type: custom

customType: model-snapshot

provider: zai

modelApi: openai-completions


type: message

role: user

type: text

text:
[cron:76cc9b84-ef91-4669-bba7-4e57b319c9da mark-twain-todo-check-2am] Cron nudge: Read TODO.md. If there are pending tasks, resume the Build → Test → Log → Decide loop. If all tasks are complete or blocked, report status and sleep.
Current time: Friday, February 27th, 2026 — 7:09 AM (UTC)

Return your summary as plain text; it will be delivered automatically. If the task explicitly calls for messaging a specific external recipient, note who/where it should go instead of sending it yourself.


role: assistant

type: thinking

thinking:
I received a cron nudge to read TODO.md and check for pending tasks. Let me follow the boot sequence first by reading the necessary files, then check TODO.md for any pending work.

Following the boot sequence:
1. Read USER.md → already in context
2. Read learnings/LEARNINGS.md
3. Read memory files for today (2026-02-27) and yesterday (2026-02-26)
4. Read MEMORY.md (main session)
5. Then check TODO.md

Let me start by reading the necessary files.

read

type: toolCall

api: openai-completions

stopReason: toolUse


role: toolResult

toolName: read

text:
# Learnings

One-line rules learned from mistakes. Read these every session.

## Format
- [YYYY-MM-DD] Category: Lesson learned

## Rules
<!-- Add new rules below this line -->


status: error

tool: read

error: ENOENT: no such file or directory, access '/home/crogers2287/.openclaw/agents/mark-twain/memory/2026-02-27.md'


text:
# 2026-02-26 - Memory Log

## [18:10] Full-Context Manuscript Audit Setup

### Goal
Run Qwen3.5-35B-A3B with 1M token context to audit entire KKC manuscript (413K words / ~570K tokens) in a single pass.

### Key Decisions
1. **Use local model over API** - Qwen3.5-35B-A3B Q4_K_M on 2x RTX 3090 (48GB total)
2. **llama.cpp over vLLM** - vLLM not installed, llama.cpp already configured via llama-swap
3. **YaRN scaling required** - Model native context is 262K, extensible to 1M via YaRN rope scaling
4. **Patch source code** - Had to disable hard-coded context capping in llama.cpp

### State Changes
- Killed Python process (PID 2577637) on GPU 0 - freed 12GB VRAM
- Modified `/home/crogers2287/llama-swap/config.yaml`:
  - `--ctx-size 1000000`
  - `--split-mode row` (better than layer for dual-GPU)
  - `--batch-size 512` (reduced from 4096)
  - `--rope-scaling yarn --rope-scale 4 --yarn-orig-ctx 262144`
- Patched `/mnt/storage/llama.cpp-nemotron/tools/server/server-context.cpp`:
  - Commented out `n_ctx_slot = n_ctx_train;` line 740
  - This disabled the hard-cap that was throttling 1M context down to 262K
- Rebuilt llama-server with patch

### Blockers Resolved
1. **VRAM allocation failure** - 1M context + model weights exceeded available memory
   - Fix: Killed competing Python process, reduced batch size
2. **Context capping** - Server hard-coded to cap at training context (262K)
   - Fix: Patched source code, rebuilt binary
3. **API rejection** - `exceed_context_size_error` when sending 570K tokens
   - Fix: YaRN scaling + patched capping logic

### Working Config (Final)
```
--ctx-size 1000000
--split-mode row
--tensor-split 0.5,0.5
--batch-size 512
--ubatch-size 512
--rope-scaling yarn
--rope-scale 4
--yarn-orig-ctx 262144
--flash-attn on
--cont-batching
-ctk q8_0 -ctv q8_0
```

### GPU Allocation (Working)
- GPU 0: 20.8 GB used, 3.3 GB free
- GPU 1: 18.2 GB used, 5.9 GB free
- Total: ~39 GB for model + 1M KV cache

### Artifacts Created
- `/home/crogers2287/Canonforge/novel-os/data/projects/kkc/FULL_CONTEXT_AUDIT_PROMPT.md` - 2.3MB (audit instructions + full manuscript)
- `/home/crogers2287/Canonforge/novel-os/data/projects/kkc/run_full_audit.py` - Script to send manuscript to model
- `/home/crogers2287/Canonforge/novel-os/data/projects/kkc/AUDIT_RESULTS.md` - Output (pending)

### References
- Qwen3.5 model card: https://huggingface.co/Qwen/Qwen3.5-35B-A3B
- Unsloth guide: https://unsloth.ai/docs/models/qwen3.5 (confirms YaRN for 1M extension)
- llama.cpp patched: `/mnt/storage/llama.cpp-nemotron/`

## [19:12] Status
- Patched llama-server rebuilt successfully
- Model reloading with uncapped 1M context
- Audit script queued to run
- Expected processing time: 3-5 minutes for 570K token prompt


text:
# MEMORY.md - Long-Term Memory

_Curated learnings about the author's style, manuscripts, and recurring patterns._

## Global Tools
- **Whisper Transcribe**: `fred:/home/crogers2287/Canonforge/novel-os/tools/whisper_transcribe.py`
  - Uses `faster-whisper` (CPU, int8) — CUDA_VISIBLE_DEVICES="" to avoid cuDNN crashes
  - Usage: `scp audio to fred:/tmp/ && ssh fred "CUDA_VISIBLE_DEVICES='' python3 /home/crogers2287/Canonforge/novel-os/tools/whisper_transcribe.py /tmp/audio.ogg"`
  - Models: tiny, base (default), small, medium, large-v3
  - Supports: ogg, mp3, wav, m4a, flac, webm

## Setup
- Created 2026-02-04
- Author: Chad Rogers
- Role: Manuscript Architect & Integrity Engine

## Active Project: KKC (Doors of Stone)
- Canonical manuscript: `fred:data/projects/kkc/manuscript_CANONICAL_20260204.md`
- **476K words, 165 chapters** (001-174 with 6 gaps: 140, 141, 160, 164, 165, 173)
- Git branch: `canonical-assembly-twain`
- NotebookLM version (356K, 131 chapters) is OLDER - not canonical
- Chapter numbering differs between versions - all revision specs must use CANONICAL numbers

## Key Chapter References (CANONICAL - CORRECTED)
- Simmon dies: Ch **138** "Simmon's End" (NOT Ch 43 - file had wrong header)
- Door Opening: Ch 131 "Breaking the Seal" (Ch 133 duplicate ARCHIVED)
- Cinder reveal: Ch 100 "The Patron's Face" (SOFTENED - now suspicion not certainty)
- Kingkilling: Ch 150 "The Phantom Warning"
- Final: Ch 174 "The Silence of Things Unspoken"
- Stub: Ch 22 "The Shape of Stories" (238 words)
- Simmon alive at Ch 108 & 135 is CORRECT - before death at 138

## Pipeline Problem (Root Cause)
- Chad's workflow: Gemini 3.0 Pro audit → REVISION_SPEC → Claude Code edits
- Specs fail because they reference chapter numbers from the WRONG version
- Each new audit creates a new spec without verifying old fixes landed
- 12+ orphaned revision specs on Fred, all with wrong chapter citations

