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Docs · hypothesis-led

Search expansion

Search Expansion is a growth mission that recommends opportunities and downstream website work. It must not create or publish pages without a Page Contract and later approved website mission.

Docs hubGet startedllms.txtAgent capabilities

Hypothesis-led documentation. No ranking, traffic, or outcome guarantees. Public discovery is not execution authority.

Handoff rule

When expansion justifies page work, open create_page_spec, repair_page, or optimize_live_page — not silent build-and-publish.

How does Search expansion work in an agent-first engineering harness?

Launchfiles executes this through bounded work orders, deterministic pre-commit gates, dual-ledger verification, and cryptographic approval receipts. Rather than generating unverified audit essays or soft-green theater, autonomous agents operate inside strict byte-range boundaries with verifiable unit economics, human review gates, and deterministic regression guarantees across every production change.

DimensionUnbounded AI Chat / Audit EssaysLaunchfiles Bounded Work Orders & Receipts
Execution ScopeUnbounded chat, hallucinated advice, unverified file rewritesBounded AST patches via work orders and pre-commit gates
Verification & ProofSoft-green claims without receipts or regression checksDual-ledger verification with cryptographic receipts
Opportunity DiscoveryInvented keywords and unranked suggestionsStatistical triage via Search Repair Radar
Economic ModelOpaque token burn with zero outcome guaranteeTransparent pricing with strict byte-range safety locks

Next safe action

Learn the contract, then run a bounded mission.

Prefer receipts over claims. Prefer fail-closed honesty over impressive incompleteness.