Field notes from shipping agents, not demoing them.
Architecture, retrieval, evals and guardrails - the parts that decide whether an AI workflow survives contact with real users.
From demo to production: what changes when an agent gets real users
The demo works. Then real users arrive with messy input, adversarial curiosity, and a support queue. Here's the gap, and the checklist that closes it.
More posts
ReliabilityJuly 28, 2026Evals before launch: the smallest test suite an agent needs
You do not need an eval platform to ship safely. You need thirty cases, four metrics, and a rule about what blocks a release.
6 min read
ArchitectureJuly 25, 2026When to use multiple agents - and when one prompt is enough
Multi-agent architectures solve context and ownership problems, not capability problems. Four tests to decide before you build a crew you'll have to debug.
6 min read
RetrievalJuly 22, 2026RAG that actually answers: chunking, retrieval depth, and citations
Most RAG setups fail for three boring reasons: chunks that split the answer in half, retrieval depth tuned by vibes, and no citation rule. Here's the spec that fixes all three.
7 min read- MarketingJuly 9, 2026
Social Posts That Don't Scream "An AI Wrote This"
Generic social AI posts share the same tells: no specific detail, tricolon hooks, and CTAs that could fit any brand. The fix is platform constraints plus one fact only you have - not a longer prompt.
9 min read - MarketingJuly 9, 2026
Prompt Optimization: Fixing a Mediocre Prompt Line by Line
Most prompt rewrites just rephrase the same vague request. Real optimization diagnoses which part failed - role, inputs, format, constraints, or evaluation - then changes only that line and retests.
10 min read - PlansJuly 9, 2026
AI for Lawyers: What's Safe to Delegate and What Isn't
AI can cut hours off first drafts and research triage for lawyers - if you keep confidential facts out of the wrong tools and never ship a citation you have not opened. Here is the safe/unsafe split by task type.
10 min read - PlansJuly 9, 2026
AI for Teachers: Cutting Lesson Prep Time in Half
Teachers who cut prep time with AI do not outsource grading judgment. They use the model for first drafts of objectives, exit tickets, differentiation variants, and parent updates - always with subject, grade, and constraints filled in.
9 min read - PlansJuly 9, 2026
AI for Nonprofits: Grant Drafts, Donor Emails, and Where to Stop
Small nonprofit teams can use AI to draft grant narrative sections and donor emails without sounding like a corporate chatbot - if they feed real program metrics, keep donor data private, and never submit a budget number the model invented.
9 min read - PlansJuly 8, 2026
AI for Realtors: 6 Ways to Save Time Without Sounding Robotic
Realtors who use AI only for first drafts of repetitive copy save 8-12 hours a week. The difference is feeding the model the actual listing facts, neighborhood details, and compliance rules instead of asking for 'a description.'
9 min read - CreativeJuly 8, 2026
Getting a Usable AI Headshot Without 40 Failed Attempts
Most AI headshot generators produce 40 near-identical options that all look slightly off. The ones that work give the model a specific person, specific lighting reference, specific use case, and a hard rule about what to keep unchanged.
8 min read - AI AgentsJuly 8, 2026
Multi-Agent Systems Explained Without the Hype
A multi-agent setup is not magic autonomy. It is two or three narrow specialists that hand off work according to explicit rules, with a human still deciding the high-stakes steps. Most teams add the second agent too early and create coordination bugs that are harder than the original problem.
10 min read - GuidesJuly 8, 2026
How to Actually Pick the Right AI Tool (Not Just the Most Hyped One)
Most 'best AI tool for X' lists are affiliate roundups or vendor press releases. A real decision starts with the exact job, the data you will actually give it, the output you need to hand to someone else, and one 15-minute test on your own files.
8 min read - GuidesJuly 8, 2026
Getting AI to Write Regex You Actually Understand
Regex that works is usually short and has comments. Regex written by a model that was only asked to 'make it match' is long, clever, and breaks the next time the input format changes slightly. The fix is to make the model explain every piece and give you a test suite before you trust it.
7 min read - AI AgentsJuly 7, 2026
System Prompts 101: The Structure Every Custom GPT Needs
A system prompt is the permanent job description, rules, and output contract you give the model before the user ever speaks. Most people write one paragraph of vibes and wonder why the model drifts.
9 min read - CareerJuly 7, 2026
Cover Letters That Don't Sound AI-Written
Generic AI cover letters all read the same because they were given the same thin inputs. Feed the model your actual stories, the exact JD language, and a strict 'no corporate filler' rule and it stops sounding generated.
8 min read - GuidesJuly 7, 2026
Debugging With AI: The Prompt Pattern That Actually Finds the Bug
Pasting code and saying 'what's wrong' usually gets you a lecture about best practices. The pattern that works is: give the model the failing behavior, the expected behavior, the minimal reproduction, and the exact question you want answered.
8 min read - MarketingJuly 7, 2026
Starting a Newsletter With AI Without It Reading Like a Newsletter Bot
AI can draft a newsletter in 30 seconds. The version that gets opens and replies requires your actual reader problems, your real voice samples, and a rule that forbids every generic phrase the model defaults to.
8 min read - CareerJuly 7, 2026
AI for Recruiters: Speeding Up Screening Without Losing the Human Read
AI can flag the 12 resumes worth reading out of 180. It can also confidently eliminate the one person who would have been perfect. The difference is whether you gave it your actual must-haves, red flags, and the exact signals you look for in 20 seconds.
9 min read - AI AgentsJuly 6, 2026
Your First AI Agent: A No-Jargon Setup Guide
Forget the hype around autonomous swarms. A useful first agent is a repeatable task with defined inputs, clear success criteria, and a way to report back without surprises.
9 min read - PlansJuly 6, 2026
How to Get a Real Business Plan From AI (Not a Generic Template)
Most AI business plans are just Mad Libs with buzzwords. Here's how to feed the model the numbers and constraints that actually produce something an investor or bank can read.
10 min read - GuidesJuly 6, 2026
Building a Real Website With AI When You Can't Code
AI can write HTML and generate copy, but a live site that doesn't look broken requires a checklist, real structure decisions, and testing on actual devices.
8 min read - MarketingJuly 6, 2026
AI Logo Ideas: What You Can and Can't Get From a Prompt
AI is excellent at rapid concept exploration and terrible at final production files and trademark-safe uniqueness. Use it for the first 80% of direction, then hand off to a designer or vector tool.
7 min read - CareerJuly 6, 2026
Interview Prep With AI: Practicing the Questions That Actually Come Up
Generic 'tell me about yourself' practice is the least valuable part of interview prep. AI shines when you feed it the real job description, your actual background, and the company's recent moves.
8 min read - PlaybooksJune 10, 2026
How to get a real result from AI in under five minutes
Most people spend an hour wrestling with prompts. Here's the shortcut: give the model a job, the inputs, and the format.
4 min read - CareerMay 28, 2026
Writing a resume that actually passes ATS in 2026
Applicant tracking systems reject more resumes than humans do. Here's what they look for - and what trips them up.
6 min read - OpinionMay 15, 2026
Stop paying for prompt packs
The internet is full of $19 PDFs of "500 ChatGPT prompts." Almost all of them are worse than the recipe in this post.
3 min read - Small BusinessApril 30, 2026
AI for small business: the honest list of what's worth your time
Five workflows that actually pay back the time you spend setting them up - and three that won't, no matter what the vendor says.
7 min read - CreativeApril 12, 2026
Image prompts that actually look like the picture in your head
A short, opinionated guide to writing image prompts that produce something usable on the first or second try.
5 min read