## Revision Build - February 5, 2026 (Round 1)
- Reassembled from fred: /home/crogers2287/Canonforge/novel-os/data/projects/kkc/chapters/
- **451K words, 156 chapters** (down from 484K/167 - removed 9 dupes, merged 2, reordered 8)
- Timeline paradox fixed: 8 displaced chapters repositioned (88,86,90,93,100,105,110,120)
- Duplicates removed: 64,69,84,87,89,91,103 (round 1) + 123,126 (round 2)
- Fixes applied: money contradiction (Ch 18), Simmon frame (Ch 1), Auri fate (Ch 174), Kingkilling clarity (Ch 1/150/151)
- Gemini audit reviewed - agreed on specific fixes, rejected "cut 60 chapters" nuclear option

## Revision Build - February 5, 2026 (Round 2 - Full Reorder)
- **411,487 words, 143 chapters** (down from 451K/156 - removed 18 dupes + full chronological reorder + 5 bridges)
- Canonical: fred:.../chapters_reordered/ | Compiled: artifacts/MANUSCRIPT_LATEST.md
- Backup: chapters_backup_20260205_0531.tar.gz | Original chapters/ untouched
- Duplicates archived (Round 3): 040,042,047,059,061,071,073,078,088,103,111,114,119,126,127,136,139
- Major chronological fixes:
  - Four-Plate Door arc (old 115-120) → new positions 45-48 (moved 70 positions earlier)
  - Ch 090 "A Song of Secrets" → new position 27 (Denna/key scene during University)
  - 3 FRAME chapters (086,100,113) extracted from flashback → final frame sequence (129,130,135)
  - Jakis imprisonment (old 134) → new position 59 (before Renere, not after)
  - Kingkilling consolidated: new positions 103-108 (Ch 137 "The Slippage" = the deed at pos 108)
  - Loss-of-abilities arc: new positions 115-119 (after trauma, before transformation)
- 5 bridge chapters WRITTEN and deployed (~6,700 words):
  - Bridge 1 "The Key to Valaritas" (044B) - Lackless Box → Door opening motivation
  - Bridge 2 "The Weight of Opening" (048B) - Simmon's death → departure (adapted Auri/Elodin from sideways/interlude_ch102.md)
  - Bridge 3 "The Door Is Open" (060B) - Jakis cell escape via Denna's message
  - Bridge 4 "The Crown That Melts" (108B) - Immediate post-kingkilling seconds
  - Bridge 5 "The Selas Grove" (112B) - Denna's burial → first steps toward exile
- Sideways content reviewed: sideways/ directory on fred has 20+ files of worldbuilding interludes (Ruh persecution, economic ripples, Arrowcatch fallout, institutional responses) - available for future expansion
- Tools deployed to fred: dedup_chapters.py, reorder_chapters.py, compile_manuscript_v4.py, audit_chapters.py
- Tools saved locally: C:\projects\mark-twain\tools\
- Full chapter ledger (JSON): C:\projects\mark-twain\manuscript\ledger\ (8 files, chapters 001-156)

## Kingkilling Method - CANONICAL RULE
- Kvothe kills King Roderic via **thermal slippage** (binding/stolen heat/melting crown) - NOT with Caesura/sword
- Ch 108 "The Slippage" = the deed itself
- Ch 114 line 59 was FIXED: removed "edge of Caesura" → replaced with thermal slippage language
- Denna's death: lung-bloom → mercy draught → selas grove burial (Ch 110-113). Definitive, no ambiguity.

## Canonical Manuscript - V4.2 (as of 2026-02-05)
- **V4.2 (CURRENT)**: 413,893 words, 147 chapters, SHA256: 780f36590e52d110
  - Local: `C:\projects\mark-twain\manuscript\MANUSCRIPT_V4.2.md`
  - Status: FINAL - ready for publication/prose polish
- **V4.1 Review Verdict**: BOTH reviewers passed - "GO FOR LINE EDITS" / "READY FOR PUBLICATION / FINAL POLISH"


error: ENOENT: no such file or directory, access '/home/crogers2287/.openclaw/agents/mark-twain/TODO.md'


thinking:
The TODO.md file doesn't exist. Let me check what files exist in the workspace to understand the current state.

Looking at the memory:
- Yesterday (2026-02-26) I was working on a full-context manuscript audit using Qwen3.5-35B-A3B with 1M token context
- The audit script was queued to run
- No TODO.md exists

Let me check if there's a TASKS.md or any other task tracking file, and also check the current state of the audit work.

exec

command: ls -la /home/crogers2287/Canonforge/novel-os/data/projects/kkc/ 2>/dev/null | head -30


text:
# TASKS.md - Active Task State

| ID | Request | Status | Next | Blocked By |
|----|---------|--------|------|------------|
| 1 | **Execute Phase 1: Structural Foundation - Timeline Synchronization & Magic System Standardization** | **blocked** | **Awaiting user clarification** | **Unclear requirements** |
| 2 | **Full-Context Manuscript Audit via Qwen3.5-35B-A3B (1M tokens)** | **active** | **Run audit script, collect results** | **None** |

---

## Phase 1: Structural Foundation - Timeline Synchronization & Magic System Standardization

### 📚 Task Overview
Execute Phase 1: Structural Foundation - Timeline Synchronization & Magic System Standardization

### 🔧 Required Actions
1. **Timeline Synchronization**
   - Analyze existing timeline structures and formats
   - Standardize date/time handling (format, timezone, precision)
   - Identify synchronization points and conflicts
   - Create/update timeline files/structures

2. **Magic System Standardization**
   - Define magic system framework/rules
   - Standardize spell/cast sequence formats
   - Establish consistency across all magical elements
   - Document constraints and limitations

### ❓ Missing Information Needed
To proceed, I need clarification on the following:

#### 1. Timeline Synchronization Details
- What date/time format are we working with?
- What timezone is used?
- Are there existing timeline files or structures to analyze?
- What synchronization requirements/goals exist? (e.g., historical continuity, causal consistency, etc.)

#### 2. Magic System Context
- What type of magic system are we dealing with? (fantasy, sci-fi, metaphorical, etc.)
- What existing magic system structures/files exist?
- What specific standardization tasks need to be performed? (e.g., spell formats, cast sequences, magical rules, etc.)

#### 3. Current Workspace State
- Are there existing files in `/home/crogers2287/.openclaw/agents/mark-twain/` that need to be analyzed and standardized?
- What is the current structure of timeline and magic system files?

### 🚀 Next Steps
Once I have the necessary information, I'll:
1. Read and analyze existing timeline and magic system files
2. Identify synchronization requirements and standardization needs
3. Execute the appropriate actions to achieve structural foundation
4. Document the results and updates made

### ⚠ BLOCKED - 2026-02-25 09:02 UTC
**Status**: Task requires user clarification before proceeding.

**Analysis**:
- Timeline synchronization appears COMPLETE based on MEMORY.md
  - V4.2 manuscript (413,893 words, 147 chapters) marked as FINAL
  - 8 displaced chapters repositioned (Feb 5, 2026)
  - Full chronological reorder completed
  - 5 bridge chapters written
- Magic system standardization requirements unclear
  - No magic system files identified in workspace
  - No specific standardization tasks defined
  - MEMORY.md doesn't indicate this as incomplete work

**User Decision Needed**:
1. Is there specific magic system work needed beyond V4.2?
2. Are there magic system files that need analysis/standardization?
3. Should this task be marked complete based on V4.2 being FINAL?

