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A WhatsApp AI Assistant Can Sound Certain and Still Be Wrong: A 16-Case Grounding Test A business can show a WhatsApp AI assistant a folder of approved FAQs and…
An order file has both Order ID and order_id . If an adapter trims and normalizes those names before constructing a lookup, the two columns may become the same …
On September 30, an agent was building a catalogue of every setting in our back-office, nearly three thousand keys. The goal I had set that day: each key either…
Most of an AI penetration test is not AI. Discovery is a port scan and a crawler. Exploitation is an exploit module. Verification is a request and a response. T…
When Omegle shut down in November 2023, a lot of people lost a simple thing: open a page, click a button, and you're talking to a random person. No account, no …
Picture an ordinary request: have an AI pull data from thirty websites, clean it up, and turn it into a report. This is not a chat — one question, one answer, d…
Our booking service decides which carriers it can book with from a file, carriers.json, that lists each carrier's endpoint and the services it offers. To keep o…
Our EDI poller collects the purchase orders that suppliers drop on our SFTP server and imports them into the ERP. It runs as a single pod with the Recreate stra…
Price history sounds like a simple data problem. Store a product ID. Record a timestamp. Record a price. Draw a chart. But real commerce data is rarely that cle…
Price history sounds like a simple data problem. Store a product ID. Record a timestamp. Record a price. Draw a chart. But real commerce data is rarely that cle…
An audit trail has one job: to be right when someone needs it. Not usually right, not right on quiet days. Right when an auditor, a customer, or your own engine…
Kafka brokers are remarkably reliable. When a Kafka-based system misbehaves, the cause is usually on the consumer side: a message nobody can process, a loop tha…
The test failed about once in every ten CI runs, which is rare enough to ignore and frequent enough to hate. It covered a simple flow: an order was saved, an ev…
Book: LLM Observability Pocket Guide Also by me: Thinking in Go (2-book series) — Complete Guide to Go Programming + Hexagonal Architecture in Go My project: He…
CogniPrep is a practice library for employer assessments. Last week it grew by 132 public pages in one round: 48 employer guides, 9 new test-format pages, 3 hub…
Munchable checks packaged food against digestive conditions, one rule set each. For most of its life it checked seven. Then it checked eight, and the commit tha…
I'm betting that detailed case studies are becoming the way to show skill. This one records the judgment behind an AI workflow that pulled five years of past cu…
The two objects did not share a shape. Ada's row had name . The next row had email and no name . I pasted the array into the JSON converter and ran it in the br…
Seven weeks ago I published an audit of our own support FAQ, three of our six FAQ answers disagree with the code , and I closed it with this sentence: The page …
Notifio has fifteen per-site pages, one per rental platform it can watch, at notifio.app/alerts . They come from one React template and a catalogue of typed dat…