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KARL Trajectory Intelligence Report

| Signal | Mean | Median | Std | Min | Max | P25 | P75 | |--------|------|--------|-----|-----|-----|-----|-----| | Reward | 0.5579 | 0.5480 | 0.0428 | 0.4902 | 0.6925 | 0.5225 | 0.5907 | | Outcome | 0.7000 | 0.7000 | 0.0000 | 0.7000 | 0.7000 | 0.7000 | 0.7000 | | Process | 0.8910 | 0.8600 | 0.0791 | 0.8000 | 1.0000 | 0.8200 | 1.0000 | | Efficiency | 0.5534 | 0.5000 | 0.1365 | 0.4000 | 1.0000 | 0.5000 | 0.6000 |

Agents That Account for Themselves research note backlog reference score 18 .md

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KARL Trajectory Intelligence Report

Total trajectories: 3190
Unique domains: 41
Unique sessions: 680

Global Score Summary

Signal	Mean	Median	Std	Min	Max	P25	P75
Reward	0.5579	0.5480	0.0428	0.4902	0.6925	0.5225	0.5907
Outcome	0.7000	0.7000	0.0000	0.7000	0.7000	0.7000	0.7000
Process	0.8910	0.8600	0.0791	0.8000	1.0000	0.8200	1.0000
Efficiency	0.5534	0.5000	0.1365	0.4000	1.0000	0.5000	0.6000

![Global Score Distributions](plots/global_histograms.png)

Per-Domain Reward Statistics

Domain	N	Mean Reward	Median	Std	Min	Max
mohameddiomande	1087	0.5574	0.5475	0.0413	0.4905	0.6925
unknown	950	0.5538	0.5474	0.0411	0.4902	0.6925
MotionMix	305	0.5700	0.5616	0.0440	0.4926	0.6834
Spore	156	0.5568	0.5411	0.0444	0.4943	0.6707
MeshControl	128	0.5749	0.5817	0.0461	0.4905	0.6726
anticipation-geometry	90	0.5518	0.5442	0.0349	0.4932	0.6537
nko-brain-scanner	77	0.5652	0.5537	0.0505	0.4917	0.6793
Comp-Core	65	0.5390	0.5264	0.0347	0.4936	0.6525
learnnko	52	0.5248	0.5213	0.0160	0.4946	0.5617
cadenza-events	39	0.5869	0.5936	0.0578	0.4935	0.6718
milkmendelivery	35	0.5685	0.5736	0.0518	0.4926	0.6719
speakd	29	0.5600	0.5502	0.0468	0.4909	0.6342
Milk Men	24	0.5431	0.5383	0.0305	0.4931	0.6170
coltivare-web	16	0.5893	0.5868	0.0386	0.5225	0.6388
FirstDate	15	0.5477	0.5434	0.0315	0.5074	0.6075
BWB_Kiosk	14	0.5509	0.5382	0.0479	0.4911	0.6319
BWB	13	0.5813	0.5602	0.0589	0.5151	0.6700
firstdate-mega	11	0.5725	0.5635	0.0410	0.5189	0.6486
thunder-train	11	0.5577	0.5710	0.0421	0.4987	0.6325
LifeOS	11	0.5697	0.5702	0.0408	0.4958	0.6161
sandbox	8	0.5618	0.5530	0.0623	0.4928	0.6549
stacks-appchain	6	0.5388	0.5404	0.0213	0.5152	0.5671
parameter-golf	6	0.5441	0.5379	0.0266	0.5219	0.5928
SpeakFlow	5	0.5658	0.5501	0.0413	0.5154	0.6204
mega-frontend	4	0.5495	0.5454	0.0488	0.4968	0.6103
live-knowledge-graphs	4	0.5189	0.5173	0.0201	0.5015	0.5396
Pith	4	0.5428	0.5390	0.0395	0.5007	0.5925
computational-choreography	4	0.5342	0.5355	0.0145	0.5175	0.5481
Meaning Full Power	4	0.5182	0.5169	0.0035	0.5158	0.5233
karl	2	0.5276	0.5276	0.0168	0.5157	0.5395
landing	2	0.6315	0.6315	0.0021	0.6300	0.6330
agent-a2a5c87f	2	0.5367	0.5367	0.0143	0.5266	0.5468
Stack	2	0.5884	0.5884	0.1167	0.5058	0.6709
dream-weaver-engine	2	0.5510	0.5510	0.0069	0.5461	0.5558
diomande-automation	1	0.5889	0.5889	0.0000	0.5889	0.5889
cognitive-twin	1	0.6140	0.6140	0.0000	0.6140	0.6140
birthday-pass	1	0.6144	0.6144	0.0000	0.6144	0.6144
CreatorShield	1	0.5961	0.5961	0.0000	0.5961	0.5961
agent-a9f2637c	1	0.5425	0.5425	0.0000	0.5425	0.5425
agent-a7797d77	1	0.5338	0.5338	0.0000	0.5338	0.5338
Vesper	1	0.6129	0.6129	0.0000	0.6129	0.6129

![Reward Distributions](plots/reward_distributions.png)

