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Engineering notes on Rails, Ruby, AI and testing, and guides for founders who work with engineers.

Five SLA requirements for your dev shop contract: response times, fix windows, uptime, a definition of done, and a penalty clause that actually bites.
· JetThoughts Team
Solid Queue in production: exponential retries with a cap, dead job alerts, per-record concurrency keys, worker sizing and monitoring, with Rails 8 config.

Falcon production tuning: real benchmarks vs Puma, worker-count formulas, memory profiling, GC tuning, connection-pool sizing, and working config examples.

Vibe-coded code is unmaintainable by design - patches don't stick, bugs return, the rebuild verdict lands. The generate-validate-kill workflow that prevents it.
· JetThoughts Team
Linux now makes a human answer for every AI-assisted patch. Hold your dev shop contract to the same rule: five clauses to add and a weekend audit to run.
· JetThoughts
Solo Claude Code agents ship like solo developers - missing PM, designer, QA, customer voice. Here is the team-mode setup running Shape Up plus XP plus reflection-driven Kaizen.
· JetThoughts Team
A working Ruby tutorial for TDD on a small Order class. The 90-second loop, Shameless Green, Tidy First commits, and the reset move that makes it all safe.

TDD looks slow on paper. The real ledger is one hour writing tests against six hours debugging next week. Here is why lightweight TDD wins.
· JetThoughts Team
The refactor step breaks more tests than green ever does. Cap each refactor commit at three lines of Ruby and the suite stays green every time.
· JetThoughts Team
CVSS 8.1 universal RCE chain through ERB::DeprecatedInstanceVariableProxy and Marshal.load. Detection, upgrade path, Rails 7.0/7.1 EOL options.
· JetThoughtsJetThoughts has been building software since 2008. Book a call, or write to sales@jetthoughts.com. You'll leave the call with a written one-page scope within 2 working days.

A 30-minute call; pick a time.