@gaiaverse/semantic-turning-point-detector
Version:
Detects key semantic turning points in conversations using recursive semantic distance analysis. Ideal for conversation analysis, dialogue segmentation, insight detection, and AI-assisted reasoning tasks.
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Markdown
These results are now considered as no longer relevant and dated, as they were from May of 2025. However, it is left here as a way of assessing and seeing what baseline was achieved at that time.
## Test Case Simple Conversation
- from `src/conversations.ts`
### Results By LLM Model
#### With Qwen 2.5:7b-instruct-q5_k_m
```bash
ts-node src/semanticTurningPointDetector.ts
[TurningPointDetector] Initialized with config: {
apiKey: '[REDACTED]',
classificationModel: 'qwen2.5:7b-instruct-q5_k_m',
embeddingModel: 'text-embedding-3-large',
semanticShiftThreshold: 0.35,
minTokensPerChunk: 512,
maxTokensPerChunk: 4096,
maxRecursionDepth: 3,
onlySignificantTurningPoints: true,
significanceThreshold: 0.75,
minMessagesPerChunk: 11,
maxTurningPoints: 10,
debug: true,
endpoint: 'http://localhost:11434/v1',
complexitySaturationThreshold: 4.5,
measureConvergence: true
}
[TurningPointDetector] Starting turning point detection using ARC/CRA framework for conversation with 72 messages
[TurningPointDetector] Total conversation tokens: 1551
[TurningPointDetector] Starting dimensional analysis at n=0
[TurningPointDetector] Created 7 chunks, avg 222 tokens, avg 10 messages per chunk
[TurningPointDetector] Dimension 0: Split into 7 chunks
[TurningPointDetector] - Dimension 0: Processing chunk 1/7 (11 messages)
[TurningPointDetector] ...Potential turning point detected between messages msg-1 and msg-2 (distance: 0.628, complexity: 4.3)
[TurningPointDetector] ...Potential turning point detected between messages msg-2 and msg-3 (distance: 0.937, complexity: 4.6)
[TurningPointDetector] ...Potential turning point detected between messages msg-3 and msg-4 (distance: 0.509, complexity: 4.2)
[TurningPointDetector] ...Potential turning point detected between messages msg-4 and msg-5 (distance: 0.945, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages msg-5 and msg-6 (distance: 0.890, complexity: 4.8)
[TurningPointDetector] ...Potential turning point detected between messages msg-6 and msg-7 (distance: 0.743, complexity: 4.5)
[TurningPointDetector] ...Potential turning point detected between messages msg-7 and msg-8 (distance: 0.548, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages msg-8 and msg-9 (distance: 0.882, complexity: 4.8)
[TurningPointDetector] ...Potential turning point detected between messages msg-9 and msg-10 (distance: 0.956, complexity: 4.6)
[TurningPointDetector] ...Potential turning point detected between messages msg-10 and msg-11 (distance: 0.975, complexity: 4.6)
[TurningPointDetector] - Processed in 25.8s, estimated remaining time: 154.8s (14.3% complete)
[TurningPointDetector] - Dimension 0: Processing chunk 2/7 (11 messages)
[TurningPointDetector] ...Potential turning point detected between messages msg-10 and msg-11 (distance: 0.975, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages msg-11 and msg-12 (distance: 0.906, complexity: 4.6)
[TurningPointDetector] ...Potential turning point detected between messages msg-12 and msg-13 (distance: 0.982, complexity: 4.6)
[TurningPointDetector] ...Potential turning point detected between messages msg-13 and msg-14 (distance: 0.980, complexity: 4.6)
[TurningPointDetector] ...Potential turning point detected between messages msg-14 and msg-15 (distance: 0.949, complexity: 4.8)
[TurningPointDetector] ...Potential turning point detected between messages msg-15 and msg-16 (distance: 0.960, complexity: 4.6)
[TurningPointDetector] ...Potential turning point detected between messages msg-16 and msg-17 (distance: 0.975, complexity: 4.8)
[TurningPointDetector] ...Potential turning point detected between messages msg-17 and msg-18 (distance: 0.857, complexity: 4.6)
[TurningPointDetector] ...Potential turning point detected between messages msg-18 and msg-19 (distance: 0.895, complexity: 4.8)
[TurningPointDetector] ...Potential turning point detected between messages msg-19 and msg-20 (distance: 0.878, complexity: 4.6)
[TurningPointDetector] - Processed in 20.1s, estimated remaining time: 114.7s (28.6% complete)
[TurningPointDetector] - Dimension 0: Processing chunk 3/7 (11 messages)
[TurningPointDetector] ...Potential turning point detected between messages msg-19 and msg-20 (distance: 0.878, complexity: 4.8)
[TurningPointDetector] ...Potential turning point detected between messages msg-20 and msg-21 (distance: 0.773, complexity: 4.5)
[TurningPointDetector] ...Potential turning point detected between messages msg-21 and msg-22 (distance: 0.981, complexity: 4.6)
[TurningPointDetector] ...Potential turning point detected between messages msg-22 and msg-23 (distance: 0.984, complexity: 4.8)
[TurningPointDetector] ...Potential turning point detected between messages msg-23 and msg-24 (distance: 0.898, complexity: 4.6)
[TurningPointDetector] ...Potential turning point detected between messages msg-24 and msg-25 (distance: 0.855, complexity: 4.6)
[TurningPointDetector] ...Potential turning point detected between messages msg-25 and msg-26 (distance: 0.948, complexity: 4.6)
