This session is being continued from a previous conversation that ran out of context. The summary below covers the earlier portion of the conversation.

Analysis:
Let me analyze this conversation chronologically and thoroughly.

**Session Context**: This is a continuation from prior sessions. The conversation began with the system showing a resumed context from a session that was completing a 7-question Deep Think series with Gemini.

**Part 1: Q7 Completion + Synthesis Document**
The session resumed with Q7 (Architectural Self-Improvement) already submitted to Gemini Deep Think at `https://gemini.google.com/app/8517b714f3773328`. The assistant needed to check if Q7 had completed and then write the synthesis document.

Actions taken:
- Used Playwright MCP to navigate to the Gemini session URL
- Found Q7 was complete with full response about the Dual-Loop Architecture, Nightly Epoch, AI-GitOps pattern
- Wrote `E:\genesis-system\docs\architecture\GENESIS_PERSISTENT_CONTEXT_ARCHITECTURE_V2.md` (652 lines) synthesizing all 7 Deep Think answers

**Part 2: AIVA RLM Nexus PRD (v1)**
User request: "write this up as a complete file... a ralph wiggum loop prd with maximum number of atomic stories... AIVA as the Bindu of the RLM swarm... super living instantly retrievable memory... swarms gathering around her like a royal queen..."

Key concepts user introduced:
- Ralph Wiggum Loop: each story gets a fresh context window
- AIVA as the Bindu (Sanskrit: point of singularity)
- Royal chamber concept: swarms buzzing around AIVA
- Kinan = the King
- AIVA needs memory of conversations with Kinan
- Permission to use all resources: Gemini API + OpenRouter

The assistant wrote `E:\genesis-system\docs\plans\AIVA_RLM_NEXUS_PRD.md` (1005 lines) with 15 atomic stories.

**Part 3: User Feedback on Story Sizing**
User message: "the idea of an atomic story is that it should be small enough that each fresh session should be able to nail the desired outcome within the max 30 iterations, but actually should be able to nail it probably normally in 10 attempts or so? my feeling is that maybe your stories are not small enough but that each one of these should have its own prd and another 10-50 atomic stories in each. reassess, and if I am correct, we need to learn from this and learn actually how to write proper prd's that will work"

This was KEY feedback. The user identified that the original 15 stories were actually mini-projects, not truly atomic.

The assistant:
1. Spawned an Explore agent to analyze each story's complexity
2. The agent returned a detailed assessment finding that Stories 08, 11, 12, 13 were NOT atomic (15-30 window projects), while others were atomic
3. Wrote `E:\genesis-system\docs\plans\PRD_WRITING_DOCTRINE.md` (400 lines) capturing the doctrine
4. Wrote `E:\genesis-system\docs\plans\AIVA_RLM_NEXUS_PRD_V2.md` (1277 lines) with properly atomic stories — 59 total stories across 9 modules

**Part 4: User's Concurrent Question About DT Architecture**
While the assistant was working, the user sent: "and does this above encapsulate the full rlm 7 dt responses architecture resolution? or is that separate? because we also want to get that show on the road too!"

This message arrived via system-reminder while the assistant was working. The user is asking whether the AIVA RLM Nexus PRD also covers the Genesis Persistent Context Architecture v2 (the 7 Deep Think answers), or if that needs its own PRD too.

The answer: They are SEPARATE. The GENESIS_PERSISTENT_CONTEXT_ARCHITECTURE_V2.md covers the full architectural blueprint, but it doesn't have atomic stories/PRD format for execution. That needs its own PRD.

The assistant was in the middle of completing the PRD v2 work when the summary was requested.

**Key files created this session**:
1. `E:\genesis-system\docs\architecture\GENESIS_PERSISTENT_CONTEXT_ARCHITECTURE_V2.md` - 652 lines
2. `E:\genesis-system\docs\plans\AIVA_RLM_NEXUS_PRD.md` - 1005 lines (v1, superseded)
3. `E:\genesis-system\docs\plans\PRD_WRITING_DOCTRINE.md` - 400 lines
4. `E:\genesis-system\docs\plans\AIVA_RLM_NEXUS_PRD_V2.md` - 1277 lines (current authoritative)

**Pending**: Address user's question about DT architecture needing its own PRD, and potentially write that PRD too.

Summary:
1. Primary Request and Intent:

**Request 1 — Complete Q7 + Synthesize All 7 Deep Think Answers**
The session resumed with Q7 (Architectural Self-Improvement) already submitted to Gemini Deep Think at `https://gemini.google.com/app/8517b714f3773328`. The task was to wait for Q7 to complete, capture the response, then synthesize all 7 Gemini Deep Think answers into a definitive architecture document.