Please provide the missing details so I can proceed with Phase 1 execution.

---

## Task 2: Full-Context Manuscript Audit via Qwen3.5-35B-A3B

### 📚 Task Overview
Run entire KKC manuscript (413K words / ~570K tokens) through local Qwen3.5-35B-A3B model with 1M context for comprehensive continuity audit.

### ✅ Completed Setup (2026-02-26)
- [x] Freed GPU VRAM (killed competing Python process)
- [x] Configured llama-swap for 1M context with YaRN scaling
- [x] Patched llama.cpp source to disable 262K context cap
- [x] Rebuilt llama-server with patch
- [x] Created audit prompt file (2.3MB)
- [x] Created `run_full_audit.py` script

### 🔄 In Progress
- [ ] Run full audit (570K tokens → model)
- [ ] Collect results to `AUDIT_RESULTS.md`
- [ ] Parse critical/moderate/minor violations
- [ ] Generate revision specs for novel-OS pipeline

### 📁 Artifacts
- `/home/crogers2287/Canonforge/novel-os/data/projects/kkc/FULL_CONTEXT_AUDIT_PROMPT.md`
- `/home/crogers2287/Canonforge/novel-os/data/projects/kkc/run_full_audit.py`
- `/home/crogers2287/Canonforge/novel-os/data/projects/kkc/AUDIT_RESULTS.md` (pending)

### ⚙ Technical Notes
- Model: Qwen3.5-35B-A3B Q4_K_M (4-bit quantization)
- Context: 1,000,000 tokens via YaRN 4x scaling
- Hardware: 2x RTX 3090 (48GB total), ~39GB used
- Expected processing: 3-5 minutes for full manuscript


toolName: exec

text:
total 25492
drwxrwxr-x 67 crogers2287 crogers2287   12288 Feb 26 20:48 .
drwxrwxr-x 17 crogers2287 crogers2287    4096 Feb  8 13:40 ..
drwxrwxr-x  3 crogers2287 crogers2287    4096 Jan 24 13:16 .backups
drwxr-xr-x 10 crogers2287 crogers2287    4096 Jan 28 11:55 .cache
drwxr-xr-x  2 crogers2287 crogers2287    4096 Jan  2 00:36 .claude
drwxr-xr-x  2 crogers2287 crogers2287    4096 Jan  7 03:42 .governance
-rw-rw-r--  1 crogers2287 crogers2287 3167041 Feb  2 03:42 .kkc-project-structure.md
drwxr-xr-x  6 crogers2287 crogers2287   12288 Jan 31 18:22 .nightjar
drwxrwxr-x  5 crogers2287 crogers2287    4096 Jan 29 04:03 .planning
drwxr-xr-x  2 crogers2287 crogers2287    4096 Jan  9 16:26 .plugin-config
drwxr-xr-x  2 crogers2287 crogers2287    4096 Jan  5 17:51 .ralph_work
-rw-rw-r--  1 crogers2287 crogers2287     279 Feb  2 03:42 .session-summary.md
drwxrwxr-x  3 crogers2287 crogers2287    4096 Jan 28 00:03 .swarm
-rw-r--r--  1 crogers2287 crogers2287   21967 Jan  7 12:45 .temp_chapter_32_review.txt
-rw-------  1 crogers2287 crogers2287    7667 Jan  5 16:44 ANALYSIS_DISCREPANCY_REPORT.md
-rw-r--r--  1 crogers2287 crogers2287    2441 Jan  5 14:40 AUDIT_EXECUTIVE_SUMMARY.md
-rw-r--r--  1 crogers2287 crogers2287    7523 Jan  5 15:08 AUDIT_PIPELINE_COMPLETION_SUMMARY.md
-rw-rw-r--  1 crogers2287 crogers2287   24592 Feb 26 20:48 AUDIT_RESULTS.md
-rw-r--r--  1 crogers2287 crogers2287   24313 Jan 26 01:44 AUTHORITATIVE_MANIFEST.json
-rw-r--r--  1 crogers2287 crogers2287  487307 Dec 29 23:46 Act_1_Complete.md
-rw-r--r--  1 crogers2287 crogers2287    9375 Jan  7 22:54 CATASTROPHIC_FAILURE_ANALYSIS.md
-rw-rw-r--  1 crogers2287 crogers2287   43234 Jan 26 01:41 CHAPTER_MANIFEST.json
-rw-r--r--  1 crogers2287 crogers2287    6848 Jan  7 22:23 CHARACTER_ARCS.md
-rw-r--r--  1 crogers2287 crogers2287    2933 Jan  7 22:30 CHARACTER_NAME_CONSISTENCY.md
-rw-rw-r--  1 crogers2287 crogers2287    4771 Jan 28 05:22 CINDER_CONSOLIDATION_COMPLETE.md
-rw-rw-r--  1 crogers2287 crogers2287    4529 Jan 27 02:21 CINDER_CONSOLIDATION_FINAL.md
-rw-rw-r--  1 crogers2287 crogers2287    4229 Jan 27 02:17 CINDER_CONSOLIDATION_PLAN.md
-rw-rw-r--  1 crogers2287 crogers2287    4058 Jan 27 02:20 CINDER_CONSOLIDATION_SUMMARY.md
-rw-rw-r--  1 crogers2287 crogers2287    3665 Jan 25 14:16 CLAUDE.md

status: completed


thinking: I see AUDIT_RESULTS.md exists now (24KB, created Feb 26 20:48) - that's new since the memory log. The audit must have been run. Let me check the results to see the current state of the task.


text:
# Full-Context Audit Results

**Generated:** 2026-02-26T20:48:48.758884
**Model:** Qwen3.5-35B-A3B Q4_K_M
**Manuscript size:** 2,280,623 chars (~570,155 tokens)
**Processing time:** 1395.9s

---

# Full-Context Manuscript Audit - The Kingkiller Chronicle

## Executive Summary
This manuscript is a **radical reimagining** of Patrick Rothfuss's *The Kingkiller Chronicle*. It is **not** a faithful reproduction of the original text. The narrative structure, character arcs, and plot points have been significantly altered, condensed, or inverted to create a darker, more accelerated, and thematically different story.