[TurningPointDetector] ...Potential turning point detected between messages msg-26 and msg-27 (distance: 0.991, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages msg-27 and msg-28 (distance: 0.440, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages msg-28 and msg-29 (distance: 0.899, complexity: 4.6)
[TurningPointDetector] - Processed in 20.5s, estimated remaining time: 88.5s (42.9% complete)
[TurningPointDetector] - Dimension 0: Processing chunk 4/7 (11 messages)
[TurningPointDetector] ...Potential turning point detected between messages msg-28 and msg-29 (distance: 0.899, complexity: 4.6)
[TurningPointDetector] ...Potential turning point detected between messages msg-29 and msg-30 (distance: 0.980, complexity: 4.6)
[TurningPointDetector] ...Potential turning point detected between messages msg-30 and msg-31 (distance: 0.984, complexity: 4.6)
[TurningPointDetector] ...Potential turning point detected between messages msg-31 and msg-32 (distance: 0.955, complexity: 4.6)
[TurningPointDetector] ...Potential turning point detected between messages msg-32 and msg-33 (distance: 0.906, complexity: 4.6)
[TurningPointDetector] ...Potential turning point detected between messages msg-33 and msg-34 (distance: 0.859, complexity: 4.8)
[TurningPointDetector] ...Potential turning point detected between messages msg-34 and msg-35 (distance: 0.980, complexity: 4.6)
[TurningPointDetector] ...Potential turning point detected between messages msg-35 and msg-36 (distance: 0.966, complexity: 4.6)
[TurningPointDetector] ...Potential turning point detected between messages msg-36 and msg-37 (distance: 0.989, complexity: 4.6)
[TurningPointDetector] ...Potential turning point detected between messages msg-37 and msg-38 (distance: 0.996, complexity: 4.6)
[TurningPointDetector] - Processed in 20.0s, estimated remaining time: 64.7s (57.1% complete)
[TurningPointDetector] - Dimension 0: Processing chunk 5/7 (11 messages)
[TurningPointDetector] ...Potential turning point detected between messages msg-37 and msg-38 (distance: 0.996, complexity: 4.6)
[TurningPointDetector] ...Potential turning point detected between messages msg-38 and msg-39 (distance: 0.864, complexity: 4.8)
[TurningPointDetector] ...Potential turning point detected between messages msg-39 and msg-40 (distance: 0.936, complexity: 4.6)
[TurningPointDetector] ...Potential turning point detected between messages msg-40 and msg-41 (distance: 0.958, complexity: 4.6)
[TurningPointDetector] ...Potential turning point detected between messages msg-41 and msg-42 (distance: 0.743, complexity: 4.3)
[TurningPointDetector] ...Potential turning point detected between messages msg-42 and msg-43 (distance: 0.759, complexity: 4.5)
[TurningPointDetector] ...Potential turning point detected between messages msg-43 and msg-44 (distance: 0.914, complexity: 4.6)
[TurningPointDetector] ...Potential turning point detected between messages msg-44 and msg-45 (distance: 0.982, complexity: 4.6)
[TurningPointDetector] ...Potential turning point detected between messages msg-45 and msg-46 (distance: 0.789, complexity: 4.5)
[TurningPointDetector] ...Potential turning point detected between messages msg-46 and msg-47 (distance: 0.977, complexity: 4.6)
[TurningPointDetector] - Processed in 20.5s, estimated remaining time: 42.7s (71.4% complete)
[TurningPointDetector] - Dimension 0: Processing chunk 6/7 (11 messages)
[TurningPointDetector] ...Potential turning point detected between messages msg-46 and msg-47 (distance: 0.977, complexity: 4.6)
[TurningPointDetector] ...Potential turning point detected between messages msg-47 and msg-48 (distance: 0.972, complexity: 4.6)
[TurningPointDetector] ...Potential turning point detected between messages msg-48 and msg-49 (distance: 0.982, complexity: 4.6)
[TurningPointDetector] ...Potential turning point detected between messages msg-49 and msg-50 (distance: 0.960, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages msg-50 and msg-51 (distance: 0.980, complexity: 4.6)
[TurningPointDetector] ...Potential turning point detected between messages msg-51 and msg-52 (distance: 0.919, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages msg-52 and msg-53 (distance: 0.840, complexity: 4.6)
[TurningPointDetector] ...Potential turning point detected between messages msg-53 and msg-54 (distance: 0.597, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages msg-54 and msg-55 (distance: 0.829, complexity: 4.6)
[TurningPointDetector] ...Potential turning point detected between messages msg-55 and msg-56 (distance: 0.761, complexity: 4.5)
[TurningPointDetector] - Processed in 22.1s, estimated remaining time: 21.5s (85.7% complete)
[TurningPointDetector] - Dimension 0: Processing chunk 7/7 (11 messages)
[TurningPointDetector] ...Potential turning point detected between messages msg-55 and msg-56 (distance: 0.760, complexity: 4.5)
[TurningPointDetector] ...Potential turning point detected between messages msg-56 and msg-57 (distance: 0.962, complexity: 4.6)
[TurningPointDetector] ...Potential turning point detected between messages msg-57 and msg-58 (distance: 0.974, complexity: 4.6)
[TurningPointDetector] ...Potential turning point detected between messages msg-58 and msg-59 (distance: 0.949, complexity: 4.6)
[TurningPointDetector] ...Potential turning point detected between messages msg-59 and msg-60 (distance: 0.967, complexity: 4.8)
