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Submission + - How to Build a Local LLM Agent to Automate Work List Generation from Monthly Rep (xbsoftware.com)

slaptick writes: Check how to built a local, onpremise AI agent that automatically extracts actionable work items from unstructured monthly developer reports. The pipeline uses a locally hosted Gemma 4 E2B model to normalize text, filter out vague entries, enrich available data with Jira ticket descriptions, and apply vector embeddings for duplicate detection. The CPUonly architecture ensures data sovereignty, eliminates cloud vendor lockin, and provides a predictable, lowcost automation path for enterprise teams.

Submission + - With Spec Driven Development, it looks like "writing the specs" the most importa (xbsoftware.com)

slaptick writes: Spec-Driven Development (SDD) brings what "vibe coding" doesn't have, a structured approach where clear, machine-readable specifications become the source of truth, guiding AI to generate code that is consistent, testable, and aligned with business goals. The methodology is implemented in such tools as GitHub Spec Kit and BMAD, and there are some real-world experience using specs to build software, despite SDD is 1 y.o.

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