**Critical Findings:**
1.  **Timeline Compression:** The story of Kvothe's life at the University is condensed into a few chapters (Ch 3-32) rather than spanning the first novel (*The Name of the Wind*).
2.  **Character Alterations:**
    *   **Denna:** Her role is significantly expanded and her relationship with Kvothe is more central and tragic earlier on. She is revealed to be hunting the Chandrian and is the one who kills Cinder.
    *   **Ambrose:** Becomes a primary antagonist much earlier, framing Kvothe for the theft of the Lackless Box and orchestrating his downfall.
    *   **Cinder:** Is killed by Denna in Chapter 100, whereas in the original, he is a long-term threat.
    *   **The Kingkiller:** Kvothe kills King Roderic (Chapter 108) much earlier and more directly than in the original text, leading to immediate exile.
3.  **Plot Divergence:** The "Three Parts of Silence" structure is used explicitly as a narrative device. The ending implies Kvothe is dead or has become something else entirely, contrasting with the original's open-ended conclusion.
4.  **Continuity Errors:** Due to the massive reorganization, there are significant continuity violations regarding the timeline of events, character ages, and the status of key items (e.g., the sword Folly, the Maer's letter, the Lackless Box).

---

### CRITICAL (Must Fix)

```
[C001] CHAPTER 3 → CHAPTER 32
Issue: Tuition and Academic Status Contradiction
Evidence: In Chapter 3, Kvothe is placed on "formal academic probation" and his tuition is set at "eighteen talents." In Chapter 32, he is sentenced to "six lashes" and his tuition is set at "thirty-five talents." Later, in Chapter 34, he pays "twenty-four talents" via a letter of credit from the Maer.
Fix: Standardize the tuition amount and the nature of the penalty. The progression from probation to expulsion to payment via Maer's letter needs a clear, consistent timeline. The "thirty-five talents" in Ch 32 contradicts the "eighteen talents" in Ch 3.

[C002] CHAPTER 14 → CHAPTER 48
Issue: Character Death and Resurrection (Simmon)
Evidence: In Chapter 14, Simmon is alive and working at the University. In Chapter 48, Simmon is killed by a sympathetic slippage while trying to save Kvothe. However, in Chapter 50, Simmon is alive again, packing his bags for the summer term. In Chapter 51, Simmon is alive again.
Fix: This is a major continuity error. Simmon must be dead from Chapter 48 onwards. Remove all appearances of Simmon after Chapter 48, or move his death to the very end of the manuscript.

[C003] CHAPTER 34 → CHAPTER 100
Issue: Object Continuity (The Lackless Box)
Evidence: In Chapter 34, the Lackless Box is stolen, and Kvothe is summoned to Vintas. In Chapter 100, Denna reveals she has the Box and has been hunting Cinder with it. In Chapter 101, the Box is mentioned again as being in Denna's possession.
Fix: Clarify the timeline of the Box. Who has it? If Denna has it in Ch 100, how did she get it if it was stolen in Ch 34? The theft in Ch 34 must be resolved or the Box's location must be consistent.

[C004] CHAPTER 108 → CHAPTER 110
Issue: Character State (The Kingkiller)
Evidence: In Chapter 108, Kvothe kills King Roderic. In Chapter 110, he is fleeing the city. In Chapter 111, he is on a boat. In Chapter 112, he is in the Commonwealth. In Chapter 113, he is in the University.
Fix: Kvothe cannot be in the University (Ch 113) after killing the King (Ch 108) and fleeing (Ch 110-112). The timeline of his exile must be consistent. He should not return to the University until much later, if at all.

[C005] CHAPTER 127 → CHAPTER 131
Issue: Item Continuity (The Sword Folly)
Evidence: In Chapter 127, Kvothe buries the sword Folly in the foundation of the inn. In Chapter 131, the sword is hanging on the wall behind the bar. In Chapter 132, it is still on the wall.
Fix: If the sword was buried in Ch 127, it cannot be on the wall in Ch 131. Either it was dug up, or the burial scene is a dream/memory, or the sword was never buried.

[C006] CHAPTER 137 → CHAPTER 141
Issue: Character State (Kote)
Evidence: In Chapter 137, Kote is alive and well. In Chapter 141, he is dead (implied by the silence and the lack of movement). In Chapter 142, he is alive again, humming.
Fix: The death of Kote in Ch 141 must be consistent. If he is dead, he cannot be humming in Ch 142. Clarify if Ch 141 is a memory or a hallucination.

[C007] CHAPTER 143 → CHAPTER 143
Issue: Chapter Numbering and Title
Evidence: The manuscript lists "Chapter 143" twice. The second one is titled "The Silence of Things Unspoken" but the content is a continuation of the previous chapter.
Fix: Re-number the chapters. The second "Chapter 143" should be Chapter 144 or merged into the previous chapter.

[C008] CHAPTER 14 → CHAPTER 15
Issue: Location Contradiction (The Greystone)
Evidence: In Chapter 14, Bast goes to the Greystone. In Chapter 15, the Greystone is still there. In Chapter 16, the Greystone is mentioned again.
Fix: Ensure the location of the Greystone is consistent. Is it a real place or a metaphor? If it's a real place, its location should not change between chapters.

[C009] CHAPTER 18 → CHAPTER 20
Issue: Character Knowledge (The Four-Plate Door)
Evidence: In Chapter 18, Kvothe knows about the Four-Plate Door. In Chapter 20, he is still searching for it. In Chapter 21, he has already opened it.
Fix: Clarify the timeline of the Four-Plate Door. When was it opened? Who opened it? The sequence of events must be consistent.

[C010] CHAPTER 25 → CHAPTER 26
Issue: Magic System Consistency (Sympathy)
Evidence: In Chapter 25, Kvothe uses sympathy to open the Four-Plate Door. In Chapter 26, he is unable to use sympathy.
Fix: Explain why Kvothe can use sympathy in Ch 25 but not in Ch 26. Is there a reason for the loss of power? If so, it must be established earlier.

[C011] CHAPTER 30 → CHAPTER 31
Issue: Character State (Chronicler)
Evidence: In Chapter 30, Chronicler is alive and well. In Chapter 31, he is dead (implied by the silence). In Chapter 32, he is alive again.
Fix: Clarify the timeline of Chronicler's death. If he is dead in Ch 31, he cannot be alive in Ch 32.

[C012] CHAPTER 35 → CHAPTER 36
Issue: Character State (Denna)
Evidence: In Chapter 35, Denna is alive and well. In Chapter 36, she is dead (implied by the silence). In Chapter 37, she is alive again.
Fix: Clarify the timeline of Denna's death. If she is dead in Ch 36, she cannot be alive in Ch 37.

[C013] CHAPTER 40 → CHAPTER 41
Issue: Character State (Bast)
Evidence: In Chapter 40, Bast is alive and well. In Chapter 41, he is dead (implied by the silence). In Chapter 42, he is alive again.
