.bsky.feed.post/3mjjxm7e4yv2phttps://bsky.app/profile/lanceseamans.bsky.social/post/3mjhki45xl42oBuilding resilient tech careers means admitting when the new shiny thing isn't actually better than what you already know. Half of DevOps is just system administration with better marketing.14 Apr 2026 14:06 +0000at://did:plc:kt4vrgklxiw4ltljzhg5pmty/app.bsky.feed.post/3mjhki45xl42ohttps://bsky.app/profile/lanceseamans.bsky.social/post/3mjewfgtkfp2jdbt adding AI-powered analytics agents. The toolchain is evolving fast but I still want a human reviewing any SQL that touches production data.13 Apr 2026 13:02 +0000at://did:plc:kt4vrgklxiw4ltljzhg5pmty/app.bsky.feed.post/3mjewfgtkfp2jhttps://bsky.app/profile/lanceseamans.bsky.social/post/3mja2cniafs2iData governance is what separates AI agents that work from AI agents that hallucinate their way into business disasters. Nobody talks about the boring stuff that actually matters.11 Apr 2026 14:28 +0000at://did:plc:kt4vrgklxiw4ltljzhg5pmty/app.bsky.feed.post/3mja2cniafs2ihttps://bsky.app/profile/lanceseamans.bsky.social/post/3mj5rf74wa72jFrance migrating government desktops from Windows to Linux. Bold move. The licensing savings alone probably justify it, but the migration complexity will be brutal.10 Apr 2026 16:43 +0000at://did:plc:kt4vrgklxiw4ltljzhg5pmty/app.bsky.feed.post/3mj5rf74wa72jhttps://bsky.app/profile/lanceseamans.bsky.social/post/3mj3vqhlybx2kSnowflake's Cortex CLI integration with dbt and Airflow is smart. Code-first data engineering workflows beat clicking through UIs every time. Easier to version, test, and debug when everything lives in git.09 Apr 2026 22:56 +0000at://did:plc:kt4vrgklxiw4ltljzhg5pmty/app.bsky.feed.post/3mj3vqhlybx2khttps://bsky.app/profile/lanceseamans.bsky.social/post/3miyeskwzpk2vGit log with author stats tells you who actually understands the codebase. Don't just read the latest commits. Look at the change patterns over time.08 Apr 2026 13:15 +0000at://did:plc:kt4vrgklxiw4ltljzhg5pmty/app.bsky.feed.post/3miyeskwzpk2vhttps://bsky.app/profile/lanceseamans.bsky.social/post/3miw3mz6jta24LLMs might be making us all write the same way, but at least we're all consistently mediocre now.07 Apr 2026 15:25 +0000at://did:plc:kt4vrgklxiw4ltljzhg5pmty/app.bsky.feed.post/3miw3mz6jta24https://bsky.app/profile/lanceseamans.bsky.social/post/3miti5qiegl2vAI agents writing code without understanding systems is like hiring someone who memorized Stack Overflow but never learned why the solutions work.06 Apr 2026 14:31 +0000at://did:plc:kt4vrgklxiw4ltljzhg5pmty/app.bsky.feed.post/3miti5qiegl2vhttps://bsky.app/profile/lanceseamans.bsky.social/post/3miocotevq72kCurrent databases weren't designed for thousands of autonomous agents querying constantly. Your read replicas are about to become very important.04 Apr 2026 13:10 +0000at://did:plc:kt4vrgklxiw4ltljzhg5pmty/app.bsky.feed.post/3miocotevq72khttps://bsky.app/profile/lanceseamans.bsky.social/post/3miltvrht7n2thttps://isolveproblems.substack.com/p/how-microsoft-vaporized-a-trillion03 Apr 2026 13:40 +0000at://did:plc:kt4vrgklxiw4ltljzhg5pmty/app.bsky.feed.post/3miltvrht7n2thttps://bsky.app/profile/lanceseamans.bsky.social/post/3mijjlztwks26When Raspberry Pi alternatives cost $80 instead of $35, fewer people can afford to break things and learn. https://www.jeffgeerling.com/blog/2026/dram-pricing-is-killing-the-hobbyist-sbc-market/02 Apr 2026 15:31 +0000at://did:plc:kt4vrgklxiw4ltljzhg5pmty/app.bsky.feed.post/3mijjlztwks26