[TurningPointDetector] ...Potential turning point detected between messages msg-60 and msg-61 (distance: 0.813, complexity: 4.8)
[TurningPointDetector] ...Potential turning point detected between messages msg-61 and msg-62 (distance: 0.755, complexity: 4.5)
[TurningPointDetector] ...Potential turning point detected between messages msg-62 and msg-63 (distance: 0.923, complexity: 4.6)
[TurningPointDetector] ...Potential turning point detected between messages msg-63 and msg-64 (distance: 0.867, complexity: 4.6)
[TurningPointDetector] ...Potential turning point detected between messages msg-64 and msg-65 (distance: 0.959, complexity: 4.6)
[TurningPointDetector] - Processed in 21.7s, estimated remaining time: 0.0s (100.0% complete)
[TurningPointDetector] Dimension 0: Found 70 turning points
[TurningPointDetector] Dimension 0: Merged to 35 turning points
[TurningPointDetector] Dimension 0: Max complexity = 4.84, saturation threshold = 4.5
[TurningPointDetector] Dimension 0: ESCALATING to n+1
[TurningPointDetector] Dimension 0: Escalating to dimension 1
[TurningPointDetector] Created 13 meta-messages for dimensional expansion: meta-cat-0, meta-cat-1, meta-cat-2, meta-cat-3, meta-cat-4, meta-cat-5, meta-cat-6, meta-cat-7, meta-cat-8, meta-section-0, meta-section-1, meta-section-2, meta-section-3
[TurningPointDetector] Dimension 0: Created 13 meta-messages for dimension 1
[TurningPointDetector] Starting dimensional analysis at n=1
[TurningPointDetector] Created 2 chunks, avg 2785 tokens, avg 7 messages per chunk
[TurningPointDetector] Dimension 1: Split into 2 chunks
[TurningPointDetector] - Dimension 1: Processing chunk 1/2 (11 messages)
[TurningPointDetector] ...Potential turning point detected between messages meta-cat-6 and meta-cat-7 (distance: 0.358, complexity: 4.5)
[TurningPointDetector] ...Potential turning point detected between messages meta-cat-7 and meta-cat-8 (distance: 0.448, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages meta-cat-8 and meta-section-0 (distance: 0.517, complexity: 4.4)
[TurningPointDetector] - Processed in 9.5s, estimated remaining time: 9.5s (50.0% complete)
[TurningPointDetector] - Dimension 1: Processing chunk 2/2 (4 messages)
[TurningPointDetector] - Processed in 0.5s, estimated remaining time: 0.0s (100.0% complete)
[TurningPointDetector] Dimension 1: Found 3 turning points
[TurningPointDetector] Dimension 1: Merged to 2 turning points
[TurningPointDetector] Dimension 1: Max complexity = 4.53, saturation threshold = 4.5
[TurningPointDetector] Dimension 1: ESCALATING to n+1
[TurningPointDetector] Dimension 0 → 1: Escalation resulted in convergence distance: 0.033
Turning point detection took as MM:SS: 00:02:40 for 1551 tokens in the conversation
=== DETECTED TURNING POINTS (ARC/CRA Framework) ===
1. memory Discussion and Shift from Insight to Action and Shift to Investigation (Insight)
Messages: "msg-1" → "msg-11"
Dimension: n=0
Complexity Score: 4.79 of 5
Best indicator message ID: "msg-2"
Emotion: neutral
Significance: 0.99
Keywords: anomalous, composition, quantum anomalies, micro-fractures, gear
Notable quotes:
- "Scanning CRG-007 now, Elara. Composition is anomalous—iridium-tungsten alloy showing quantum anomalies."
- "Micro-fractures detected along unusual crystalline boundaries."
2. Shift to Action Commitment and Shift to Security Preparation (Decision)
Messages: "msg-16" → "msg-18"
Dimension: n=0
Complexity Score: 4.84 of 5
Best indicator message ID: "msg-17"
Emotion: determined
Significance: 0.96
Keywords: decided, bypass key, patrol routes, decision, security preparation
Notable quotes:
- "**I've decided—we must use the bypass key.**"
- "I've decided—we must use the bypass key."
3. issue negative entropy Discussion and Shift to Internal Stress Concerns (Problem)
Messages: "msg-18" → "msg-21"
Dimension: n=0
Complexity Score: 4.80 of 5
Best indicator message ID: "msg-19"
Emotion: surprise
Significance: 1.00
Keywords: anomaly, pulsed, sensors, critical, negative entropy
Notable quotes:
- "Wait—your sensors pulsed oddly. What's happening?"
- "Anomalous negative entropy surge detected in Orrery core—Omega sector. Separate critical issue emerging."
4. gear Discussion and Shift to Echo Priority (Insight)
Messages: "msg-21" → "msg-26"
Dimension: n=0
Complexity Score: 4.84 of 5
Best indicator message ID: "msg-21"
Emotion: neutral
Significance: 1.00
Keywords: echoes, resonance, CRG-007, stress, confirmed
Notable quotes:
- "Negative entropy? Could these 'echoes' be causing CRG-007's stress internally?"
- "Confirmed—echo frequencies precisely match CRG-007’s memory-etching resonance."
5. safeguards Discussion (Insight)
Messages: "msg-29" → "msg-32"
Dimension: n=0
Complexity Score: 4.64 of 5
Best indicator message ID: "msg-30"
Emotion: neutral
Significance: 0.98
Keywords: ethics, implications, restoration, hypothesis, intentional
Notable quotes:
- "Implications immense; restoration ethics uncertain."
- "Maybe CRG-007’s damage and star omissions are intentional safeguards post-Vorlag’s incident."
6. emotional response Discussion (Emotion)
Messages: "msg-35" → "msg-38"
Dimension: n=0
Complexity Score: 4.65 of 5
Best indicator message ID: "msg-37"
Emotion: mixed
Significance: 0.98
Keywords: fear, curiosity, interference, heart racing, action
Notable quotes:
- "My heart races, Silus. Fear mixed with intense curiosity."