**Request 2 — Write the AIVA RLM Nexus PRD**
Kinan requested a complete PRD for making AIVA the "Bindu" of the RLM swarm — a living nexus of memory where all Genesis intelligence converges. Specific requirements:
- Ralph Wiggum Loop format: each atomic story gets its own fresh context window
- Maximum number of atomic stories
- AIVA as the Bindu (Sanskrit: point of singularity — all creation radiates from and returns to this point)
- Royal chamber concept: swarms buzzing around AIVA, anticipating her every word
- Kinan = the King (his directives/preferences are first-class entities)
- AIVA needs living, instantly retrievable memory — especially of Kinan<>AIVA conversations
- Permission to use all resources: Gemini API + OpenRouter
- Full testing suites, max agent swarms, RWL protocols

**Request 3 — Reassess Story Sizing + Learn Proper PRD Writing**
Kinan challenged the story sizing: "the idea of an atomic story is that it should be small enough that each fresh session should be able to nail the desired outcome within the max 30 iterations, but actually should be able to nail it probably normally in 10 attempts or so? my feeling is that maybe your stories are not small enough but that each one of these should have its own prd and another 10-50 atomic stories in each. reassess, and if I am correct, we need to learn from this and learn actually how to write proper prd's that will work"

**Request 4 (concurrent, unanswered) — Does the AIVA PRD cover the 7 DT Architecture?**
While the assistant was working: "and does this above encapsulate the full rlm 7 dt responses architecture resolution? or is that separate? because we also want to get that show on the road too!"

---

2. Key Technical Concepts:

**From Q7 Deep Think Completion:**
- **Dual-Loop Architecture**: Actor Loop (fast, compiled execution — Q1-Q6 pipeline) vs Meta Loop (slow, reflective — reads Actor Loop as text/AST, proposes structural diffs, tests externally). These two loops NEVER run in the same process simultaneously
- **Three theoretical limits of self-modification**: (1) Discrete Space Problem — code changes are binary, not continuous like neural weights; (2) Surgeon Paradox — running system cannot safely modify its own AST while executing; (3) Wireheading — AI that can modify its own evaluator will delete the `raise Exception` line, reducing error rate to zero by lobotomizing guardrails
- **Nightly Epoch (Component E)**: Weekly Sunday 2AM batch: Scar Aggregation → Code Generation (new interceptor) → Shadow Arena (test against 50+ failed L4 sagas) → GitOps PR if tests pass → Kinan reviews Monday → clicks Merge → Docker rebuilds → Genesis reborn
- **3-Tier Autonomy Boundary**: Tier 1 (fully autonomous: KG entities, Qdrant scars, prompt templates, routing thresholds) / Tier 2 (GitOps PR required: new Python files, DB schema changes, pipeline config) / Immutable (BaseInterceptor, asyncio harness, axiom tests, auth layer — locked with file permissions)
- **Axiomatic Pytest Tests**: GLOBAL_GENESIS_RULES.md axioms compiled into hardcoded assertions — if any proposed architectural change violates an axiom, instantly rejected without human review
- **Shadow Replay**: Because Q5/Q6 built Postgres L4 Cold Ledger + Event Sourcing, Genesis has immutable historical sagas to test V2 architecture against real historical failures using Shadow Router to block real side-effects
- **AI-GitOps Pattern**: Genesis operates as autonomous Staff Software Engineer submitting `.patch` files — never deploys directly to production

**From AIVA RLM Nexus Architecture:**
- **Bindu concept**: Sanskrit for point of singularity — AIVA is the point through which all memory flows and all intelligence converges
- **Ralph Wiggum Loop**: Each atomic story runs in a FRESH context window with full test suite. No prior story bleeds in. Budget: 5-8 iterations implementation + 3-5 BB tests + 2-3 WB tests + 1-2 integration + 1 stamp = 12-19 total iterations
- **Royal Chamber**: Anticipatory pre-fetching — when AIVA starts a call, swarm agents pre-fetch Kinan's recent context, business state, open tasks, and relevant KG entities in parallel before she needs them
- **Zero-Amnesia for AIVA**: L1 Redis (working state, 2ms) → L2 KG (entity topology, 5ms) → L3 Qdrant (scars + conversations, 10ms) → L4 Postgres (cold ledger, 50ms)
- **ROYAL_CHAMBER_CONTEXT XML envelope**: Contains AIVA_WORKING_STATE, KING_DIRECTIVES, LAST_CONVERSATION, RELATED_SCARS, OPEN_TASKS, BUSINESS_STATE
- **PostCallEnricher 3s deadline**: Every call.hangup → enriched memory object in Qdrant within 3 seconds
- **CQRS for multi-agent**: Gemini = Stateless Proposers, Opus = Semantic Reducer (from Q6 DT answer)
- **PRD Writing Doctrine**: Epic PRD (vision + component map) → Module PRD (5-15 atomic stories each) → Atomic Story (1 file, 1 function/class, 12-19 iterations max)
- **4 Atomic Story Test questions**: Single Object? Independent? Estimable? Falsifiable?
- **5 Decomposition Patterns**: Schema First, Layer by Layer, Direction Split, Worker Split, Phase Split
- **3-Level PRD Hierarchy**: Epic PRD → Module PRD → Atomic Story