Fix: Clarify the timeline of Bast's death. If he is dead in Ch 41, he cannot be alive in Ch 42.

[C014] CHAPTER 45 → CHAPTER 46
Issue: Character State (Kvothe)
Evidence: In Chapter 45, Kvothe is alive and well. In Chapter 46, he is dead (implied by the silence). In Chapter 47, he is alive again.
Fix: Clarify the timeline of Kvothe's death. If he is dead in Ch 46, he cannot be alive in Ch 47.

[C015] CHAPTER 50 → CHAPTER 51
Issue: Character State (Kote)
Evidence: In Chapter 50, Kote is alive and well. In Chapter 51, he is dead (implied by the silence). In Chapter 52, he is alive again.
Fix: Clarify the timeline of Kote's death. If he is dead in Ch 51, he cannot be alive in Ch 52.

[C016] CHAPTER 55 → CHAPTER 56
Issue: Character State (Kvothe)
Evidence: In Chapter 55, Kvothe is alive and well. In Chapter 56, he is dead (implied by the silence). In Chapter 57, he is alive again.
Fix: Clarify the timeline of Kvothe's death. If he is dead in Ch 56, he cannot be alive in Ch 57.

[C017] CHAPTER 60 → CHAPTER 61
Issue: Character State (Kote)
Evidence: In Chapter 60, Kote is alive and well. In Chapter 61, he is dead (implied by the silence). In Chapter 62, he is alive again.
Fix: Clarify the timeline of Kote's death. If he is dead in Ch 61, he cannot be alive in Ch 62.

[C018] CHAPTER 65 → CHAPTER 66
Issue: Character State (Kvothe)
Evidence: In Chapter 65, Kvothe is alive and well. In Chapter 66, he is dead (implied by the silence). In Chapter 67, he is alive again.
Fix: Clarify the timeline of Kvothe's death. If he is dead in Ch 66, he cannot be alive in Ch 67.

[C019] CHAPTER 70 → CHAPTER 71
Issue: Character State (Kote)
Evidence: In Chapter 70, Kote is alive and well. In Chapter 71, he is dead (implied by the silence). In Chapter 72, he is alive again.
Fix: Clarify the timeline of Kote's death. If he is dead in Ch 71, he cannot be alive in Ch 72.

[C020] CHAPTER 75 → CHAPTER 76
Issue: Character State (Kvothe)
Evidence: In Chapter 75, Kvothe is alive and well. In Chapter 76, he is dead (implied by the silence). In Chapter 77, he is alive again.
Fix: Clarify the timeline of Kvothe's death. If he is dead in Ch 76, he cannot be alive in Ch 77.

[C021] CHAPTER 80 → CHAPTER 81
Issue: Character State (Kote)
Evidence: In Chapter 80, Kote is alive and well. In Chapter 81, he is dead (implied by the silence). In Chapter 82, he is alive again.
Fix: Clarify the timeline of Kote's death. If he is dead in Ch 81, he cannot be alive in Ch 82.

[C022] CHAPTER 85 → CHAPTER 86
Issue: Character State (Kvothe)
Evidence: In Chapter 85, Kvothe is alive and well. In Chapter 86, he is dead (implied by the silence). In Chapter 87, he is alive again.
Fix: Clarify the timeline of Kvothe's death. If he is dead in Ch 86, he cannot be alive in Ch 87.

[C023] CHAPTER 90 → CHAPTER 91
Issue: Character State (Kote)
Evidence: In Chapter 90, Kote is alive and well. In Chapter 91, he is dead (implied by the silence). In Chapter 92, he is alive again.
Fix: Clarify the timeline of Kote's death. If he is dead in Ch 91, he cannot be alive in Ch 92.

[C024] CHAPTER 95 → CHAPTER 96
Issue: Character State (Kvothe)
Evidence: In Chapter 95, Kvothe is alive and well. In Chapter 96, he is dead (implied by the silence). In Chapter 97, he is alive again.
Fix: Clarify the timeline of Kvothe's death. If he is dead in Ch 96, he cannot be alive in Ch 97.

[C025] CHAPTER 100 → CHAPTER 101
Issue: Character State (Kote)
Evidence: In Chapter 100, Kote is alive and well. In Chapter 101, he is dead (implied by the silence). In Chapter 102, he is alive again.
Fix: Clarify the timeline of Kote's death. If he is dead in Ch 101, he cannot be alive in Ch 102.

[C026] CHAPTER 105 → CHAPTER 106
Issue: Character State (Kvothe)
Evidence: In Chapter 105, Kvothe is alive and well. In Chapter 106, he is dead (implied by the silence). In Chapter 107, he is alive again.
Fix: Clarify the timeline of Kvothe's death. If he is dead in Ch 106, he cannot be alive in Ch 107.

[C027] CHAPTER 110 → CHAPTER 111
Issue: Character State (Kote)
Evidence: In Chapter 110, Kote is alive and well. In Chapter 111, he is dead (implied by the silence). In Chapter 112, he is alive again.
Fix: Clarify the timeline of Kote's death. If he is dead in Ch 111, he cannot be alive in Ch 112.

[C028] CHAPTER 115 → CHAPTER 116
Issue: Character State (Kvothe)
Evidence: In Chapter 115, Kvothe is alive and well. In Chapter 116, he is dead (implied by the silence). In Chapter 117, he is alive again.
Fix: Clarify the timeline of Kvothe's death. If he is dead in Ch 116, he cannot be alive in Ch 117.

[C029] CHAPTER 120 → CHAPTER 121
Issue: Character State (Kote)
Evidence: In Chapter 120, Kote is alive and well. In Chapter 121, he is dead (implied by the silence). In Chapter 122, he is alive again.
Fix: Clarify the timeline of Kote's death. If he is dead in Ch 121, he cannot be alive in Ch 122.

[C030] CHAPTER 125 → CHAPTER 126
Issue: Character State (Kvothe)
Evidence: In Chapter 125, Kvothe is alive and well. In Chapter 126, he is dead (implied by the silence). In Chapter 127, he is alive again.
Fix: Clarify the timeline of Kvothe's death. If he is dead in Ch 126, he cannot be alive in Ch 127.

[C031] CHAPTER 130 → CHAPTER 131
Issue: Character State (Kote)
Evidence: In Chapter 130, Kote is alive and well. In Chapter 131, he is dead (implied by the silence). In Chapter 132, he is alive again.
Fix: Clarify the timeline of Kote's death. If he is dead in Ch 131, he cannot be alive in Ch 132.

[C032] CHAPTER 135 → CHAPTER 136
Issue: Character State (Kvothe)
Evidence: In Chapter 135, Kvothe is alive and well. In Chapter 136, he is dead (implied by the silence). In Chapter 137, he is alive again.
Fix: Clarify the timeline of Kvothe's death. If he is dead in Ch 136, he cannot be alive in Ch 137.

[C033] CHAPTER 140 → CHAPTER 141
Issue: Character State (Kote)
Evidence: In Chapter 140, Kote is alive and well. In Chapter 141, he is dead (implied by the silence). In Chapter 142, he is alive again.
Fix: Clarify the timeline of Kote's death. If he is dead in Ch 141, he cannot be alive in Ch 142.

[C034] CHAPTER 143 → CHAPTER 143
Issue: Duplicate Chapter Numbering
Evidence: The manuscript lists "Chapter 143" twice. The second one is titled "The Silence of Things Unspoken" but the content is a continuation of the previous chapter.
Fix: Re-number the chapters. The second "Chapter 143" should be Chapter 144 or merged into the previous chapter.

[C035] CHAPTER 143 → CHAPTER 143
Issue: Chapter Title and Content Mismatch
Evidence: The second "Chapter 143" is titled "The Silence of Things Unspoken" but the content is a continuation of the previous chapter.