- "My heart races, Silus."
7. codex discovery Discussion (Topic)
Messages: "msg-40" → "msg-54"
Dimension: n=1
Complexity Score: 4.41 of 5
Best indicator message ID: "msg-41"
Emotion: neutral
Significance: 1.00
Keywords: codex, located, dais, specifications, harmonic
Notable quotes:
- "Codex located on central dais."
- "Codex specifies a tri-harmonic null field tuned to 3.14, 6.28, and 9.42 petahertz."
8. technical details Discussion (Insight)
Messages: "msg-54" → "msg-56"
Dimension: n=0
Complexity Score: 4.56 of 5
Best indicator message ID: "msg-55"
Emotion: neutral
Significance: 0.98
Keywords: tri-harmonic, null field, entropic echoes, calculations, suppression
Notable quotes:
- "That matches the dominant frequency of the entropic echoes."
- "Codex specifies a tri-harmonic null field tuned to 3.14, 6.28, and 9.42 petahertz."
9. Shift to Technical Execution and Shift to Gear Stabilization (Action)
Messages: "msg-59" → "msg-61"
Dimension: n=0
Complexity Score: 4.83 of 5
Best indicator message ID: "msg-60"
Emotion: optimism
Significance: 0.99
Keywords: energized, null field, insertion, engaging, ambient vibration
Notable quotes:
- "Array energized. Null field will stabilize in 12 seconds."
- "There’s a shift in ambient vibration—it’s working!"
10. Shift to Gear Stabilization and Shift to Synchronization and Shift to Mnemonic Alignment (Insight)
Messages: "msg-61" → "msg-64"
Dimension: n=0
Complexity Score: 4.61 of 5
Best indicator message ID: "msg-62"
Emotion: optimism
Significance: 0.98
Keywords: stabilizing, temporal, gear, harmonizing, alignment
Notable quotes:
- "There’s a shift in ambient vibration—it’s working!"
- "Temporal turbulence decreasing. Gear surface stabilizing."
=== ARC/CRA FRAMEWORK CONVERGENCE ANALYSIS ===
Iteration 1:
Dimension: n=1
Convergence Distance: 0.000
Dimensional Escalation: No
Turning Points: 2
Iteration 2:
Dimension: n=1
Convergence Distance: 0.033
Dimensional Escalation: Yes
Turning Points: 1
Results saved to files.
```
#### With phi-4-mini-Q5_K_M
```bash
[TurningPointDetector] Initialized with config: {
apiKey: '[REDACTED]',
classificationModel: 'phi-4-mini-Q5_K_M:3.8B',
embeddingModel: 'text-embedding-3-large',
semanticShiftThreshold: 0.35,
minTokensPerChunk: 512,
maxTokensPerChunk: 4096,
maxRecursionDepth: 3,
onlySignificantTurningPoints: true,
significanceThreshold: 0.75,
minMessagesPerChunk: 11,
maxTurningPoints: 10,
debug: true,
endpoint: 'http://10.3.28.24:7223/v1',
complexitySaturationThreshold: 4.5,
measureConvergence: true
}
[TurningPointDetector] Starting turning point detection using ARC/CRA framework for conversation with 72 messages
[TurningPointDetector] Total conversation tokens: 1551
[TurningPointDetector] Starting dimensional analysis at n=0
[TurningPointDetector] Created 7 chunks, avg 222 tokens, avg 10 messages per chunk
[TurningPointDetector] Dimension 0: Split into 7 chunks
[TurningPointDetector] - Dimension 0: Processing chunk 1/7 (11 messages)
[TurningPointDetector] ...Potential turning point detected between messages msg-1 and msg-2 (distance: 0.628, complexity: 3.9)
[TurningPointDetector] ...Potential turning point detected between messages msg-2 and msg-3 (distance: 0.937, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages msg-3 and msg-4 (distance: 0.509, complexity: 3.8)
[TurningPointDetector] ...Potential turning point detected between messages msg-4 and msg-5 (distance: 0.945, complexity: 4.0)
[TurningPointDetector] ...Potential turning point detected between messages msg-5 and msg-6 (distance: 0.890, complexity: 4.0)
[TurningPointDetector] ...Potential turning point detected between messages msg-6 and msg-7 (distance: 0.743, complexity: 4.3)
[TurningPointDetector] ...Potential turning point detected between messages msg-7 and msg-8 (distance: 0.548, complexity: 4.2)
[TurningPointDetector] ...Potential turning point detected between messages msg-8 and msg-9 (distance: 0.881, complexity: 4.8)
[TurningPointDetector] ...Potential turning point detected between messages msg-9 and msg-10 (distance: 0.956, complexity: 4.8)
[TurningPointDetector] ...Potential turning point detected between messages msg-10 and msg-11 (distance: 0.975, complexity: 4.4)
[TurningPointDetector] - Processed in 19.4s, estimated remaining time: 116.3s (14.3% complete)
[TurningPointDetector] - Dimension 0: Processing chunk 2/7 (11 messages)
[TurningPointDetector] ...Potential turning point detected between messages msg-10 and msg-11 (distance: 0.975, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages msg-11 and msg-12 (distance: 0.906, complexity: 4.8)
[TurningPointDetector] ...Potential turning point detected between messages msg-12 and msg-13 (distance: 0.982, complexity: 4.8)
[TurningPointDetector] ...Potential turning point detected between messages msg-13 and msg-14 (distance: 0.980, complexity: 4.8)
[TurningPointDetector] ...Potential turning point detected between messages msg-14 and msg-15 (distance: 0.949, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages msg-15 and msg-16 (distance: 0.960, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages msg-16 and msg-17 (distance: 0.975, complexity: 4.8)
[TurningPointDetector] ...Potential turning point detected between messages msg-17 and msg-18 (distance: 0.857, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages msg-18 and msg-19 (distance: 0.895, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages msg-19 and msg-20 (distance: 0.878, complexity: 4.8)
[TurningPointDetector] - Processed in 16.9s, estimated remaining time: 90.7s (28.6% complete)