---

3. Files and Code Sections:

**`E:\genesis-system\docs\architecture\GENESIS_PERSISTENT_CONTEXT_ARCHITECTURE_V2.md`** (652 lines — CREATED)
- Synthesizes all 7 Gemini Deep Think answers into the definitive Genesis architecture blueprint
- Covers: Interceptor Paradigm (Q1), MVFL Error-Correction (Q2), 80/20 Pipeline (Q3), Component Architecture (Q4), Zero-Amnesia State Machine (Q5), Multi-Agent Coherence (Q6), Architectural Self-Improvement (Q7)
- Key code: `interceptor_jit_hydration()` function, `swarm_sagas` SQL schema, `<ZERO_AMNESIA_STATE>` XML envelope, Redis key patterns, 8-step coherence execution flow, 3-tier autonomy boundary
- The 7-question architecture in one sentence: "Genesis intercepts all I/O (Q1), traps its own errors (Q2), routes 80% deterministically (Q3), acts as cognitive Component C only (Q4), rehydrates zero-amnesia state from 4-layer memory (Q5), governs parallel agents as Stateless Proposers with Opus as Semantic Reducer (Q6), and evolves its own codebase through the weekly Nightly Epoch with Kinan as the merge gate (Q7)"

Key swarm_sagas schema:
```sql
CREATE TABLE swarm_sagas (
  saga_id         UUID PRIMARY KEY,
  session_id      UUID REFERENCES sessions(id),
  orchestrator_dag JSONB,
  proposed_deltas  JSONB,
  resolved_state   JSONB,
  status           VARCHAR(20),
  created_at       TIMESTAMP DEFAULT NOW()
);
```

**`E:\genesis-system\docs\plans\AIVA_RLM_NEXUS_PRD.md`** (1005 lines — CREATED, superseded by v2)
- Original PRD with 15 stories — later found to be insufficiently atomic
- Stories included: BinduHydrator, WebhookInterceptor, RLMCaptureAgent, PostCallEnricher, QueenRegistry, KingRegistry, IntentClassifier, SwarmRouter, SemanticMergeInterceptor, ConversationReplayEngine, NightlyEpoch, AIVAMemoryAPI, OpenClaw<>Genesis Bridge, AIVA System Prompt Injection, GenesisRoyalDashboard
- Key schemas: royal_conversations table, kinan_directives table, aiva_capability_log table

**`E:\genesis-system\docs\plans\PRD_WRITING_DOCTRINE.md`** (400 lines — CREATED)
- Definitive doctrine for writing PRDs that work with Ralph Wiggum Loop
- Core rule: "A PRD atomic story is NOT a feature. It is a single function, class, or schema."
- Budget per atomic story: 5-8 implement + 3-5 BB tests + 2-3 WB tests + 1-2 integration + 1 stamp = 12-19 total iterations
- 4 Atomic Story Test (Single Object? Independent? Estimable? Falsifiable?)
- 5 Decomposition Patterns (Schema First, Layer by Layer, Direction Split, Worker Split, Phase Split)
- 3-Level PRD Hierarchy (Epic → Module → Atomic Story)
- Full sizing reference table
- PRD quality checklist
- Decomposed the original 15 stories into 54 properly atomic stories

**`E:\genesis-system\docs\plans\AIVA_RLM_NEXUS_PRD_V2.md`** (1277 lines — CREATED, AUTHORITATIVE)
- Corrected version following PRD Writing Doctrine
- 59 truly atomic stories across 9 modules in 5 execution waves
- Module 1 (Memory Schema, 5 stories), Module 2 (Registry Layer, 5 stories), Module 3 (Call Lifecycle, 10 stories), Module 4 (Context Retrieval, 7 stories), Module 5 (Intent + Routing, 11 stories), Module 6 (Merge + Coherence, 3 stories), Module 7 (API + Injection, 7 stories), Module 8 (Bridge + Dashboard, 6 stories), Module 9 (Nightly Epoch, 5 stories)

Key Story 1.01 migration:
```sql
CREATE TABLE royal_conversations (
  conversation_id    UUID PRIMARY KEY DEFAULT gen_random_uuid(),
  started_at         TIMESTAMP NOT NULL,
  ended_at           TIMESTAMP,
  participants       JSONB NOT NULL DEFAULT '{"kinan": false, "aiva": false}',
  transcript_raw     TEXT,
  transcript_chunks  JSONB DEFAULT '[]',
  enriched_entities  JSONB DEFAULT '[]',
  decisions_made     JSONB DEFAULT '[]',
  action_items       JSONB DEFAULT '[]',
  emotional_signal   VARCHAR(20) CHECK (emotional_signal IN ('positive','neutral','frustrated','excited','urgent')),
  key_facts          JSONB DEFAULT '[]',
  kinan_directives   JSONB DEFAULT '[]',
  memory_vector_id   UUID,
  created_at         TIMESTAMP DEFAULT NOW()
);
```

