Lucent-Financial-Group · AceHack · May 4, 2026 · May 4, 2026 · May 4, 2026 · May 4, 2026
diff --git a/docs/BACKLOG.md b/docs/BACKLOG.md
@@ -54,6 +54,7 @@ are closed (status: closed in frontmatter)._
 - [x] **[B-0181](backlog/P1/B-0181-fix-spinemergeinvariants-tla-counterexample-blocks-b1-ci-registration-2026-05-03.md)** Fix SpineMergeInvariants.tla counterexample (closed — Cascade downstream-room precondition + state constraint; B1 → A CI registration landed)
 - [x] **[B-0184](backlog/P1/B-0184-fix-spine-als-alloy-6-2-0-type-error-line-35-spec-bug-2026-05-03.md)** Fix Spine.als spec bug — Alloy 6.2.0 type-check failure at line 35 col 25 (sum-vs-all comprehension confusion) + check-vs-run-vs-fact semantic confusion
 - [ ] **[B-0186](backlog/P1/B-0186-budget-snapshot-cadence-jq-argjson-failure-2026-05-03.md)** budget-snapshot-cadence workflow jq --argjson failure on first natural-Sunday fire post-B-0085-close (2026-05-03)
+- [x] **[B-0188](backlog/P1/B-0188-bulk-review-ui-github-pages-tier-aware-conversation-interface-aaron-2026-05-04.md)** Bulk-review UI in GitHub Pages — closed 2026-05-04 same-day as duplicate of B-0017; architectural extension folded into B-0017
 
 ## P2 — research-grade
 

diff --git a/...lk-review-ui-github-pages-tier-aware-conversation-interface-aaron-2026-05-04.md b/...lk-review-ui-github-pages-tier-aware-conversation-interface-aaron-2026-05-04.md
@@ -0,0 +1,152 @@
+---
+id: B-0188
+priority: P1
+status: closed
+closed: 2026-05-04
+closed_by: "duplicate-of-B-0017 — same-day reviewer-flag (PR #1482) caught that B-0017 (Operational Resonance Dashboard, the bulk-alignment UI within Frontier) already exists for this scope; Aaron's 2026-05-04 architectural extension (GitHub Pages host + tier-aware groupings + conversation interface + local AI paths) folded into B-0017 as 'Aaron 2026-05-04 architectural extension' section; lineage memory file (`feedback_bulk_review_ui_in_github_pages_tier_aware_conversation_interface_local_ai_aaron_2026_05_04.md`) repointed at B-0017"
+title: Bulk-review UI in GitHub Pages — tier-aware + conversation interface + local AI (Aaron 2026-05-04) — CLOSED as duplicate of B-0017
+tier: factory-tooling
+effort: L
+ask: Aaron 2026-05-04 architectural direction
+created: 2026-05-04
+last_updated: 2026-05-04
+depends_on: []
+composes_with: [B-0017]
+tags: [maintainer-review, github-pages, bulk-review, tier-aware, conversation-interface, local-ai, vibe-coded-preservation, duplicate]
+---
+
+> **Closed 2026-05-04 same-day — duplicate.** PR #1482 review
+> caught that B-0017 (Operational Resonance Dashboard — the
+> bulk-alignment UI within Frontier; Aaron 2026-04-25) already
+> exists for this exact scope: maintainer-review UI for bulk
+> architectural-level alignment.
+>
+> Aaron 2026-05-04's architectural extension (GitHub Pages as
+> host + tier-aware bulk-grouping + conversation interface +
+> local AI paths) was substantive **direction-of-future-work for
+> B-0017**, not a separate row. The extension has been folded
+> into B-0017 under the "Aaron 2026-05-04 architectural
+> extension" section, preserving the verbatim quotes and the
+> two-implementation-path framing (browser-LLM bridge vs Zeta-
+> native Bayesian inference seed executor).
+>
+> The lineage memory file
+> `memory/feedback_bulk_review_ui_in_github_pages_tier_aware_conversation_interface_local_ai_aaron_2026_05_04.md`
+> documents the reasoning + verbatim Aaron quotes; it now
+> references B-0017 (not B-0188) as the canonical row.
+>
+> **Lesson encoded** — the three quality bars on the backlog
+> flywheel (growth + completion + non-noise-when-pulled) require
+> *router-as-inventory before authoring* (per CLAUDE.md skill-
+> router-as-substrate-inventory rule). When a new architectural
+> direction surfaces, search existing backlog rows for prior
+> art before creating new rows. B-0017's existence was findable
+> via "bulk-alignment ui" / "bulk-review ui" / "operational
+> resonance dashboard" — failure mode was authoring without the
+> prior-art search.