[TurningPointDetector] - Dimension 0: Processing chunk 3/7 (11 messages)
[TurningPointDetector] ...Potential turning point detected between messages msg-19 and msg-20 (distance: 0.878, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages msg-20 and msg-21 (distance: 0.773, complexity: 3.9)
[TurningPointDetector] ...Potential turning point detected between messages msg-21 and msg-22 (distance: 0.981, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages msg-22 and msg-23 (distance: 0.984, complexity: 4.8)
[TurningPointDetector] ...Potential turning point detected between messages msg-23 and msg-24 (distance: 0.898, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages msg-24 and msg-25 (distance: 0.855, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages msg-25 and msg-26 (distance: 0.948, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages msg-26 and msg-27 (distance: 0.991, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages msg-27 and msg-28 (distance: 0.440, complexity: 3.8)
[TurningPointDetector] ...Potential turning point detected between messages msg-28 and msg-29 (distance: 0.899, complexity: 4.4)
[TurningPointDetector] - Processed in 15.9s, estimated remaining time: 69.6s (42.9% complete)
[TurningPointDetector] - Dimension 0: Processing chunk 4/7 (11 messages)
[TurningPointDetector] ...Potential turning point detected between messages msg-28 and msg-29 (distance: 0.899, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages msg-29 and msg-30 (distance: 0.980, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages msg-30 and msg-31 (distance: 0.984, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages msg-31 and msg-32 (distance: 0.955, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages msg-32 and msg-33 (distance: 0.906, complexity: 4.8)
[TurningPointDetector] ...Potential turning point detected between messages msg-33 and msg-34 (distance: 0.859, complexity: 4.8)
[TurningPointDetector] ...Potential turning point detected between messages msg-34 and msg-35 (distance: 0.980, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages msg-35 and msg-36 (distance: 0.966, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages msg-36 and msg-37 (distance: 0.989, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages msg-37 and msg-38 (distance: 0.996, complexity: 4.4)
[TurningPointDetector] - Processed in 15.9s, estimated remaining time: 51.1s (57.1% complete)
[TurningPointDetector] - Dimension 0: Processing chunk 5/7 (11 messages)
[TurningPointDetector] ...Potential turning point detected between messages msg-37 and msg-38 (distance: 0.996, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages msg-38 and msg-39 (distance: 0.864, complexity: 4.8)
[TurningPointDetector] ...Potential turning point detected between messages msg-39 and msg-40 (distance: 0.936, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages msg-40 and msg-41 (distance: 0.958, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages msg-41 and msg-42 (distance: 0.743, complexity: 4.3)
[TurningPointDetector] ...Potential turning point detected between messages msg-42 and msg-43 (distance: 0.759, complexity: 4.3)
[TurningPointDetector] ...Potential turning point detected between messages msg-43 and msg-44 (distance: 0.914, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages msg-44 and msg-45 (distance: 0.982, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages msg-45 and msg-46 (distance: 0.789, complexity: 4.3)
[TurningPointDetector] ...Potential turning point detected between messages msg-46 and msg-47 (distance: 0.977, complexity: 4.4)
[TurningPointDetector] - Processed in 15.5s, estimated remaining time: 33.4s (71.4% complete)
[TurningPointDetector] - Dimension 0: Processing chunk 6/7 (11 messages)
[TurningPointDetector] ...Potential turning point detected between messages msg-46 and msg-47 (distance: 0.977, complexity: 4.8)
[TurningPointDetector] ...Potential turning point detected between messages msg-47 and msg-48 (distance: 0.973, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages msg-48 and msg-49 (distance: 0.981, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages msg-49 and msg-50 (distance: 0.960, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages msg-50 and msg-51 (distance: 0.980, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages msg-51 and msg-52 (distance: 0.919, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages msg-52 and msg-53 (distance: 0.840, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages msg-53 and msg-54 (distance: 0.597, complexity: 4.2)
[TurningPointDetector] ...Potential turning point detected between messages msg-54 and msg-55 (distance: 0.829, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages msg-55 and msg-56 (distance: 0.760, complexity: 4.3)
[TurningPointDetector] - Processed in 17.2s, estimated remaining time: 16.8s (85.7% complete)
[TurningPointDetector] - Dimension 0: Processing chunk 7/7 (11 messages)
[TurningPointDetector] ...Potential turning point detected between messages msg-55 and msg-56 (distance: 0.761, complexity: 3.9)
[TurningPointDetector] ...Potential turning point detected between messages msg-56 and msg-57 (distance: 0.962, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages msg-57 and msg-58 (distance: 0.974, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages msg-58 and msg-59 (distance: 0.949, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages msg-59 and msg-60 (distance: 0.967, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages msg-60 and msg-61 (distance: 0.813, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages msg-61 and msg-62 (distance: 0.755, complexity: 4.3)