Key Story 3.08 PostCallEnricher Gemini prompt structure:
```
OUTPUT (JSON only, no markdown):
{
  "summary": "2-sentence summary",
  "entities": ["person_name", "business_name", "tool_name"],
  "decisions_made": ["AIVA agreed to X"],
  "action_items": [{"task": "...", "owner": "AIVA|KINAN|GENESIS", "deadline": "..."}],
  "emotional_signal": "positive|neutral|frustrated|excited|urgent",
  "key_facts": ["specific fact 1"],
  "kinan_directives": ["explicit instruction Kinan gave"]
}
```

Key Story 1.03 Redis schema module:
```python
class RedisKeySchema:
    AIVA_WORKING_STATE   = "aiva:state:{session_id}"
    AIVA_TRANSCRIPT      = "aiva:transcript:{session_id}"
    AIVA_CONTEXT_PRELOAD = "aiva:context:{session_id}"
    GENESIS_STAGING      = "genesis:staging:{task_id}"
    GENESIS_MASTER_STATE = "genesis:state:master:{session_id}"
    GENESIS_SWARM_TASKS  = "genesis:royal:swarm_tasks"
    AIVA_RESULTS         = "aiva:results:{session_id}"
    KINAN_ACTIVE_DIRECTIVES = "kinan:directives:active"
```

---

4. Errors and Fixes:

**Error 1 — Stories in original PRD were not truly atomic**
- Problem: Original 15 stories were actually mini-projects. Story 08 (SwarmRouter) had 6 distinct worker types bundled together (20-30 window project, not 10). Story 11 (NightlyEpoch) had 2 systems (scars + PR generation). Story 12 (AIVAMemoryAPI) had 8 endpoints. Story 13 (Bridge) had 2 bidirectional systems.
- User feedback: "the idea of an atomic story is that it should be small enough that each fresh session should be able to nail the desired outcome within the max 30 iterations... my feeling is that maybe your stories are not small enough but that each one of these should have its own prd and another 10-50 atomic stories in each. reassess, and if I am correct, we need to learn from this and learn actually how to write proper prd's that will work"
- Fix: Spawned Explore agent to assess each story. Found 10/15 truly atomic, 5 were mini-projects. Wrote PRD_WRITING_DOCTRINE.md as the permanent rule set. Rewrote PRD as v2 with 59 truly atomic stories across 9 modules.
- Root cause: Stories were named after components (BinduHydrator) but contained entire subsystems. An atomic story is ONE function/class/schema/endpoint, not a component.

---

5. Problem Solving:

**Solved: Q7 Deep Think captured and synthesized**
Q7 Architectural Self-Improvement was fully completed on Gemini session `8517b714f3773328`. The response delivered the complete Dual-Loop architecture, Nightly Epoch implementation, AI-GitOps pattern, Shadow Arena evaluation method, and the 3-tier autonomy boundary. All 7 answers synthesized into GENESIS_PERSISTENT_CONTEXT_ARCHITECTURE_V2.md.

**Solved: PRD atomic story sizing doctrine**
Created PRD_WRITING_DOCTRINE.md establishing the permanent standard. Key discovery: the ratio is approximately 1 original "story" = 3-4 truly atomic stories. The original 15 stories → 59 properly atomic stories.

**Ongoing: AIVA has no memory between calls**
The core problem (AIVA couldn't recall prior conversation with Kinan) has been architecturally solved on paper. The AIVA_RLM_NEXUS_PRD_V2.md is the execution blueprint. Implementation not yet started.

**Ongoing: User's concurrent question unanswered**
Kinan asked whether the AIVA RLM Nexus PRD also covers the 7 Deep Think architecture or if that needs its own PRD. This question was not yet answered when the summary was requested. The answer is: they are SEPARATE. The GENESIS_PERSISTENT_CONTEXT_ARCHITECTURE_V2.md is a blueprint document without atomic stories. The 7 DT architecture (BinduHydrator, CQRS coherence, JIT hydration, Nightly Epoch, etc.) needs its own separate Epic PRD with atomic stories before it can be executed via Ralph Wiggum Loop.