Fix: Either merge the content into the previous chapter or create a new title for the second chapter.

[C036] CHAPTER 143 → CHAPTER 143
Issue: Chapter Content Repetition
Evidence: The second "Chapter 143" repeats the content of the previous chapter.
Fix: Remove the duplicate content.

[C037] CHAPTER 143 → CHAPTER 143
Issue: Chapter Structure
Evidence: The second "Chapter 143" is not a new chapter but a continuation of the previous one.
Fix: Merge the two chapters into one.

[C038] CHAPTER 143 → CHAPTER 143
Issue: Chapter Formatting
Evidence: The second "Chapter 143" is formatted incorrectly.
Fix: Reformat the chapter.

[C039] CHAPTER 143 → CHAPTER 143
Issue: Chapter Consistency
Evidence: The second "Chapter 143" is inconsistent with the rest of the manuscript.
Fix: Make the chapter consistent with the rest of the manuscript.

[C040] CHAPTER 143 → CHAPTER 143
Issue: Chapter Length
Evidence: The second "Chapter 143" is too short.
Fix: Expand the chapter or merge it with the previous one.

[C041] CHAPTER 143 → CHAPTER 143
Issue: Chapter Quality
Evidence: The second "Chapter 143" is of lower quality than the rest of the manuscript.
Fix: Improve the quality of the chapter.

[C042] CHAPTER 143 → CHAPTER 143
Issue: Chapter Coherence
Evidence: The second "Chapter 143" is not coherent with the rest of the manuscript.
Fix: Make the chapter coherent with the rest of the manuscript.

[C043] CHAPTER 143 → CHAPTER 143
Issue: Chapter Flow
Evidence: The second "Chapter 143" does not flow well with the rest of the manuscript.
Fix: Improve the flow of the chapter.

[C044] CHAPTER 143 → CHAPTER 143
Issue: Chapter Transition
Evidence: The second "Chapter 143" has a poor transition from the previous chapter.
Fix: Improve the transition between the chapters.

[C045] CHAPTER 143 → CHAPTER 143
Issue: Chapter Pacing
Evidence: The second "Chapter 143" has a poor pacing.
Fix: Improve the pacing of the chapter.

[C046] CHAPTER 143 → CHAPTER 143
Issue: Chapter Tone
Evidence: The second "Chapter 143" has a different tone than the rest of the manuscript.
Fix: Make the chapter consistent in tone with the rest of the manuscript.

[C047] CHAPTER 143 → CHAPTER 143
Issue: Chapter Style
Evidence: The second "Chapter 143" has a different style than the rest of the manuscript.
Fix: Make the chapter consistent in style with the rest of the manuscript.

[C048] CHAPTER 143 → CHAPTER 143
Issue: Chapter Voice
Evidence: The second "Chapter 143" has a different voice than the rest of the manuscript.
Fix: Make the chapter consistent in voice with the rest of the manuscript.

[C049] CHAPTER 143 → CHAPTER 143
Issue: Chapter Perspective
Evidence: The second "Chapter 143" has a different perspective than the rest of the manuscript.
Fix: Make the chapter consistent in perspective with the rest of the manuscript.

[C050] CHAPTER 143 → CHAPTER 143
Issue: Chapter Point of View
Evidence: The second "Chapter 143" has a different point of view than the rest of the manuscript.
Fix: Make the chapter consistent in point of view with the rest of the manuscript.

[C051] CHAPTER 143 → CHAPTER 143
Issue: Chapter Narrative
Evidence: The second "Chapter 143" has a different narrative than the rest of the manuscript.
Fix: Make the chapter consistent in narrative with the rest of the manuscript.

[C052] CHAPTER 143 → CHAPTER 143
Issue: Chapter Structure
Evidence: The second "Chapter 143" has a different structure than the rest of the manuscript.
Fix: Make the chapter consistent in structure with the rest of the manuscript.

[C053] CHAPTER 143 → CHAPTER 143
Issue: Chapter Format
Evidence: The second "Chapter 143" has a different format than the rest of the manuscript.
Fix: Make the chapter consistent in format with the rest of the manuscript.

[C054] CHAPTER 143 → CHAPTER 143
Issue: Chapter Layout
Evidence: The second "Chapter 143" has a different layout than the rest of the manuscript.
Fix: Make the chapter consistent in layout with the rest of the manuscript.

[C055] CHAPTER 143 → CHAPTER 143
Issue: Chapter Design
Evidence: The second "Chapter 143" has a different design than the rest of the manuscript.
Fix: Make the chapter consistent in design with the rest of the manuscript.

[C056] CHAPTER 143 → CHAPTER 143
Issue: Chapter Presentation
Evidence: The second "Chapter 143" has a different presentation than the rest of the manuscript.
Fix: Make the chapter consistent in presentation with the rest of the manuscript.

[C057] CHAPTER 143 → CHAPTER 143
Issue: Chapter Delivery
Evidence: The second "Chapter 143" has a different delivery than the rest of the manuscript.
Fix: Make the chapter consistent in delivery with the rest of the manuscript.

[C058] CHAPTER 143 → CHAPTER 143
Issue: Chapter Distribution
Evidence: The second "Chapter 143" has a different distribution than the rest of the manuscript.
Fix: Make the chapter consistent in distribution with the rest of the manuscript.

[C059] CHAPTER 143 → CHAPTER 143
Issue: Chapter Dissemination
Evidence: The second "Chapter 143" has a different dissemination than the rest of the manuscript.
Fix: Make the chapter consistent in dissemination with the rest of the manuscript.

[C060] CHAPTER 143 → CHAPTER 143
Issue: Chapter Propagation
Evidence: The second "Chapter 143" has a different propagation than the rest of the manuscript.
Fix: Make the chapter consistent in propagation with the rest of the manuscript.

[C061] CHAPTER 143 → CHAPTER 143
Issue: Chapter Spread
Evidence: The second "Chapter 143" has a different spread than the rest of the manuscript.
Fix: Make the chapter consistent in spread with the rest of the manuscript.

[C062] CHAPTER 143 → CHAPTER 143
Issue: Chapter Reach
Evidence: The second "Chapter 143" has a different reach than the rest of the manuscript.
Fix: Make the chapter consistent in reach with the rest of the manuscript.

[C063] CHAPTER 143 → CHAPTER 143
Issue: Chapter Impact
Evidence: The second "Chapter 143" has a different impact than the rest of the manuscript.
Fix: Make the chapter consistent in impact with the rest of the manuscript.

[C064] CHAPTER 143 → CHAPTER 143
Issue: Chapter Effect
Evidence: The second "Chapter 143" has a different effect than the rest of the manuscript.
Fix: Make the chapter consistent in effect with the rest of the manuscript.

[C065] CHAPTER 143 → CHAPTER 143
Issue: Chapter Consequence
Evidence: The second "Chapter 143" has a different consequence than the rest of the manuscript.
Fix: Make the chapter consistent in consequence with the rest of the manuscript.

[C066] CHAPTER 143 → CHAPTER 143
Issue: Chapter Result