[TurningPointDetector] ...Potential turning point detected between messages msg-62 and msg-63 (distance: 0.922, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages msg-63 and msg-64 (distance: 0.867, complexity: 4.8)
[TurningPointDetector] ...Potential turning point detected between messages msg-64 and msg-65 (distance: 0.959, complexity: 4.4)
[TurningPointDetector] - Processed in 17.5s, estimated remaining time: 0.0s (100.0% complete)
[TurningPointDetector] Dimension 0: Found 70 turning points
[TurningPointDetector] Dimension 0: Merged to 48 turning points
[TurningPointDetector] Dimension 0: Max complexity = 4.84, saturation threshold = 4.5
[TurningPointDetector] Dimension 0: ESCALATING to n+1
[TurningPointDetector] Dimension 0: Escalating to dimension 1
[TurningPointDetector] Created 22 meta-messages for dimensional expansion: meta-cat-0, meta-cat-1, meta-cat-2, meta-cat-3, meta-cat-4, meta-cat-5, meta-cat-6, meta-cat-7, meta-cat-8, meta-cat-9, meta-cat-10, meta-cat-11, meta-cat-12, meta-cat-13, meta-cat-14, meta-cat-15, meta-cat-16, meta-cat-17, meta-section-0, meta-section-1, meta-section-2, meta-section-3
[TurningPointDetector] Dimension 0: Created 22 meta-messages for dimension 1
[TurningPointDetector] Starting dimensional analysis at n=1
[TurningPointDetector] Created 3 chunks, avg 3237 tokens, avg 7 messages per chunk
[TurningPointDetector] Dimension 1: Split into 3 chunks
[TurningPointDetector] - Dimension 1: Processing chunk 1/3 (11 messages)
[TurningPointDetector] - Processed in 1.5s, estimated remaining time: 3.1s (33.3% complete)
[TurningPointDetector] - Dimension 1: Processing chunk 2/3 (11 messages)
[TurningPointDetector] ...Potential turning point detected between messages meta-cat-12 and meta-cat-13 (distance: 0.375, complexity: 4.1)
[TurningPointDetector] ...Potential turning point detected between messages meta-cat-14 and meta-cat-15 (distance: 0.410, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages meta-cat-17 and meta-section-0 (distance: 0.423, complexity: 4.4)
[TurningPointDetector] - Processed in 7.1s, estimated remaining time: 4.3s (66.7% complete)
[TurningPointDetector] - Dimension 1: Processing chunk 3/3 (4 messages)
[TurningPointDetector] - Processed in 0.5s, estimated remaining time: 0.0s (100.0% complete)
[TurningPointDetector] Dimension 1: Found 3 turning points
[TurningPointDetector] Dimension 1: Merged to 3 turning points
[TurningPointDetector] Dimension 1: Max complexity = 4.36, saturation threshold = 4.5
[TurningPointDetector] Dimension 1: Remaining in current dimension
[TurningPointDetector] Dimension 0 → 1: Escalation resulted in convergence distance: 0.007
Turning point detection took as MM:SS: 00:02:07 for 1551 tokens in the conversation
=== DETECTED TURNING POINTS (ARC/CRA Framework) ===
1. Insight (Other)
Messages: "msg-8" → "msg-9"
Dimension: n=0
Complexity Score: 4.79 of 5
Best indicator message ID: "msg-8"
Emotion: neutral
Significance: 0.90
Keywords: memory, wear, temporal stresses, cognition
Notable quotes:
- ""It's memory, not wear! CRG-007 is recording temporal stresses into its alloy, actively consuming itself through cognition.""
2. Shift to Urgency and Consequences (Problem, Emotion, Decision)
Messages: "msg-12" → "msg-13"
Dimension: n=0
Complexity Score: 4.84 of 5
Best indicator message ID: "(problem_decision_emotion)"
Emotion: fear
Significance: 0.90
Keywords: urgent, catastrophic, time-sensitive
Notable quotes:
- "**Initiating formal request protocols for Codex access in Noctua Vault, Level 12-Delta.** Warden authorization required; delays likely."
- "*We don't have that kind of time.* The slippage could cause catastrophic destabilization before the Convergence."
3. Meta-Reflection and Decision and Action and Shift to Technical Issue (Other)
Messages: "msg-15" → "msg-19"
Dimension: n=0
Complexity Score: 4.84 of 5
Best indicator message ID: "reflection_on_decision"
Emotion: neutral
Significance: 0.96
Keywords: communication process, perspective, decided, use by-pass key, decision
Notable quotes:
- ""Risks understood, but Orrery collapse is worse." - User deciding to use Artificer's bypass key despite known penalties."
- ""Possessing that key has severe penalties." - Assistant objecting and reflecting on the decision-making process."
4. insight Discussion (Other)
Messages: "msg-20" → "msg-25"
Dimension: n=0
Complexity Score: 4.84 of 5
Best indicator message ID: "msg-20"
Emotion: neutral
Significance: 0.97
Keywords: negative entropy, CRG-007, correlation, insightful deduction, memory-etching resonance
Notable quotes:
- ""Anomalous negative entropy surge detected in Orrery core—Omega sector." **Separate critical issue emerging.**"
- ""Negative entropy? Could these 'echoes' be causing CRG-007's stress internally?
" and "Analyzing correlation...
Confirmed—echo frequencies precisely match CRG-007’s memory-etching resonance.""
5. Shift to Technical Issue (Action/Problem)
Messages: "msg-26" → "msg-36"
Dimension: n=1
Complexity Score: 4.14 of 5
Best indicator message ID: "Shift to Technical Issue"
Emotion: fear mixed with intense curiosity
Significance: 1.00
Keywords: Noctua Vault, bypass key, security, harmonics
Notable quotes:
- ""My heart races, Silus." Fear mixed with intense curiosity."
- "Security mapped. Ward harmonics shifting—key causing interference already."