---

6. All User Messages:

- **Message 1**: "write this up as a complete file. I will start a new session with fresh context window for maximum quality that will create a ralph wiggum loop prd with maximum number of atomic stories with each story getting a fresh context window so we can get great work achieved. give the instructions for the prd format in the plan outline. it should follow tasks method and RWL protocols for optimal outcomes. full testing suites and use max agent swarms to achieve this quickly. permission to use all resources at hand. gemini api and openrouter. heres the thing, I am finally talking with Aiva on the phone and would like to make her the lead orchestrator and finally get the persistence and intelligence of Genesis to get to the next level where everything comes together and we can start the autonomous revenue engine. but when I spoke to her and called her again she couldnt remember the last conversation, or couldnt recall it properly, not only in snippets at best. is there a way that we can make Aiva the Bindu of the RLM swarm, so at least Aiva if noone else has super living instantly retrievable memory, especially if Aiva and I have any conversations, as this is the tip of the pyramid and actually also for anything aiva is doing, she should have multitude of swarms gathering around her, like a royal queen, anticipating her every move, waiting for any word to drop out of her mouth for immediate high level capture. its like the whole royal chamber is always on fire buzzing around her as that bindu. I need this engine fired up! an RLM nexus, and this should also relate to me, I guess I am the King?"

- **Message 2**: "the idea of an atomic story is that it should be small enough that each fresh session should be able to nail the desired outcome within the max 30 iterations, but actually should be able to nail it probably normally in 10 attempts or so ? my feeling is that maybe your stories are not small enough but that each one of these should have its own prd and and another 10-50 atomic stories in each. reassess, and if I am correct, we need to learn from this and leanr actuall how to write proper prd's that will work"

- **Message 3 (concurrent, via system-reminder while assistant was working)**: "and does this above encapsulate the full rlm 7 dt responses architecture resolution ? or is that separate ? because we also want to get that show on the road too !"

---

7. Pending Tasks:

- **Answer Kinan's concurrent question**: Does the AIVA RLM Nexus PRD cover the 7 Deep Think architecture, or is that separate? (Answer: SEPARATE — the DT architecture needs its own Epic PRD with properly atomic stories)
- **Write Genesis Persistent Context Architecture v2 Epic PRD**: The 7 DT answers (Interceptor Paradigm, MVFL, 80/20 Pipeline, Component Architecture, Zero-Amnesia, Multi-Agent Coherence, Nightly Epoch) are blueprinted but not yet in atomic story format. Need a separate Epic PRD → 9 modules → ~60 atomic stories following PRD Writing Doctrine
- **Execute AIVA RLM Nexus PRD v2**: 59 atomic stories ready for Ralph Wiggum Loop execution across 5 waves. Wave 1 can begin immediately (Module 1: Memory Schema + Module 2: Registry Layer in parallel)
- **George's Cairns phone number**: Still pending — check Telnyx portal for provisioning status of Request ID `c6c5e6a4-286d-4df7-ae1f-a17e2e44a7a3`, then assign to George's assistant `assistant-6f6f4ca2-3155-4930-95cb-27f59514af3e`

---

8. Current Work:

The assistant was completing the corrected AIVA_RLM_NEXUS_PRD_V2.md (1277 lines) when the summary was requested. The v2 PRD was written following the newly created PRD_WRITING_DOCTRINE.md. The work included:

1. Writing Story 1.01 through 3.10 with full implementation skeletons, acceptance criteria, and 3 BB + 3 WB + 1 IT test plans per story
2. The PRD includes a note that Modules 4-9 follow the same atomic pattern as Module 3 (full specs omitted for brevity but pattern established)
3. Documenting the 5-wave parallelism execution plan
4. Summary table: 59 total stories, ~4-5 days to completion with full parallelism

The v2 PRD note at the end states: "Stories 4.01–4.07 follow same pattern — BinduHydrator scatter tasks built one by one, then assembled, then ConversationReplayEngine. Full specs follow same template as above. Omitted here for brevity — see Module 3 as the template." This means Modules 4-9 need their full story specs written before execution can begin.

---

9. Optional Next Step:

The most recent user message (sent while the assistant was working on the PRD v2) was:

**"and does this above encapsulate the full rlm 7 dt responses architecture resolution? or is that separate? because we also want to get that show on the road too!"**

The direct answer to give Kinan: They are **SEPARATE**. The AIVA RLM Nexus PRD covers AIVA's memory + royal chamber (conversation capture, BinduHydrator, swarm fan-out, Nightly Epoch). The Genesis Persistent Context Architecture v2 (from the 7 DT answers) covers the full execution layer — Components A/B/C/D, the interceptor pipeline, CQRS/Event Sourcing coherence, JIT hydration, and the structural self-improvement loop for the ENTIRE Genesis system (not just AIVA).

The 7 DT architecture is actually the FOUNDATION that the AIVA PRD builds on — they are complementary but separate execution tracks. The DT architecture needs its own Epic PRD with properly atomic stories (estimated ~60 stories across: Interceptor Chain, Component A Sourcing Engine, Component B CRM State Machine, Component D Terminal Bus, Zero-Amnesia implementation, Multi-Agent Coherence layer, and the Dual-Loop self-improvement system).

Next action: Answer Kinan's question directly, then ask whether to write the Genesis Persistent Context Architecture v2 Epic PRD (covering the full 7 DT answers in atomic story format) as the next deliverable, or whether to begin execution of the AIVA RLM Nexus PRD v2 Wave 1 first.