Signal Comparison by Domain

Domain	Reward	Outcome	Process	Efficiency
mohameddiomande	0.5574	0.7000	0.8944	0.5615
unknown	0.5538	0.7000	0.8793	0.5161
MotionMix	0.5700	0.7000	0.9092	0.6003
Spore	0.5568	0.7000	0.8845	0.5615
MeshControl	0.5749	0.7000	0.9261	0.6055
anticipation-geometry	0.5518	0.7000	0.8940	0.5333
nko-brain-scanner	0.5652	0.7000	0.9031	0.5883
Comp-Core	0.5390	0.7000	0.8572	0.5185
learnnko	0.5248	0.7000	0.8269	0.4981
cadenza-events	0.5869	0.7000	0.9226	0.6615
milkmendelivery	0.5685	0.7000	0.9120	0.6057
speakd	0.5600	0.7000	0.9062	0.5586
Milk Men	0.5431	0.7000	0.8483	0.5375
coltivare-web	0.5893	0.7000	0.9300	0.6562
FirstDate	0.5477	0.7000	0.8587	0.5333
BWB_Kiosk	0.5509	0.7000	0.9071	0.5357
BWB	0.5813	0.7000	0.9154	0.6538
firstdate-mega	0.5725	0.7000	0.8836	0.6182
thunder-train	0.5577	0.7000	0.9055	0.5545
LifeOS	0.5697	0.7000	0.9418	0.5636

![Signal Comparison](plots/signal_comparison.png)

Outcome Analysis

Domain	N	Completion
mohameddiomande	1087	100.0
unknown	950	100.0
MotionMix	305	100.0
Spore	156	100.0
MeshControl	128	100.0
anticipation-geometry	90	100.0
nko-brain-scanner	77	100.0
Comp-Core	65	100.0
learnnko	52	100.0
cadenza-events	39	100.0
milkmendelivery	35	100.0
speakd	29	100.0
Milk Men	24	100.0
coltivare-web	16	100.0
FirstDate	15	100.0
BWB_Kiosk	14	100.0
BWB	13	100.0
firstdate-mega	11	100.0
thunder-train	11	100.0
LifeOS	11	100.0
sandbox	8	100.0
stacks-appchain	6	100.0
parameter-golf	6	100.0
SpeakFlow	5	100.0
mega-frontend	4	100.0
live-knowledge-graphs	4	100.0
Pith	4	100.0
computational-choreography	4	100.0
Meaning Full Power	4	100.0
karl	2	100.0
landing	2	100.0
agent-a2a5c87f	2	100.0
Stack	2	100.0
dream-weaver-engine	2	100.0
diomande-automation	1	100.0
cognitive-twin	1	100.0
birthday-pass	1	100.0
CreatorShield	1	100.0
agent-a9f2637c	1	100.0
agent-a7797d77	1	100.0
Vesper	1	100.0

![Completion and Error Rates](plots/completion_error_rates.png)

Notable Trajectories

Top 10 by Reward Score

ID	Domain	Reward	Process	Efficiency	Tools	Files
`e78b69d37f52`	unknown	0.6925	1.0000	1.0000	7	0
`12f299c4ae89`	unknown	0.6925	1.0000	1.0000	7	11
`b44ff47de32b`	unknown	0.6925	1.0000	1.0000	9	11
`6bc3a1c3cbac`	unknown	0.6925	1.0000	1.0000	10	12
`7bb1b1c89ef4`	unknown	0.6925	1.0000	1.0000	7	13
`f7f0897d3357`	mohameddiomande	0.6925	1.0000	1.0000	7	0
`3b5c73f0264a`	MotionMix	0.6834	1.0000	1.0000	7	1
`ee65a8ef044f`	unknown	0.6822	1.0000	1.0000	8	3
`85ca589617ea`	nko-brain-scanner	0.6793	1.0000	1.0000	7	11
`c8698a1e7d6b`	mohameddiomande	0.6772	1.0000	1.0000	7	1

Bottom 10 by Reward Score

ID	Domain	Reward	Process	Efficiency	Error
`fa185b096a3b`	unknown	0.4902	0.8000	0.4000	False
`2a7caa6bf3d2`	unknown	0.4903	0.8000	0.4000	False
`8552cfe8c94b`	unknown	0.4903	0.8000	0.4000	False
`6e940837c9cd`	unknown	0.4904	0.8000	0.4000	False
`da45dcd055ec`	unknown	0.4904	0.8000	0.4000	False
`21b6e2edf228`	unknown	0.4904	0.8000	0.4000	False
`ff1ead427d00`	unknown	0.4905	0.8000	0.4000	False
`321895cbb622`	unknown	0.4905	0.8000	0.4000	False
`b44f2b5b84b4`	mohameddiomande	0.4905	0.8000	0.4000	False
`1a878fa066a8`	MeshControl	0.4905	0.8000	0.4000	False

Score Correlations

Pair	Pearson r
Reward vs Process	0.8557
Reward vs Efficiency	0.9004
Reward vs Outcome	N/A (constant)
Process vs Efficiency	0.6336

![Reward vs Efficiency](plots/reward_vs_efficiency.png)

Token Usage by Domain

Domain	Total Output Tokens	Avg Output/Trajectory	Total Input Tokens
mohameddiomande	3,079,256	2,833	95,839
MotionMix	921,186	3,020	6,174
unknown	738,386	777	60,472,447
MeshControl	571,003	4,461	3,315
Spore	464,410	2,977	6,331
nko-brain-scanner	240,655	3,125	1,396
anticipation-geometry	217,883	2,421	1,368
cadenza-events	169,999	4,359	796
Comp-Core	141,511	2,177	1,383
milkmendelivery	130,951	3,741	704
speakd	75,625	2,608	506
Milk Men	67,121	2,797	798
LifeOS	62,756	5,705	250
thunder-train	61,973	5,634	250
learnnko	52,692	1,013	1,680

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Generated from `[home]/Desktop/karl/karl/trajectories.jsonl` (3190 trajectories)

Promotion Decision

Keep in the searchable backlog until it intersects a live paper or system.

Source Anchor

factory/karl-report/report.md

Detected Structure

Figures · Code Anchors