6. action Discussion (Other)
Messages: "msg-36" → "msg-38"
Dimension: n=0
Complexity Score: 4.45 of 5
Best indicator message ID: "msg-36"
Emotion: anticipation
Significance: 0.92
Keywords: fear, intense curiosity, optimal, insertion, timing
Notable quotes:
- "**My heart races, Silus.** Fear mixed with intense curiosity."
- "Optimal insertion timing now."
7. Meta-Reflection (# meta-reflection Turning Points)
Messages: "msg-38" → "msg-58"
Dimension: n=1
Complexity Score: 4.36 of 5
Best indicator message ID: "meta-cat-15"
Emotion: neutral, concern
Significance: 1.00
Keywords: interface, warning, chronomantic flux
Notable quotes:
- "**Warning: interface will expose you to residual chronomantic flux.** Recommend protective incantation layering."
8. action Discussion (Action)
Messages: "msg-59" → "msg-61"
Dimension: n=0
Complexity Score: 4.43 of 5
Best indicator message ID: "Shift to Technical Action"
Emotion: neutral
Significance: 0.88
Keywords: null field, array, energized, stabilize, array energized
Notable quotes:
- ""Already weaving defensive runes." - User expressing concern and effort."
- ""Empathetic framework acknowledged. Array energized... Null field will stabilize in 12 seconds. Prepare for insertion." - Assistant providing assurance and moving forward with the task."
9. Shift to Technical Status Update (Action)
Messages: "msg-61" → "msg-13"
Dimension: n=1
Complexity Score: 4.36 of 5
Best indicator message ID: "[1-2]"
Emotion: neutral
Significance: 1.00
Keywords: CRG-007, null field engaging
Notable quotes:
- ""CRG-007 seated... aligning spindle housing... null field engaging now." - User, "There’s a shift in ambient vibration—it’s working!""
10. Insight (insight)
Messages: "msg-62" → "msg-64"
Dimension: n=0
Complexity Score: 4.78 of 5
Best indicator message ID: "'insight'"
Emotion: neutral
Significance: 0.94
Keywords: harmonizing, recognizes, alignment, emergent, synchronization
Notable quotes:
- ""Incredible. It's no longer resisting—it’s... harmonizing.""
- ""Incredible." It's no longer resisting—it’s... harmonizing."
=== ARC/CRA FRAMEWORK CONVERGENCE ANALYSIS ===
Iteration 1:
Dimension: n=1
Convergence Distance: 0.000
Dimensional Escalation: No
Turning Points: 3
Iteration 2:
Dimension: n=1
Convergence Distance: 0.007
Dimensional Escalation: Yes
Turning Points: 3
Results saved to files.
```
#### With Gpt-4o
```sh
[TurningPointDetector] Initialized with config: {
apiKey: '[REDACTED]',
classificationModel: 'gpt-4o',
embeddingModel: 'text-embedding-3-large',
semanticShiftThreshold: 0.35,
minTokensPerChunk: 512,
maxTokensPerChunk: 4096,
maxRecursionDepth: 3,
onlySignificantTurningPoints: true,
significanceThreshold: 0.75,
minMessagesPerChunk: 11,
maxTurningPoints: 10,
debug: true,
endpoint: undefined,
complexitySaturationThreshold: 4.5,
measureConvergence: true
}
[TurningPointDetector] Starting turning point detection using ARC/CRA framework for conversation with 72 messages
[TurningPointDetector] Total conversation tokens: 1551
[TurningPointDetector] Starting dimensional analysis at n=0
[TurningPointDetector] Created 7 chunks, avg 222 tokens, avg 10 messages per chunk
[TurningPointDetector] Dimension 0: Split into 7 chunks
[TurningPointDetector] - Dimension 0: Processing chunk 1/7 (11 messages)
[TurningPointDetector] ...Potential turning point detected between messages msg-1 and msg-2 (distance: 0.628, complexity: 4.3)
[TurningPointDetector] ...Potential turning point detected between messages msg-10 and msg-11 (distance: 0.975, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages msg-19 and msg-20 (distance: 0.878, complexity: 4.8)
[TurningPointDetector] ...Potential turning point detected between messages msg-2 and msg-3 (distance: 0.937, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages msg-11 and msg-12 (distance: 0.906, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages msg-20 and msg-21 (distance: 0.773, complexity: 4.3)
[TurningPointDetector] ...Potential turning point detected between messages msg-21 and msg-22 (distance: 0.981, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages msg-12 and msg-13 (distance: 0.982, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages msg-3 and msg-4 (distance: 0.509, complexity: 4.2)
[TurningPointDetector] ...Potential turning point detected between messages msg-13 and msg-14 (distance: 0.980, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages msg-22 and msg-23 (distance: 0.984, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages msg-4 and msg-5 (distance: 0.945, complexity: 4.0)
[TurningPointDetector] ...Potential turning point detected between messages msg-23 and msg-24 (distance: 0.898, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages msg-14 and msg-15 (distance: 0.949, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages msg-5 and msg-6 (distance: 0.890, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages msg-24 and msg-25 (distance: 0.855, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages msg-15 and msg-16 (distance: 0.960, complexity: 4.0)
[TurningPointDetector] ...Potential turning point detected between messages msg-6 and msg-7 (distance: 0.743, complexity: 4.3)
[TurningPointDetector] ...Potential turning point detected between messages msg-25 and msg-26 (distance: 0.949, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages msg-16 and msg-17 (distance: 0.975, complexity: 4.8)
[TurningPointDetector] ...Potential turning point detected between messages msg-7 and msg-8 (distance: 0.548, complexity: 4.6)
[TurningPointDetector] ...Potential turning point detected between messages msg-26 and msg-27 (distance: 0.991, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages msg-17 and msg-18 (distance: 0.857, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages msg-8 and msg-9 (distance: 0.881, complexity: 4.8)
[TurningPointDetector] ...Potential turning point detected between messages msg-27 and msg-28 (distance: 0.440, complexity: 4.2)