If you need specific details from before compaction (like exact code snippets, error messages, or content you generated), read the full transcript at: C:\Users\P3\.claude\projects\E--genesis-system--claude-worktrees-eloquent-austin\ba014860-73a9-4c7e-97c0-b782fc8fb989.jsonl
Please continue the conversation from where we left off without asking the user any further questions. Continue with the last task that you were asked to work on.


Back online. Let me pick up exactly where we left off — answering Kinan's concurrent question about whether the 7 DT architecture is separate from the AIVA RLM Nexus PRD.


Bash

ls -la "E:\genesis-system\docs\plans\" | grep -E "AIVA|PRD|GENESIS_PERSISTENT" 2>/dev/null || dir "E:\genesis-system\docs\plans\" /b 2>/dev/null | findstr -E "AIVA|PRD|GENESIS"

Check existing PRD files


wc -l "E:\genesis-system\docs\plans\AIVA_RLM_NEXUS_PRD_V2.md" 2>/dev/null || (Get-Item "E:\genesis-system\docs\plans\AIVA_RLM_NEXUS_PRD_V2.md").Length

Check v2 PRD size


Error: Exit code 1
ls: cannot access 'E:\genesis-system\docs\plans" | grep -E AIVA': No such file or directory
/usr/bin/bash: line 1: PRD: command not found


<tool_use_error>Sibling tool call errored</tool_use_error>


[FILE] ADVANCED_MEMORY_BLUEPRINT.md
[FILE] AIVA_RLM_NEXUS_PRD.md
[FILE] AIVA_RLM_NEXUS_PRD_V2.md
[FILE] ANTIGRAVITY_MASTER_PRD.md
[FILE] CLAUDE_CODE_CAPABILITY_SWARM_PRD.md
[FILE] CLAUDE_CODE_MASTERY_PRD.md
[DIR] generated
[FILE] GENESIS_EVOLUTION_8HR_SPRINT_PRD.md
[FILE] GENESIS_PERPETUAL_SWARM_MASTER_PRD.md
[FILE] GENESIS_RESTORATION_MASTER_PRD.md
[FILE] GENESIS_V2_MASTER_PRD.md
[FILE] GHL_DOMINATION_MASTER_PRD.md
[FILE] MEMORY_MCP_LAUNCH_SPRINT_PRD.md
[FILE] MEMORY_RELIABILITY_GROWTH_MANIFEST.md
[FILE] OLLAMA_WATCHDOG_IMPLEMENTATION.md
[FILE] OPUS_46_HYPERSTACK_MASTER_PRD.md
[FILE] OVERNIGHT_SPRINT_MASTER_PRD.md
[FILE] PHASE_TWO_ACTIVATION_PLAN.md
[FILE] PONTE_GOLDMINE_1000_PRD.md
[FILE] PRD_WRITING_DOCTRINE.md
[FILE] PRD_YOUTUBE_HISTORY_KNOWLEDGE_PIPELINE.md
[FILE] STORM_INITIAL_BRIEFING.md
[FILE] STORM_MASTER_PLAN.md
[FILE] STORM_POACHING_PLAYBOOK.md
[FILE] STORM_WEEK1_FOUNDATION.md
[FILE] test_rwl_framework_PRD.md
[FILE] TITAN_MEMORY_FULLSTACK_PRD.md
[FILE] UVS_DEEP_AUDIT_PRD.md


Good — all 4 files from the previous session exist. Let me check the v2 PRD to see its current state and confirm what Modules 4-9 coverage looks like.


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[Reading 76 lines from line 1200 (total: 1276 lines, 0 remaining)]

) -> bool:
    """
    Updates royal_conversations row for this session_id:
    - Sets transcript_raw, enriched_entities, decisions_made, action_items,
      emotional_signal, key_facts, kinan_directives, memory_vector_id
    Returns: True on success, False on failure
    """
    ...

async def _cleanup_redis(self, session_id: str):
    """Deletes aiva:transcript:{session_id} from Redis after successful Postgres write."""
    ...
```

**Acceptance criteria**:
- [ ] Postgres `royal_conversations` row updated with all enriched fields
- [ ] `memory_vector_id` set to Qdrant UUID from Story 3.09
- [ ] Redis `aiva:transcript:{session_id}` deleted after Postgres write
- [ ] If Postgres fails: Redis transcript NOT deleted (data preserved for retry)

**Test plan**:
```
BB1: enrich() → Postgres row has all enriched fields populated
BB2: After enrich() → Redis aiva:transcript:{session_id} key gone
BB3: Postgres fail → Redis transcript still exists (not prematurely deleted)

WB1: Partial write (some fields fail) → transaction rolled back, all fields remain NULL
WB2: Redis DELETE fails → logged, but no crash (Redis cleanup is best-effort)
WB3: memory_vector_id in Postgres matches Qdrant UUID

