lens-engineering-craftsmanship

What problem does it solve?

Engineers lack a systematic way to capture and enforce their personal communication voice across Connect reviews, peer feedback, and design documents. Tribal knowledge about style rules is scattered, and generic LLM prose fails to match an individual's actual writing patterns.

Core Features & Use Cases

• Voice Learning: Query WorkIQ for recent Teams chats, emails, and PR comments to extract sentence patterns, vocabulary, tone, and anti-patterns.
• Profile Persistence: Generate a per-user style reference file that encodes voice as enforceable rules.
• Content Validation: Lint drafts against learned profiles to catch banned phrases, AI-slop, and formatting violations.
• Connect Validation: Enforce MS Connect character limits per section while running style checks.
• Throttle-Aware Processing: Generic batch loop with adaptive backoff for rate-limited WorkIQ queries.

Quick Start

Use the lens-engineering-craftsmanship skill to learn your voice from WorkIQ artifacts and validate your next Connect draft against your personal style profile.