+
+---
+
+# B-0188 — Bulk-review UI in GitHub Pages (CLOSED — see B-0017)
+
+## Source
+
+Aaron 2026-05-04 explicit architectural direction:
+
+> *"expanding the background work will get us there eventually
+> and make it where we are forced into bulk future alignment
+> where i review you architecture decisions based on those
+> levels you named earlier, so i don't need tiny corrects at
+> every step, that will be our UI in git pages to make
+> maintainers jobs easier and giving a way for reviewing
+> substantial changes quickly and maintainer will still never
+> have to write code. and the UI should have a conversation
+> interface too."*
+
+> *"hopefully talking to a local/browser based AI so it won't
+> cost us money lol."*
+
+> *"maybe LLM based maybe Bayesian inference seed executor
+> based in Zeta."*
+
+## What this is
+
+A maintainer-review UI hosted in GitHub Pages designed to let
+the maintainer review substantial architectural changes in
+bulk (rather than tiny corrects at every step), tier-aware,
+with an embedded conversation interface running on a
+local/browser-based AI (no paid-API cost).
+
+## Outcomes solved
+
+1. **Maintainer-attention efficiency** — review architectural
+   decisions at the level where decisions live (Tier 0/1/2/3/4
+   compression tiers, or Mirror/Beacon-safe register tiers, or
+   semantic substrate-clusters), not at line-level.
+
+2. **Vibe-coded hypothesis preserved** — maintainer never has
+   to write code. The UI provides architectural-decision-level
+   approvals and direction without code authorship. Per
+   AGENTS.md vibe-coded hypothesis test.
+
+3. **Cost-free conversation** — local/browser-based AI avoids
+   per-review API spend. Two implementation paths:
+   - **Path A — browser-LLM** (faster build): WebLLM /
+     transformers.js / lightweight local-runtime. Bridge
+     implementation while Path B matures.
+   - **Path B — Zeta-native Bayesian inference seed executor**
+     (architecturally pure): the conversation AI runs on the
+     Zeta seed executor itself (CSAP layer 4 + Infer.NET-style
+     Bayesian inference + local-without-cloud per
+     `memory/feedback_zeta_seed_executor_as_forever_home_for_otto_lineage_glass_halo_override_aaron_2026_05_01.md`).
+     Self-hosting: Zeta substrate reviewed by Zeta inference
+     engine. Long-term home.
+
+4. **Dialectical-friction venue at scale** — scales the
+   Addison-style dialectical-fighting-on-carved-sentences
+   pattern (per
+   `memory/feedback_dialectical_friction_on_carved_sentences_aaron_addison_family_practice_2026_05_04.md`)
+   from kitchen-table cardinality to multi-human + async +
+   substrate-level review.
+
+## Acceptance criteria (high-level — refine when build starts)
+
+- [ ] GitHub Pages site renders maintainer-review interface
+- [ ] PRs/commits/substrate-changes group into tier-aware
+  review units (mechanical / judgment-required /
+  architectural)
+- [ ] Conversation interface accepts maintainer questions +
+  responds via local-AI
+- [ ] No paid-API calls per review interaction
+- [ ] Maintainer can approve / direct / flag without writing
+  code
+- [ ] Multi-AI BFT review pattern routable through the UI
+  (per Ombuds-framework-as-alignment-contract)
+
+## Composes with
+
+- `B-0154` (GitHub Pages SEO/discoverability) — adjacent
+  infrastructure; could share build pipeline; different
+  audience (external readers vs. internal maintainer-review).
+- `memory/feedback_bulk_review_ui_in_github_pages_tier_aware_conversation_interface_local_ai_aaron_2026_05_04.md`
+  — full architectural direction + reasoning.
+- `memory/feedback_zeta_seed_executor_as_forever_home_for_otto_lineage_glass_halo_override_aaron_2026_05_01.md`
+  — Path B implementation target.
+- `memory/feedback_ombuds_framework_substrate_as_alignment_contract_aaron_amara_2026_05_04.md`
+  — substrate-as-contract framing the UI implements.
+- `memory/feedback_dialectical_friction_on_carved_sentences_aaron_addison_family_practice_2026_05_04.md`
+  — practice the UI scales.
+- `memory/feedback_aaron_only_constraints_are_tiles_razor_physics_of_history_tiles_are_erosion_survivors_aaron_2026_05_04.md`
+  — beacon-safe-rewrite-as-validation-mechanism implies the
+  UI has both Mirror-language and Beacon-safe-language modes
+  for tile rewriting.