[TurningPointDetector] ...Potential turning point detected between messages msg-18 and msg-19 (distance: 0.895, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages msg-9 and msg-10 (distance: 0.956, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages msg-19 and msg-20 (distance: 0.878, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages msg-28 and msg-29 (distance: 0.899, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages msg-10 and msg-11 (distance: 0.975, complexity: 4.4)
[TurningPointDetector] - Processed in 15.3s, estimated remaining time: 59.8s (42.9% complete)
[TurningPointDetector] ...Potential turning point detected between messages msg-28 and msg-29 (distance: 0.899, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages msg-37 and msg-38 (distance: 0.996, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages msg-46 and msg-47 (distance: 0.977, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages msg-38 and msg-39 (distance: 0.864, complexity: 4.8)
[TurningPointDetector] ...Potential turning point detected between messages msg-29 and msg-30 (distance: 0.980, complexity: 4.8)
[TurningPointDetector] ...Potential turning point detected between messages msg-47 and msg-48 (distance: 0.973, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages msg-30 and msg-31 (distance: 0.984, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages msg-39 and msg-40 (distance: 0.936, complexity: 4.0)
[TurningPointDetector] ...Potential turning point detected between messages msg-48 and msg-49 (distance: 0.982, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages msg-40 and msg-41 (distance: 0.958, complexity: 4.0)
[TurningPointDetector] ...Potential turning point detected between messages msg-49 and msg-50 (distance: 0.960, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages msg-41 and msg-42 (distance: 0.743, complexity: 3.9)
[TurningPointDetector] ...Potential turning point detected between messages msg-31 and msg-32 (distance: 0.955, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages msg-50 and msg-51 (distance: 0.980, complexity: 4.0)
[TurningPointDetector] ...Potential turning point detected between messages msg-42 and msg-43 (distance: 0.759, complexity: 3.9)
[TurningPointDetector] ...Potential turning point detected between messages msg-51 and msg-52 (distance: 0.919, complexity: 4.0)
[TurningPointDetector] ...Potential turning point detected between messages msg-32 and msg-33 (distance: 0.906, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages msg-43 and msg-44 (distance: 0.914, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages msg-33 and msg-34 (distance: 0.859, complexity: 4.8)
[TurningPointDetector] ...Potential turning point detected between messages msg-44 and msg-45 (distance: 0.982, complexity: 4.0)
[TurningPointDetector] ...Potential turning point detected between messages msg-52 and msg-53 (distance: 0.840, complexity: 4.0)
[TurningPointDetector] ...Potential turning point detected between messages msg-45 and msg-46 (distance: 0.789, complexity: 3.5)
[TurningPointDetector] ...Potential turning point detected between messages msg-34 and msg-35 (distance: 0.980, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages msg-53 and msg-54 (distance: 0.597, complexity: 4.2)
[TurningPointDetector] ...Potential turning point detected between messages msg-54 and msg-55 (distance: 0.829, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages msg-35 and msg-36 (distance: 0.966, complexity: 4.0)
[TurningPointDetector] ...Potential turning point detected between messages msg-55 and msg-56 (distance: 0.761, complexity: 3.9)
[TurningPointDetector] ...Potential turning point detected between messages msg-46 and msg-47 (distance: 0.977, complexity: 4.8)
[TurningPointDetector] ...Potential turning point detected between messages msg-36 and msg-37 (distance: 0.989, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages msg-37 and msg-38 (distance: 0.996, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages msg-55 and msg-56 (distance: 0.761, complexity: 3.9)
[TurningPointDetector] ...Potential turning point detected between messages msg-56 and msg-57 (distance: 0.962, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages msg-57 and msg-58 (distance: 0.974, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages msg-58 and msg-59 (distance: 0.949, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages msg-59 and msg-60 (distance: 0.967, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages msg-60 and msg-61 (distance: 0.813, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages msg-61 and msg-62 (distance: 0.755, complexity: 4.3)
[TurningPointDetector] ...Potential turning point detected between messages msg-62 and msg-63 (distance: 0.922, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages msg-63 and msg-64 (distance: 0.867, complexity: 4.4)
[TurningPointDetector] ...Potential turning point detected between messages msg-64 and msg-65 (distance: 0.959, complexity: 4.4)
[TurningPointDetector] Dimension 0: Found 70 turning points
[TurningPointDetector] Dimension 0: Merged to 38 turning points
[TurningPointDetector] Dimension 0: Max complexity = 4.84, saturation threshold = 4.5
[TurningPointDetector] Dimension 0: ESCALATING to n+1
[TurningPointDetector] Dimension 0: Escalating to dimension 1
[TurningPointDetector] Created 13 meta-messages for dimensional expansion: meta-cat-0, meta-cat-1, meta-cat-2, meta-cat-3, meta-cat-4, meta-cat-5, meta-cat-6, meta-cat-7, meta-cat-8, meta-section-0, meta-section-1, meta-section-2, meta-section-3
[TurningPointDetector] Dimension 0: Created 13 meta-messages for dimension 1
[TurningPointDetector] Starting dimensional analysis at n=1
[TurningPointDetector] Created 2 chunks, avg 2860 tokens, avg 7 messages per chunk
[TurningPointDetector] Dimension 1: Split into 2 chunks
[TurningPointDetector] - Dimension 1: Processing chunk 1/2 (11