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Halcyon, a developer tools startup, used nala to automate spec-driven development across their entire backend. The result: 70% shorter review cycles and zero regressions across 200+ PRs.
Illustrated scenario · fictional team, real workflow
Table of contents

Halcyon's backend team was shipping fast but quality was slipping. PRs went through 3-4 review rounds on average, and regressions kept slipping into production. The team had tried using AI agents for code generation, but without structured specs, the output was unpredictable and required heavy manual cleanup.
“We were generating code faster than ever, but the review backlog was killing us. Every PR needed 3 rounds of changes. nala's spec-driven approach changed that: agents now build to a plan, not a guess.”
Halcyon adopted nala's Epic Mode to structure every feature as a spec-first workflow. Before any agent wrote code, the team defined the feature as an Epic with clear acceptance criteria, file-level scope, and test expectations. Agents then worked ticket-by-ticket, each one scoped to a single, reviewable change.
The team configured nala's multi-agent mode to pair a builder agent with a reviewer agent. The builder wrote the implementation; the reviewer checked it against the spec and ran the test suite. Only PRs that passed both checks reached a human reviewer.
nala's analytics dashboard gave the team full visibility into agent performance: which agents were most accurate, which file paths had the most churn, and where specs needed more detail. This data-driven approach let them continuously refine their prompts and specs.
“We went from 3-4 review rounds per PR to 1. Our regression rate dropped to zero over 200 PRs. nala's spec-driven workflow didn't just improve our agents. It improved how our whole team thinks about feature scope.”
After 6 months with nala, Halcyon's review cycles dropped from an average of 3.2 rounds to under 1. The team shipped 200+ PRs with zero production regressions, and their mean time-to-merge fell from 5 days to 18 hours. The spec-first workflow also improved human-written code quality, as engineers adopted the same structured approach for their own PRs.
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