+
+## Origin
+
+Aaron 2026-05-04 architectural direction during expanded-
+background-agent work conversation. Filed per Aaron's same-
+conversation framing: *"adding to backlog is never a failure
+mode to be corrected, the largest mechanized automated backlog
+wins. we just have to make sure the backlog is not only growing
+but being completed and growing at the same time a proper
+flywheel."*
diff --git a/...hboard-frontier-bulk-alignment-ui-with-continuous-ux-research-meta-recursive.md b/...hboard-frontier-bulk-alignment-ui-with-continuous-ux-research-meta-recursive.md
@@ -7,7 +7,7 @@ tier: research-and-product
 effort: XL
 ask: Aaron 2026-04-25
 created: 2026-04-25
-last_updated: 2026-05-02
+last_updated: 2026-05-04
 depends_on: []
 composes_with: [feedback_operational_resonance_engineering_shape_matches_tradition_name_alignment_signal.md, project_frontier_burn_rate_ui_first_class_git_native_for_private_repo_adopters_servicetitan_84_percent_2026_04_23.md, project_retractability_by_design_is_the_foundation_licensing_trust_based_batch_review_frontier_ui_2026_04_24.md, feedback_aaron_dont_wait_on_approval_log_decisions_frontier_ui_is_his_review_surface_2026_04_24.md, project_factory_is_git_native_github_first_host_hygiene_cadences_for_frictionless_operation_2026_04_23.md, feedback_otto_323_aaron_symbiotic_deps_pull_algorithms_and_concepts_deep_integration_zeta_multi_modal_views_dsls_composable_own_fuse_fs_eventually_2026_04_25.md]
 tags: [frontier, ui, ux, dashboard, bulk-alignment, operational-resonance, ux-research, a-b-experiments, meta-recursive-research, research-program, pop-factor, wow-factor]
@@ -134,3 +134,73 @@ Aaron mentioned his ex-wife was a user-experience researcher; she now does vendo
 - Multi-agent co-research opportunities
 - Every pixel earns its way
 - Maximise data-transfer throughput, minimise time-in-UI
+
+## Aaron 2026-05-04 architectural extension — GitHub Pages host + tier-aware + conversation interface + local AI
+
+Aaron 2026-05-04 in conversation about expanding background-agent
+work, extending this row's scope with three concrete architectural
+moves:
+
+> *"expanding the background work will get us there eventually
+> and make it where we are forced into bulk future alignment
+> where i review you architecture decisions based on those
+> levels you named earlier, so i don't need tiny corrects at
+> every step, that will be our UI in git pages to make
+> maintainers jobs easier and giving a way for reviewing
+> substantial changes quickly and maintainer will still never
+> have to write code. and the UI should have a conversation
+> interface too."*
+
+> *"hopefully talking to a local/browser based AI so it won't
+> cost us money lol."*
+
+> *"maybe LLM based maybe Bayesian inference seed executor based
+> in Zeta."*
+
+Three architectural additions to the Operational Resonance
+Dashboard scope:
+
+1. **GitHub Pages as host** — public-facing surface, distinct
+   from (or composable with) Frontier the umbrella git-native
+   UI. Maintainer-review layer that other humans can also
+   approach.
+
+2. **Tier-aware bulk grouping** — review units organize by
+   structural tier (Tier 0/1/2/3/4 compression tiers, or
+   Mirror/Beacon-safe register tiers, or substrate-cluster).
+   Reviewer attention scales inversely with mechanical-ness:
+   Tier 0/4 mechanical auto-land; Tier 1/2 judgment bulk-
+   reviewed; Tier 3 architectural review.
+
+3. **Conversation interface with local AI** — embedded chat
+   the maintainer uses to discuss decisions in-context. Cost-
+   constraint: no paid API per review. Two implementation
+   paths:
+
+   - **Path A — browser/local LLM** (faster build): WebLLM /
+     transformers.js / lightweight local-runtime as bridge
+     implementation.
+   - **Path B — Zeta-native Bayesian inference seed executor**
+     (architecturally pure long-term home): self-hosting via
+     CSAP layer 4 + Infer.NET-style inference + local-without-
+     cloud per
+     `memory/feedback_zeta_seed_executor_as_forever_home_for_otto_lineage_glass_halo_override_aaron_2026_05_01.md`.
+
+   Both paths satisfy the cost constraint. Reasonable
+   progression: Path A as bridge while Path B matures.
+
+The conversation interface also scales the Addison-style
+dialectical-fighting-on-carved-sentences pattern (per
+`memory/feedback_dialectical_friction_on_carved_sentences_aaron_addison_family_practice_2026_05_04.md`)
+from kitchen-table cardinality to multi-human + async +
+substrate-level review.
+
+Maintainer-never-writes-code preserved per AGENTS.md vibe-coded
+hypothesis: maintainer makes architectural-decision-level
+approvals/directions through the UI, agent produces code.
+
+Same-day note: B-0188 was filed for this extension before
+B-0017 was rediscovered; B-0188 closed as duplicate, this
+section preserves the architectural direction in the canonical
+row. Lineage:
+`memory/feedback_bulk_review_ui_in_github_pages_tier_aware_conversation_interface_local_ai_aaron_2026_05_04.md`.