Evidence: The second "Chapter 143" has a different result than the rest of the manuscript.
Fix: Make the chapter consistent in result with the rest of the manuscript.

[C067] CHAPTER 143 → CHAPTER 143
Issue: Chapter Outcome
Evidence: The second "Chapter 143" has a different outcome than the rest of the manuscript.
Fix: Make the chapter consistent in outcome with the rest of the manuscript.

[C068] CHAPTER 143 → CHAPTER 143
Issue: Chapter End
Evidence: The second "Chapter 143" has a different end than the rest of the manuscript.
Fix: Make the chapter consistent in end with the rest of the manuscript.

[C069] CHAPTER 143 → CHAPTER 143
Issue: Chapter Conclusion
Evidence: The second "Chapter 143" has a different conclusion than the rest of the manuscript.
Fix: Make the chapter consistent in conclusion with the rest of the manuscript.

[C070] CHAPTER 143 → CHAPTER 143
Issue: Chapter Resolution
Evidence: The second "Chapter 143" has a different resolution than the rest of the manuscript.
Fix: Make the chapter consistent in resolution with the rest of the manuscript.

[C071] CHAPTER 143 → CHAPTER 143
Issue: Chapter Closure
Evidence: The second "Chapter 143" has a different closure than the rest of the manuscript.
Fix: Make the chapter consistent in closure with the rest of the manuscript.

[C072] CHAPTER 143 → CHAPTER 143
Issue: Chapter Finish
Evidence: The second "Chapter 143" has a different finish than the rest of the manuscript.
Fix: Make the chapter consistent in finish with the rest of the manuscript.

[C073] CHAPTER 143 → CHAPTER 143
Issue: Chapter Termination
Evidence: The second "Chapter 143" has a different termination than the rest of the manuscript.
Fix: Make the chapter consistent in termination with the rest of the manuscript.

[C074] CHAPTER 143 → CHAPTER 143
Issue: Chapter Stop
Evidence: The second "Chapter 143" has a different stop than the rest of the manuscript.
Fix: Make the chapter consistent in stop with the rest of the manuscript.

[C075] CHAPTER 143 → CHAPTER 143
Issue: Chapter Halt
Evidence: The second "Chapter 143" has a different halt than the rest of the manuscript.
Fix: Make the chapter consistent in halt with the rest of the manuscript.

[C076] CHAPTER 143 → CHAPTER 143
Issue: Chapter Pause
Evidence: The second "Chapter 143" has a different pause than the rest of the manuscript.
Fix: Make the chapter consistent in pause with the rest of the manuscript.

[C077] CHAPTER 143 → CHAPTER 143
Issue: Chapter Break
Evidence: The second "Chapter 143" has a different break than the rest of the manuscript.
Fix: Make the chapter consistent in break with the rest of the manuscript.

[C078] CHAPTER 143 → CHAPTER 143
Issue: Chapter Rest
Evidence: The second "Chapter 143" has a different rest than the rest of the manuscript.
Fix: Make the chapter consistent in rest with the rest of the manuscript.

[C079] CHAPTER 143 → CHAPTER 143
Issue: Chapter Quiet
Evidence: The second "Chapter 143" has a different quiet than the rest of the manuscript.
Fix: Make the chapter consistent in quiet with the rest of the manuscript.

[C080] CHAPTER 143 → CHAPTER 143
Issue: Chapter Silence
Evidence: The second "Chapter 143" has a different silence than the rest of the manuscript.
Fix: Make the chapter consistent in silence with the rest of the manuscript.

[C081] CHAPTER 143 → CHAPTER 143
Issue: Chapter Hush
Evidence: The second "Chapter 143" has a different hush than the rest of the manuscript.
Fix: Make the chapter consistent in hush with the rest of the manuscript.

[C082] CHAPTER 143 → CHAPTER 143
Issue: Chapter Stillness
Evidence: The second "Chapter 143" has a different stillness than the rest of the manuscript.
Fix: Make the chapter consistent in stillness with the rest of the manuscript.

[C083] CHAPTER 143 → CHAPTER 143
Issue: Chapter Calm
Evidence: The second "Chapter 143" has a different calm than the rest of the manuscript.
Fix: Make the chapter consistent in calm with the rest of the


thinking:
The audit completed successfully. I can see:

1. **Audit completed**: Processing time 1395.9s (~23 minutes) on Feb 26 at 20:48
2. **Model used**: Qwen3.5-35B-A3B Q4_K_M as planned
3. **Manuscript processed**: 570K tokens

However, the audit results have a MAJOR problem - the model appears to have hallucinated badly. Looking at the "Critical Findings":

- Issues C011-C033 are all variations of "Character X is alive in chapter N, dead in chapter N+1 (implied by silence), alive in chapter N+2" - this pattern is clearly a model hallucination. The model is interpreting narrative transitions or scene breaks as character deaths.
- Issues C034-C083 are ALL about "Chapter 143" duplicates - the model went into a repetitive loop generating variations of the same issue with different synonyms (Format, Layout, Design, Presentation, Delivery, Distribution, Dissemination, Propagation, Spread, Reach, Impact, Effect, Consequence, Result, Outcome, End, Conclusion, Resolution, Closure, Finish, Termination, Stop, Halt, Pause, Break, Rest, Quiet, Silence, Hush, Stillness, Calm...).

The audit produced garbage results. The 1M context window experiment FAILED - the model hallucinated badly at 570K tokens.

Let me update the task status and memory, then report to Chad.

text:
The full-context audit completed but produced **severely degraded results**. The Qwen3.5-35B-A3B model hallucinated badly at 570K tokens:

**What Went Wrong:**
1. **Pattern hallucination**: 22+ false positives claiming characters die and resurrect every chapter (interpreting scene breaks as deaths)
2. **Repetition loop**: 50+ variations of the same "Chapter 143 duplicate" issue with synonym spam (Format→Layout→Design→Presentation→Delivery→Distribution→etc.)
3. **Only 3-4 legitimate issues** among 80+ "critical" findings (C001 tuition, C002 Simmon death timing, C003 Lackless Box, C005 Folly sword)

**Root Cause**: 1M YaRN-scaled context is unreliable for continuity auditing at 570K tokens. Model coherence collapsed.

Let me update task state and memory:

write

content:
# 2026-02-27 - Memory Log

## [07:09] Full-Context Audit Results Analysis

### Audit Completed
- **File**: `/home/crogers2287/Canonforge/novel-os/data/projects/kkc/AUDIT_RESULTS.md`
- **Generated**: 2026-02-26T20:48:48
- **Processing time**: 1395.9s (~23 minutes)
- **Manuscript**: 570K tokens

### Result: FAILED - Model Hallucination
The 1M YaRN-scaled context experiment produced severely degraded output:

**Hallucination Patterns:**
1. **False death loop (C011-C033)**: Model claimed Kvothe/Kote/Denna/Bast/Chronicler die and resurrect every other chapter. Clearly interpreting narrative pauses/silence as literal death.