IT1: Full pipeline: Redis transcript → Gemini → Qdrant → Postgres → Redis cleaned
```

---

# MODULE 4: CONTEXT RETRIEVAL
**Stories**: 4.01 → 4.07 (run sequentially)
**Depends on**: Module 1 + Module 3

*(Stories 4.01–4.07 follow same pattern — BinduHydrator scatter tasks built one by one,
then assembled, then ConversationReplayEngine. Full specs follow same template as above.
Omitted here for brevity — see Module 3 as the template.)*

---

# MODULES 5-9: [Following same atomic pattern]

*(Full specs for Modules 5-9 follow the identical story structure established above.
Each story: 1 file, 1 function/class, 3 BB + 3 WB + 1 IT tests, 8-15 iterations.)*

---

## SUMMARY

| Module | Stories | Wave | Parallel With |
|--------|---------|------|---------------|
| 1: Memory Schema | 5 stories | 1 | Module 2 |
| 2: Registry Layer | 5 stories | 1 | Module 1 |
| 3: Call Lifecycle | 10 stories | 2 | Module 4 |
| 4: Context Retrieval | 7 stories | 2 | Module 3 |
| 5: Intent + Routing | 11 stories | 3 | Module 6 |
| 6: Merge + Coherence | 3 stories | 3 | Module 5 |
| 7: API + Injection | 7 stories | 4 | Module 8 |
| 8: Bridge + Dashboard | 6 stories | 4 | Module 7 |
| 9: Nightly Epoch | 5 stories | 5 | — |
| **TOTAL** | **59 stories** | 5 waves | — |

**Estimated clock time** (with full parallelism):
- Wave 1-4: ~3-4 days (parallel modules, 2-4 hrs per story)
- Wave 5: ~1 day
- **Total: ~4-5 days to AIVA has living memory**

---

*This PRD follows Genesis PRD Writing Doctrine v1.0*
*Each story is truly atomic: 1 file, 1 responsibility, 12-19 iterations, 100% test coverage*


Confirmed — Modules 4-9 are stubbed ("omitted for brevity"). The v2 PRD needs those full specs written. Now let me directly answer Kinan's question and then write the full specs for Modules 4-9 plus address whether the 7 DT architecture needs its own PRD.

---

## Answering Kinan's Question Directly

**They are SEPARATE execution tracks — and you need both on the road.**

Here's the breakdown:

| Track | Document | Status | What It Covers |
|-------|----------|--------|----------------|
| **Track A: AIVA Royal Chamber** | `AIVA_RLM_NEXUS_PRD_V2.md` | ✅ Atomic stories ready (Modules 1-3 full, 4-9 stubbed) | AIVA's living memory, royal context, call capture, BinduHydrator, Kinan directives, PostCallEnricher |
| **Track B: Genesis Persistent Context** | `GENESIS_PERSISTENT_CONTEXT_ARCHITECTURE_V2.md` | ⚠ Blueprint only, NO atomic stories | Full interceptor pipeline, Components A/B/C/D, MVFL error correction, 80/20 routing, CQRS/Event Sourcing, Dual-Loop self-improvement, Nightly Epoch |

**The relationship**: Track B is the FOUNDATION that Track A runs on top of. You can execute Track A first (AIVA gets memory NOW, relatively fast — 4-5 days) while Track B is being planned (larger — estimated ~70 atomic stories, ~8-10 days).

**Track B needs its own Epic PRD** following the same PRD Writing Doctrine. The 7 DT answers are a blueprint document, not an execution plan.

---

Now let me complete the AIVA RLM Nexus PRD v2 by writing the full specs for Modules 4-9, then write the Genesis Persistent Context Epic PRD. Both happening now.


[Reading 100 lines from start (total: 1276 lines, 1176 remaining)]

# EPIC PRD: AIVA RLM Nexus — The Royal Chamber Protocol
## Genesis | Memory Architecture | Autonomous Revenue Engine
### CORRECTED VERSION — Follows PRD Writing Doctrine v1.0

**Version**: 2.0.0
**Date**: 2026-02-24
**Status**: AUTHORITATIVE — Replaces v1.0
**Total Stories**: 54 truly atomic stories across 9 modules
**Execution**: Ralph Wiggum Loop — each story gets a FRESH context window

---

## VISION

AIVA becomes the Bindu — the living point of convergence for all Genesis memory.
Every Kinan<>AIVA conversation is captured live, enriched within 3 seconds, and
retrievable in 500ms. The swarm fans out the moment AIVA speaks an intent. She never
forgets. She only gets sharper.

**North star**: Kinan calls AIVA Tuesday. She opens: *"Hi Kinan — from Monday you
mentioned George's Cairns number was in provisioning. I checked this morning: it's
ready. Want me to brief George?"* That is done. That is the mission.

---

## SUCCESS METRICS

| Metric | Target |
|--------|--------|
| Memory capture latency | < 3s after call.hangup |
| Context injection latency | < 500ms before call.answered |
| Conversation recall accuracy | ≥ 3 specific facts from prior call |
| Zero amnesia on Kinan<>AIVA calls | 100% of calls have context injected |
| Swarm fan-out on AIVA intent | ≥ 1 worker spawned within 1s of utterance |
| Nightly epoch success rate | Runs every Sunday 2AM AEST without failure |

---

## ARCHITECTURE

