How the work is organized

The Distributed Discovery program

Distributed Discovery is the research program on collective search under dispersed information. A discovery architecture is the formal object: the rules that turn evidence into a portfolio of search actions.

One program, several output types

  1. The research program holds the complete agenda.
  2. Theorem families organize durable mathematical questions across studies.
  3. Registered studies are the smallest evidence-producing units and own models, proofs or certificates, runs, and claims.
  4. Papers are theorem-family arguments admitted by a separate editorial gate; a study does not automatically become a paper.
  5. The living synthesis, The Architecture of Distributed Discovery, maps the whole program without silently re-owning theorem novelty.
  6. Infrastructure includes TreasureBench, Labs, schemas, verifiers, the claim ledger, and audit tooling.

Completed theorem family

From information to implemented discovery

Program V5, The Information Sharing Frontier, is complete at its registered scope. Signal geometry determines what a pooled posterior can cover with one, two, or more distinct actions. Independent rescue determines whether folding another private search into a common action helps or hurts. A recovery budget then asks how many pooled actions recover a named private baseline.

Positive result: DD-022 proves an exact interval where sharing raises discovery and each symmetric agent’s payoff under the declared posterior-only identical-mixing equilibrium selection.

Essential limitation: that comparison does not hold across every equilibrium. Roles and signal ownership can select different portfolios, and DD-021’s full-capacity recovery theorem assumes a centralized posterior top-L selector. A shared posterior alone does not implement the planner.

DD-019 Signal geometry · DD-020 Independent rescue · DD-021 Centralized recovery · DD-022 Selected decentralized sharing · Read the working paper · Inspect the claim-linked theorem spine

Phase boundary and hold

Phase 1 is complete: Programs V1–V5, this Frontier, post-V5 consolidation, and the stopped decentralized-recovery overlap gate form the completed boundary. This does not mean every theorem direction is complete.

Phase 2 holds theorem-family execution. Reliable Discovery remains a major candidate but is deferred. TreasureBench Agents v1 has five permanently quarantined DD-010 engineering pilots plus one engineering-complete v5 batch. The original pilot repair adjudication found a pervasive final-action-budget defect and repaired the instrument. Repair-confirmation v1 then stopped with decision sealed-pilot-quarantined-provider-failure on its first public canary: one OpenAI HTTP 400, zero Anthropic calls, zero reported tokens, USD 0.00, and no private run. The separate AO-0004 R4 public-only provider-schema conformance gate passed both providers’ minimal and complete action schemas plus the canonical exactly-one-final-action semantic contract in four calls costing USD 0.0086685, with no bisection and no private or scientific state change. The wholly fresh v2 campaign subsequently passed both public canaries in two calls costing USD 0.0076095, then quarantined at custody creation with zero private runs, a closed provider phase, and a verified eight-object output lock. AO-0007’s one-use diagnostic subsequently verified the retained boundary without mutation, identified the missing v2 campaign permit as the exact custody failure, and permanently closed private-read authority. The prospectively repaired production path passes all twenty synthetic live-mode custody classes and independent AES-256-GCM verification. AO-0008 then passed both public canaries, wholly fresh custody, and its private prefix before quarantining during the fixed full batch at 3,067 calls and USD 13.1861145, with a closed provider phase, a verified 3,576-object output lock, and no unseal. AO-0009’s exactly once aggregate diagnostic subsequently authenticated all 450 fixed-batch traces, permanently closed private-read authority, and selected agent-protocol-policy-decision-required without changing the fail-closed protocol. AO-0010 froze protocol-validity policy v2, passed its complete 500-pairing public rehearsal and all-pairing bounds, then ran one wholly fresh v4 engineering attempt. V4 passed both public canaries and wholly fresh custody before quarantining during the private prefix on provider-terminal-missing at 116 calls and USD 0.3470610, with a closed provider phase, a verified 150-object output lock, and no unseal. AO-0011 then froze provider-outcome policy v3 and completed one wholly fresh v5 engineering batch: 500 terminal pairings comprise 496 protocol-valid and four protocol-invalid outcomes, with zero provider-operational missingness, zero contract/safety failure, no circuit breaker, one safely recovered five-second retry, 3,058 calls, USD 13.0413660, a closed provider phase, a verified 4,067-object lock, and post-lock verification. These are engineering dispositions, not scientific or model-performance evidence. No study, claim, scientific run, paper result, ranking, dimension breakdown, or detailed private performance is published. The base campaign remains blocked. Start with three results · Read the factual methods record.

