WhatA tool that helps experienced engineers systematically capture and encode their deep domain knowledge into structured, searchable institutional knowledge bases before that expertise walks out the door.
SignalMultiple commenters note that companies are eliminating domain-specific engineering roles and hiring generalists who rely on AI, but the hard-won contextual knowledge of why systems were built certain ways is being lost — and AI tools cannot surface what was never written down.
Why NowCompanies are actively restructuring engineering teams from domain specialists to generalists augmented by AI, creating an urgent window where institutional knowledge is being destroyed faster than it can be replaced.
MarketEnterprise engineering orgs with 100+ engineers facing knowledge loss during AI-driven reorgs; $2B+ TAM in knowledge management; Notion/Confluence are generic, Swimm is closest but focused on code docs not domain reasoning.
MoatNetwork effects from accumulated domain knowledge graphs that become more valuable as more team members contribute and query them, plus high switching costs once institutional knowledge is captured in the system.
LLMs are eroding my software engineering career and I don't know what to doView discussion ↗ · Article ↗ · 1,056 pts · June 7, 2026
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