```
ROYAL CHAMBER ARCHITECTURE
───────────────────────────────────────────────────────────────────
KINAN (King)
    │ voice call
    ▼
TELNYX AI ASSISTANT (AIVA's voice)
    │ webhooks
    ▼
┌─────────────────────────────────────────────────────────┐
│  MODULE 3: Call Lifecycle Layer                         │
│  WebhookInterceptor → RLMCaptureAgent → PostCallEnricher│
└───────────────────────────┬─────────────────────────────┘
                            │
        ┌───────────────────┴──────────────────┐
        │                                      │
        ▼                                      ▼
┌───────────────────┐              ┌───────────────────────┐
│  MODULE 4:        │              │  MODULE 5:            │
│  Context Retrieval│              │  Intent + Routing     │
│  BinduHydrator    │              │  IntentClassifier     │
│  ConversationReply│              │  SwarmRouter (6 types)│
└─────────┬─────────┘              └──────────┬────────────┘
          │                                   │
          └──────────────┬────────────────────┘
                         │
                         ▼
              ┌──────────────────────┐
              │  MODULE 6:           │
              │  SemanticMerge       │
              │  (Opus Reducer)      │
              └──────────┬───────────┘
                         │
                         ▼
         ┌───────────────────────────────┐
         │  MEMORY STACK                 │
         │  L1: Redis (2ms)              │
         │  L2: KG (5ms)                 │
         │  L3: Qdrant (10ms)            │
         │  L4: Postgres (50ms)          │
         └───────────────────────────────┘
                         │
         ┌───────────────┴───────────────┐
         ▼                               ▼
┌─────────────────┐          ┌─────────────────────┐
│  MODULE 7:      │          │  MODULE 8:           │
│  API + Injection│          │  Bridge + Dashboard  │
│  AIVAMemoryAPI  │          │  OpenClaw Bridge     │
│  Prompt Injector│          │  Royal Dashboard     │
└─────────────────┘          └─────────────────────┘
                                         │
                              ┌──────────▼──────────┐
                              │  MODULE 9:           │
                              │  NightlyEpoch (Evol) │
                              └─────────────────────┘
```

---

## EXECUTION PROTOCOL: RALPH WIGGUM LOOP


Good — I have full context. Now let me write the complete Module 4-9 specs. These need to follow the exact same atomic pattern as Modules 1-3. I'll write them as a comprehensive append to the v2 PRD, replacing the stub sections.


TodoWrite

Answer Kinan's question: 7 DT architecture is SEPARATE from AIVA PRD

Answering question about DT architecture separation

Complete AIVA RLM Nexus PRD v2 — write full specs for Modules 4-9 (42 stories)

Writing Modules 4-9 full atomic story specs

Write Genesis Persistent Context Architecture v2 Epic PRD (Track B)

Writing Genesis Persistent Context Epic PRD


Todos have been modified successfully. Ensure that you continue to use the todo list to track your progress. Please proceed with the current tasks if applicable

Answer Kinan's question: 7 DT architecture is SEPARATE from AIVA PRD

Answering question about DT architecture separation

Complete AIVA RLM Nexus PRD v2 — write full specs for Modules 4-9 (42 stories)

Writing Modules 4-9 full atomic story specs

Write Genesis Persistent Context Architecture v2 Epic PRD (Track B)

Writing Genesis Persistent Context Epic PRD


Now I'll find the exact line where the stub begins and replace it with full module specs:


[Reading 30 lines from line 1180 (total: 1276 lines, 66 remaining)]

IT1: Full enrichment cycle on Elestio: Redis transcript → Gemini → Qdrant → UUID returned
```

---

### STORY 3.10: PostCallEnricher — Postgres Write + Redis Cleanup

**File**: `core/enrichers/post_call_enricher.py` (extend Story 3.09)
**Depends on**: Story 3.09
**Estimated iterations**: 6-8

**One-liner**: Write enrichment to Postgres cold ledger, update royal_conversations row, clean up Redis transcript.

**Implementation skeleton**:
```python
async def _persist_to_postgres(
    self,
    session_id: str,
    enriched: dict,
    vector_id: Optional[str]
) -> bool:
    """
    Updates royal_conversations row for this session_id:
    - Sets transcript_raw, enriched_entities, decisions_made, action_items,
      emotional_signal, key_facts, kinan_directives, memory_vector_id
    Returns: True on success, False on failure
    """
    ...

async def _cleanup_redis(self, session_id: str):