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AI-native development

Context Engine

Every work session is distilled into a searchable knowledge base. Ask a question in plain English and get back the exact decisions, trade-offs, and system notes — ranked, cited, in under a millisecond.

Ask in plain English

cq "what happens when a planet absorbs a moon?"
  • absorption-spec Mass + skill transfer on contact 0.95
  • moon-lifecycle-spec Orbit → fire → absorb states 0.91
  • stardust-mass-model Mass is HP; nothing is lost 0.88
1,711 sections · 219 docs · <1ms query · local-first

What it does

Reasoning, not just code

  • Every work session is distilled into a structured document — the questions that were asked, the decisions that were made, and the alternatives that were rejected, with the reasoning behind each.
  • It captures intent, not just implementation: the trade-offs, constraints, and systems behind every choice — the context a new teammate or agent would otherwise have to reconstruct from scratch.
  • Documents are distilled from real work as it happens, not a wiki of hand-maintained pages that drift out of date.

Ask in plain English

  • Query the knowledge base the way you'd ask a colleague — natural-language questions, no exact keywords required.
  • It finds the right context even when your words don't match the document's, and returns ranked, cited sections instead of a wall of text.
  • Answers bring their own neighbours: related documents come along automatically, so one question surfaces the whole connected thread.

Knowledge that compounds

  • Finished work writes itself back into the base — every completed task becomes context for the next one.
  • Topics stay organised into clusters and a cross-linked graph, so the base grows richer and easier to navigate rather than noisier.
  • Runs entirely on the machine — no external services, no network round-trips, nothing leaves your environment.

Deep dives

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