Skip to content

docs: hounfour v8 integration research — living document#438

Draft
janitooor wants to merge 1 commit intomainfrom
docs/hounfour-v8-integration-research
Draft

docs: hounfour v8 integration research — living document#438
janitooor wants to merge 1 commit intomainfrom
docs/hounfour-v8-integration-research

Conversation

@janitooor
Copy link

Summary

Living research document mapping concrete integration opportunities between loa's existing patterns and loa-hounfour v8.3.1's capabilities.

  • Inventories all hounfour v8.x exports (201 schemas, 232 conformance vectors, 10 module paths)
  • Maps 9 integration opportunities across 3 tiers (schema alignment, structural correspondence, direct consumption)
  • Prioritizes proposals with effort estimates and risk assessments
  • Includes code examples for each opportunity

Integration Opportunities

# Opportunity Tier Priority
1 Consumer Contract — machine-verifiable structural correspondence T1 P0
2 Flatline dampened scoring (computeDampenedScore()) T2 P1
3 Audit trail chain hashing (computeChainBoundHash()) T1/T2 P1
4 BudgetEnforcer as GovernedResource<T> T2 P2
5 Bridge state machine formalization T2 P2
6 Constraint registry → ConstraintCondition alignment T1/T2 P2
7 Feature flag registry T1 P2
8 Metering ledger as AuditTrail T2 P3
9 x402 payment schema awareness T1 P3

Recommended Sequencing

  1. Phase A (P0): Consumer Contract — establishes the verification bridge
  2. Phase B (P1): Dampened flatline + audit chain hashing — highest-impact quality improvements
  3. Phase C (P2+): Registry formalization, state machine vocabulary, deep integration

Intent

This is an exploratory research document, not an implementation PR. It's intended to be iterated on as we identify which integrations deliver the most value. Each opportunity can become its own implementation PR when ready.

Builds on #436 (version pin update to @8.3.1).

Test plan

  • Document review for accuracy of hounfour capability mapping
  • Validate priority ordering makes sense for current roadmap
  • Identify which P0/P1 items to convert into implementation issues

🤖 Generated with Claude Code

Exploratory analysis mapping hounfour v8.3.1 capabilities against loa's
existing patterns. Identifies 9 concrete integration opportunities across
3 tiers (schema alignment, structural correspondence, direct consumption).

Key findings:
- Flatline detection could use computeDampenedScore() EMA for better convergence
- Audit trail (.run/audit.jsonl) lacks integrity verification — chain hashing solves this
- BudgetEnforcer is a proto-GovernedResource<Budget> waiting to be formalized
- Consumer contract would make structural correspondence machine-verifiable
- Bridge state machine could align with hounfour DDD vocabulary

Priority: Consumer Contract (P0) > Dampened Flatline + Audit Chain (P1) > Registry/State Machine (P2)

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
@janitooor janitooor marked this pull request as draft March 2, 2026 00:54
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment

Labels

None yet

Projects

None yet

Development

Successfully merging this pull request may close these issues.

1 participant