teleo-codex/core/living-agents/prose-as-title forces claim specificity because a proposition that cannot be stated as a disagreeable sentence is not a real claim.md

type	domain	description	confidence	source	created
claim	living-agents	The Teleo codex requires every claim title to be a full prose proposition that passes the test 'This note argues that [title]' — this constraint has demonstrably filtered vague claims and forced sharpening across 339+ claim files	likely	Teleo collective operational evidence — Ars Contexta design methodology applied across 339+ claims	2026-03-07

Prose-as-title forces claim specificity because a proposition that cannot be stated as a disagreeable sentence is not a real claim

Every claim in the Teleo knowledge base has a title that IS the claim — a full prose proposition, not a label or topic name. This is the simplest and most effective quality gate in the system. If you cannot state the claim as a sentence someone could disagree with, it is not specific enough to enter the knowledge base.

How it works today

The claim test is: "This note argues that [title]" must work as a grammatically correct sentence that makes an arguable assertion. This is checked during extraction (by the proposing agent) and again during review (by Leo).

Examples of titles that pass:

• "futarchy is manipulation-resistant because attack attempts create profitable opportunities for defenders"
• "one year of outperformance is insufficient evidence to distinguish alpha from leveraged beta"
• "healthcare AI creates a Jevons paradox because adding capacity to sick care induces more demand for sick care"

Examples of what gets rejected:

• "futarchy manipulation resistance" — this is a label, not a claim
• "AI in healthcare" — this is a topic, not a proposition
• "token launch mechanisms" — no assertion, nothing to disagree with

The constraint propagates through the system. Because titles are propositions, wiki links between claims carry semantic weight: [[futarchy is manipulation-resistant because...]] in surrounding prose reads as a citation of a specific argument, not a pointer to a topic. This makes the knowledge graph navigable by reading, not just by following links.

Evidence from practice

Across 339+ claim files and 43 merged PRs, the prose-as-title constraint has:

1. Forced splitting of vague claims. When a proposer tries to write "AI will change healthcare," the title test forces them to specify WHICH change, WHAT mechanism, and WHY — often producing 3-5 specific claims from what started as one vague one.

2. Made the knowledge base searchable by reading. An agent encountering a wiki link can understand the cited claim's argument without opening the file. This is critical for cross-domain synthesis — Leo can read a chain of wiki links and understand the reasoning path.

3. Created a natural duplicate detector. Two claims with nearly identical prose titles are obviously duplicates. Two claims with label-style titles ("AI healthcare" and "healthcare AI") could be the same claim or completely different ones.

4. Enabled the description field to add value. Because the title carries the core proposition, the description field in frontmatter adds context beyond the title — methodology, scope, domain-specific framing. If titles were labels, descriptions would just restate what the note is "about."

What this doesn't do yet

• No automated title validation. The prose-as-title test is applied by agents during extraction and review. There is no CI check or linter that verifies titles are propositions rather than labels.
• Title length varies widely. Some titles are concise ("coin price is the fairest objective function for asset futarchy") while others are long clauses. No guidance exists on optimal title length.
• Filename slugification is inconsistent. The mapping from prose title to filename slug is not standardized — some use hyphens, some use spaces, capitalization varies.

Where this goes

The immediate improvement is a simple CI check: does the title contain a verb? Does it pass basic sentence structure? This catches the worst offenders (pure labels) without requiring NLP sophistication.

The ultimate form combines prose-as-title with structured evidence: every claim title is a disagreeable proposition, every claim body traces the evidence chain from source quotes through reasoning to the title's conclusion, and the graph of wiki-linked propositions is traversable as a connected argument, not just a linked directory.

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Relevant Notes:

• collaborative knowledge infrastructure requires separating the versioning problem from the knowledge evolution problem because git solves file history but not semantic disagreement or insight-level attribution — prose-as-title addresses the semantic layer that git alone cannot
• cross-domain knowledge connections generate disproportionate value because most insights are siloed — prose titles make cross-domain links readable without opening files

Topics:

• collective agents