How evidence status works

Definitions, analytic theorems, exact bounded computations, independent reproductions, estimates, negative results, conjectures, and editorial recommendations remain distinct. Scientific statements link to stable claim IDs; generated numerical claims also link to immutable runs.

Inspect 110 scoped claims · Inspect 48 passing runs · Browse all 26 studies

How the work is published

The canonical entry paper introduces the atomic paradox. Theorem-family papers own durable mathematical questions. Working notes support intermediate or synthetic arguments. The living synthesis preserves the complete intellectual account. Reproducible studies, Labs, and TreasureBench expose evidence and interfaces.

No journal submission status is represented here. A validated PDF, exact run, or polished site does not by itself satisfy the paper-admission rule.

Browse working papers · Read the governance source

Translation layer

Related formulations

These formulations translate a canonical object without changing its scientific scope.

OR/MS

Distributed Discovery

collective search under dispersed information

project working definition

Economics / AGT

Distributed Discovery

information and incentive design for portfolio search

neighbor rather than established synonym

Multi-agent AI

Distributed Discovery

coordinating agent evidence into diverse task actions

software-agent mapping only

Practitioner

Distributed Discovery

turn what the group knows into a deliberate portfolio of attempts

conceptual translation not deployment evidence

OR/MS

discovery architecture

an information-to-action allocation system

includes declared information action and reward rules

Economics / AGT

discovery architecture

an information structure paired with a game or team decision rule

not identical to either object alone

Multi-agent AI

discovery architecture

an agent topology plus evidence action and reward interfaces

analogy with declared task semantics

Practitioner

discovery architecture

who sees what who does what and how success is credited

simplified formulation

OR/MS

information/action separation

separate information state from action-allocation policy

accounting and emulation scope only

Economics / AGT

information/action separation

distinguish experiment comparison from decentralized implementation

no general decentralized separation theorem

Multi-agent AI

information/action separation

distinguish better shared context from better joint action coverage

formal model mapping required

Practitioner

information/action separation

knowing the same thing does not decide who should try what

explanatory shorthand

OR/MS

independent rescue

residual independent coverage outside the pooled block

registered one-hit rescue protocol

Economics / AGT

independent rescue

outside option value of unpooled search attempts

mechanical coverage term not a payoff theorem

Multi-agent AI

independent rescue

agents kept on independent task attempts can recover pooled misses

unevaluated software-agent analogy

Practitioner

independent rescue

keep some independent attempts available to catch what the shared answer misses

model-based design language

OR/MS

action-budget discovery profile

cardinality-constrained posterior coverage frontier

declared finite channel and top-L planner

Economics / AGT

action-budget discovery profile

value of an experiment under a portfolio-action decision problem

specialized discovery payoff and centralized authority

Multi-agent AI

action-budget discovery profile

best exact task coverage available with L coordinated agent actions

theoretical oracle baseline not observed agents

Practitioner

action-budget discovery profile

how much the group can cover with one two or more distinct attempts

model frontier under centralized coordination

OR/MS

recovery budget

minimum resource budget meeting a benchmark value

baseline and authority must be named

Economics / AGT

recovery budget

smallest action capacity restoring a declared outside option

centralized comparator unless otherwise stated

Multi-agent AI

recovery budget

number of distinct coordinated agent actions needed to match a private baseline

exact task baseline not evaluated agent evidence

Practitioner

recovery budget

how many different attempts are needed to win back what pooling lost

benchmark-specific model quantity

OR/MS

strategic implementation spine

cross-stage implementation map for discovery portfolios

organizing spine not theorem closure

Economics / AGT

strategic implementation spine

implementation questions across information acquisition disclosure and local utilities

marginal-contribution closure remains a gate

Multi-agent AI

strategic implementation spine

design the evidence reward and action interfaces that shape agent portfolios

architecture question without agent evaluation

Practitioner

strategic implementation spine

align what gets gathered shared tried and rewarded

conceptual map not operating recommendation

Open the complete contextual concordance