synth-thread-to-sop

To convert Slack threads into memory entries, this Skill classifies resolved thread markdown files and writes typed frontmatter-backed files to Meta/Decisions, Meta/Exceptions, or Meta/Workflows directories along with a human-readable summary.

Slack thread classification uses deterministic heuristic signals by default to categorize threads into decisions, exceptions, or workflows, with an optional Claude-based LLM refinement flag (--use-llm) for enhanced processing accuracy.

No, you do not need an LLM to automate Slack thread processing; the Skill defaults to a heuristic-only pipeline for classification, but supports optional Claude-based refinement via the --use-llm flag if higher accuracy is desired.

Slack threads that capture a one-time decision, a process deviation, or a multi-step procedure can be saved as typed memory entries, automatically sorting them into Decisions, Exceptions, or Workflows Meta directories.

Yes, Slack thread to memory entry conversion works without external dependencies, utilizing a heuristic-only pipeline to classify content and write output via the vault memory writer.

The best way to preserve Slack decisions and workflows is to synthesize resolved threads into structured frontmatter memory files, storing actionable insights under typed Meta directories with provenance and entity mentions.