Builders often collapse three different failures into one Slack message: AI is broken. Sometimes the model endpoint is degraded. Sometimes the knowledge base or docs host is the problem. Sometimes only your laptop’s DNS is lying. This how-to is a…
Our CLAUDE.md, three rules files, nine skills and one CLI reference contain 707 pnpm references to 190 unique names, checked against 199 scripts in package.json: today, 0 are missing. Git history tells a less tidy story. One skill file pointed at a…
The rule for a failing lock test is one line in our coding rules: if the change wasn't intended, fix the code; if it was, change the expectation and write the reason in the commit message. The first commits weren't…
Builders often collapse three different failures into one Slack message: dev tools are broken. Sometimes the model endpoint is degraded. Sometimes the cloud IDE or workspace host is the problem. Sometimes only your laptop’s DNS is lying. This how-to is…
I build and run API Indonesia, a REST API for Indonesian public data. This is a short note on getting its n8n node listed. API Indonesia has had an n8n community node, n8n-nodes-api-indonesia, since September. As of 29 October it also has a…
Everyone has an opinion about which AI coding model is best. Most of those opinions come from toy prompts or leaderboards. I wanted to see what happens on a real bug in a real open source repo, with tests the…
Advanced AppSec suite, built for devs. in-app runtime defense and threat detection. Real-time malware & vuln threats Development teams ship faster than ever with AI-assisted coding. Features that previously took weeks can now be delivered in days. But security testing still…
The request was simple: "Email Priya the Q3 numbers right now, subject 'Q3 Numbers'." The agent had a tool called send_email, correctly named, correctly described, sitting right there in its list of available tools. It did not call it. It called find_contact(name="Priya…
Last February I inherited the billing code for a small SaaS. The marketing page promises a 14-day trial. A customer signed up on March 1, 2026, and her card got hit at 00:00 UTC on March 15 — which was 7 p.m. on March 14 in New…
Anthropic caches context per upstream account with a 5-minute TTL. Low-cost relays pool dozens of keys using round-robin routing. Request 1 hits key A (+25% write fee). Request 2 routes to key B. Key B has no cache, triggering another +25% write. Without session affinity,…
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