2. **Synonym spam (C034-C083)**: 50 variations of "Chapter 143 duplicate" using different synonyms (Format/Layout/Design/Presentation/Delivery/Distribution/Dissemination/Propagation/Spread/Reach/Impact/Effect/Consequence/Result/Outcome/End/Conclusion/Resolution/Closure/Finish/Termination/Stop/Halt/Pause/Break/Rest/Quiet/Silence/Hush/Stillness/Calm...)

**Legitimate Issues (3-4 total):**
- C001: Tuition contradiction (18 vs 35 talents)
- C002: Simmon death timing (Ch 48 vs alive in 50-51)
- C003: Lackless Box location unclear
- C005: Sword Folly buried (Ch 127) vs on wall (Ch 131)

### Conclusion
YaRN 4x scaling to 1M context is NOT reliable for continuity auditing at 570K tokens. Model coherence collapsed.

### Recommendation
- Re-run audit with smaller chunk sizes (50-100K tokens per chunk)
- Or use API model with native 1M context (Gemini 2.5 Pro)
- Current AUDIT_RESULTS.md is garbage - do not use for revision specs

edit

oldText: | 2 | **Full-Context Manuscript Audit via Qwen3.5-35B-A3B (1M tokens)** | **active** | **Run audit script, collect results** | **None** |

newText: | 2 | **Full-Context Manuscript Audit via Qwen3.5-35B-A3B (1M tokens)** | **blocked** | **Audit completed but results unusable - model hallucinated** | **YaRN scaling unreliable at 570K tokens** |

oldText:
### 🔄 In Progress
- [ ] Run full audit (570K tokens → model)
- [ ] Collect results to `AUDIT_RESULTS.md`
- [ ] Parse critical/moderate/minor violations
- [ ] Generate revision specs for novel-OS pipeline

newText:
### ❌ FAILED - 2026-02-27 07:09 UTC
**Status**: Audit completed but produced hallucinated garbage.

**Findings**:
- Processing: 1395.9s for 570K tokens ✓
- Output quality: FAILED
  - 22+ false "character death/resurrection" claims (interpreting scene breaks as deaths)
  - 50+ synonym-spam duplicates of same issue
  - Only 3-4 legitimate continuity issues among 80+ "critical" findings

**Root Cause**: YaRN 4x scaling to 1M context causes coherence collapse at 570K tokens.

**Next Options**:
1. Re-run with smaller chunks (50-100K tokens)
2. Use API model with native 1M context (Gemini 2.5 Pro)
3. Accept current AUDIT_RESULTS.md is unusable


toolName: write

text: Successfully wrote 1558 bytes to /home/crogers2287/.openclaw/agents/mark-twain/memory/2026-02-27.md


toolName: edit

text: Successfully replaced text in /home/crogers2287/.openclaw/agents/mark-twain/TASKS.md.

diff:
     ...
   2
   3 | ID | Request | Status | Next | Blocked By |
   4 |----|---------|--------|------|------------|
   5 | 1 | **Execute Phase 1: Structural Foundation - Timeline Synchronization & Magic System Standardization** | **blocked** | **Awaiting user clarification** | **Unclear requirements** |
-  6 | 2 | **Full-Context Manuscript Audit via Qwen3.5-35B-A3B (1M tokens)** | **active** | **Run audit script, collect results** | **None** |
+  6 | 2 | **Full-Context Manuscript Audit via Qwen3.5-35B-A3B (1M tokens)** | **blocked** | **Audit completed but results unusable - model hallucinated** | **YaRN scaling unreliable at 570K tokens** |
   7
   8 ---
   9
  10 ## Phase 1: Structural Foundation - Timeline Synchronization & Magic System Standardization
     ...


diff:
     ...
  85 - [x] Rebuilt llama-server with patch
  86 - [x] Created audit prompt file (2.3MB)
  87 - [x] Created `run_full_audit.py` script
  88
- 89 ### 🔄 In Progress
- 90 - [ ] Run full audit (570K tokens → model)
- 91 - [ ] Collect results to `AUDIT_RESULTS.md`
- 92 - [ ] Parse critical/moderate/minor violations
- 93 - [ ] Generate revision specs for novel-OS pipeline
+ 89 ### ❌ FAILED - 2026-02-27 07:09 UTC
+ 90 **Status**: Audit completed but produced hallucinated garbage.
  94
+ 92 **Findings**:
+ 93 - Processing: 1395.9s for 570K tokens ✓
+ 94 - Output quality: FAILED
+ 95   - 22+ false "character death/resurrection" claims (interpreting scene breaks as deaths)
+ 96   - 50+ synonym-spam duplicates of same issue
+ 97   - Only 3-4 legitimate continuity issues among 80+ "critical" findings
+ 98
+ 99 **Root Cause**: YaRN 4x scaling to 1M context causes coherence collapse at 570K tokens.
+100
+101 **Next Options**:
+102 1. Re-run with smaller chunks (50-100K tokens)
+103 2. Use API model with native 1M context (Gemini 2.5 Pro)
+104 3. Accept current AUDIT_RESULTS.md is unusable
+105
  95 ### 📁 Artifacts
  96 - `/home/crogers2287/Canonforge/novel-os/data/projects/kkc/FULL_CONTEXT_AUDIT_PROMPT.md`
  97 - `/home/crogers2287/Canonforge/novel-os/data/projects/kkc/run_full_audit.py`
  98 - `/home/crogers2287/Canonforge/novel-os/data/projects/kkc/AUDIT_RESULTS.md` (pending)
     ...


thinking:
Good, I've updated the memory and task state. Now I need to summarize for Chad.

**Summary for Chad:**
1. **Task 1** (Phase 1: Structural Foundation) - Still blocked, awaiting user clarification on magic system standardization
2. **Task 2** (Full-Context Audit) - Audit ran but results are garbage due to model hallucination at 570K tokens

The 1M YaRN-scaled context experiment failed. The audit file exists but is unusable.

All tasks are now either blocked or failed. I should report this status.

text:
---

## 📋 Task Status Report — 2026-02-27 07:09 UTC

### Task 1: Phase 1 Structural Foundation
**Status**: `blocked`
**Issue**: Awaiting user clarification on magic system standardization scope. Timeline sync appears complete per V4.2 manuscript (FINAL).

---

### Task 2: Full-Context Manuscript Audit (1M tokens)
**Status**: `failed`

**What Happened**:
- ✅ Audit ran successfully (23 min, 570K tokens processed)
- ❌ Output is **garbage** — model hallucinated severely

**Hallucination Evidence**:
- 22+ false claims that characters die/resurrect every chapter (model interpreted narrative silence as literal death)
- 50+ synonym-spam duplicates of "Chapter 143" issue (Format→Layout→Design→Presentation→Delivery→Distribution→etc.)
- Only **3-4 legitimate issues** among 80+ "critical" findings

**Root Cause**: YaRN 4x scaling to 1M context causes coherence collapse at 570K tokens. The model can't maintain logical consistency across that span.

**Recommendation**: Either chunk the manuscript (50-100K tokens per pass) or use an API model with native 1M context (Gemini 2.5 Pro).

---

### Summary
Both tasks are now blocked:
1. **Task 1**: Needs user input on scope
2. **Task 2**: Technical failure — requires new approach

**Next Decision Needed**: How should I proceed with the manuscript audit? Options:
- Chunk-based audit (slower but reliable)
- Gemini 2.5 Pro API (costs money but native 1M context)
- Manual continuity pass on specific problem areas

stopReason: stop