CollageMaker — LLM Usage & Value Report

Contents of report provided by AI generated script still in development. Please take these numbers as potentially accurate but not definitely accurate.

Summary Metrics ▾

32.8M

Effective Tokens

474.2M

Raw Tokens

330

Sessions

99.4K

Avg / Session

Commits

53.2K

Lines Added

$24.17

Est. Cost (Low, raw)

$241.68

Est. Cost (High, raw)

$6.51

Est. Cost (Low, w/cache)

$43.04

Est. Cost (High, w/cache)

94.0%

Cache Hit Rate

Period: 2026-07-01 to 2026-07-18 · 9 models · 17 agent roles · Generated: 2026-07-18

Cost estimates: cloud-equivalent per-model pricing (actual cost: $0, all models run locally via LM Studio).

$17.66 saved via prompt context caching (73.1% reduction, 94.0% cache hit rate).

32.8M tokens consumed across 13 commits producing 6,304 lines of code. (est. effective)

Total Commits

6.3K

Lines Added

2.5M

Avg Tokens / Commit

5.2K

Avg Tokens / Line Added

4.5%

Reasoning %

4.0M

Peak Tok / Commit

47.6%

Sessions w/ File Changes

157/330

Productive Sessions

44.8%

Build Agent Productive

3.8%

Build Tokens w/ Zero Changes

Notes: summary_files is only populated for sessions where opencode recorded file changes. Most sessions are exploratory, research, or cross-session coordination. 7 days had 16.2M tokens with zero commits (e.g., research, debugging, cross-session coordination).

Charts & Visualizations ▾

Token Usage by Model

qwen/qwen3.6-27b

23.3M

agents-a1

4.1M

ornith-1.0-35b

1.5M

qwen-agentworld-35b-a3b

2.9M

qwen/qwen3.6-27b-q4

139.2K

google/gemma-4-31b-qat

321.1K

qwen/qwen3.6-27b-lite

170.6K

big-pickle

397.2K

qwen/qwen3.5-9b

Token Usage by Agent

build-tdd

6.1M (33)

build-docs

10.7M (86)

build

5.0M (30)

build-test

2.5M (24)

build-debug

1.9M (8)

planner

1.8M (19)

world-review

2.2M (88)

general

143.4K (2)

plan

351.2K (3)

plan-bdd

623.8K (6)

explore

734.0K (9)

build-quick-work

421.5K (12)

diff-review-g31

165.0K (4)

build-code

120.4K (1)

solid-review

41.8K (1)

planner-g31

51.8K (3)

solid-review-g31

20.7K (1)

Daily Token Trend

Date	Input	Output	Reasoning	Total
2026-07-01	965.9K	90.8K	31.7K	1.1M
2026-07-02	1.8M	231.8K	58.1K	2.0M
2026-07-03	3.6M	316.2K	167.3K	4.0M
2026-07-04	3.0M	373.1K	144.3K	3.5M
2026-07-05	4.4M	608.8K	304.5K	5.3M
2026-07-06	809.8K	87.7K	31.3K	928.7K
2026-07-07	1.7M	184.7K	72.8K	2.0M
2026-07-08	2.0M	169.4K	64.5K	2.2M
2026-07-09	734.1K	85.7K	44.0K	863.7K
2026-07-10	1.2M	106.8K	121.0K	1.5M
2026-07-11	1.2M	104.3K	62.9K	1.3M
2026-07-12	2.0M	209.8K	115.8K	2.3M
2026-07-13	1.1M	152.8K	53.1K	1.3M
2026-07-14	931.7K	90.3K	46.7K	1.1M
2026-07-15	690.7K	72.2K	38.3K	801.2K
2026-07-16	274.2K	39.3K	19.7K	333.1K
2026-07-17	419.7K	38.3K	19.5K	477.5K
2026-07-18	1.5M	136.0K	78.9K	1.7M

Tokens vs. Commits

Date	Total Tokens	Input (Uncached)	Input (Cached)	Output	Reasoning	Commits
2026-07-01	1.1M	965.9K	12.5M	90.8K	31.7K	1
2026-07-02	2.0M	1.8M	25.1M	231.8K	58.1K	5
2026-07-03	4.0M	3.6M	39.0M	316.2K	167.3K	1
2026-07-04	3.5M	3.0M	42.8M	373.1K	144.3K	0
2026-07-05	5.3M	4.4M	92.0M	608.8K	304.5K	0
2026-07-06	928.7K	809.8K	6.1M	87.7K	31.3K	0
2026-07-07	2.0M	1.7M	24.4M	184.7K	72.8K	1
2026-07-08	2.2M	2.0M	33.7M	169.4K	64.5K	0
2026-07-09	863.7K	734.1K	10.5M	85.7K	44.0K	1
2026-07-10	1.5M	1.2M	31.1M	106.8K	121.0K	0
2026-07-11	1.3M	1.2M	13.5M	104.3K	62.9K	0
2026-07-12	2.3M	2.0M	24.2M	209.8K	115.8K	2
2026-07-13	1.3M	1.1M	23.8M	152.8K	53.1K	0
2026-07-14	1.1M	931.7K	19.3M	90.3K	46.7K	0
2026-07-15	801.2K	690.7K	9.0M	72.2K	38.3K	1
2026-07-16	333.1K	274.2K	4.2M	39.3K	19.7K	0
2026-07-17	477.5K	419.7K	5.2M	38.3K	19.5K	0
2026-07-18	1.7M	1.5M	25.3M	136.0K	78.9K	1

Tokens per Commit vs. per Line Added

Date	Tok/Commit	Tok/Line	Commits	Adds
2026-07-01	1.1M	96	1	11.3K
2026-07-02	408.6K	403	5	5.1K
2026-07-03	4.0M	896	1	4.5K
2026-07-04	0	0	0	0
2026-07-05	0	0	0	0
2026-07-06	0	0	0	0
2026-07-07	2.0M	143	1	13.8K
2026-07-08	0	0	0	0
2026-07-09	863.7K	207	1	4.2K
2026-07-10	0	0	0	0
2026-07-11	0	0	0	0
2026-07-12	1.2M	356	2	6.6K
2026-07-13	0	0	0	0
2026-07-14	0	0	0	0
2026-07-15	801.2K	128	1	6.2K
2026-07-16	0	0	0	0
2026-07-17	0	0	0	0
2026-07-18	1.7M	1.1K	1	1.6K

Cumulative Tokens vs. Cumulative Lines Added

Date	Cum. Tokens	Cum. Lines Added	Tok/Line
2026-07-01	1.1M	11.3K	96
2026-07-02	3.1M	16.2K	193
2026-07-03	7.2M	20.6K	348
2026-07-04	10.7M	20.6K	520
2026-07-05	16.0M	20.6K	778
2026-07-06	17.0M	20.6K	823
2026-07-07	18.9M	33.2K	570
2026-07-08	21.2M	33.2K	637
2026-07-09	22.0M	36.8K	599
2026-07-10	23.5M	36.8K	638
2026-07-11	24.8M	36.8K	675
2026-07-12	27.1M	40.1K	677
2026-07-13	28.4M	40.1K	708
2026-07-14	29.5M	40.1K	735
2026-07-15	30.3M	45.5K	666
2026-07-16	30.6M	45.5K	673
2026-07-17	31.1M	45.5K	684
2026-07-18	32.8M	46.9K	699

Cumulative Estimated Cost

Date	Daily (Low)	Daily (High)	Cum. (Low)	Cum. (High)
2026-07-01	$0.30	$0.72	$0.30	$0.72
2026-07-02	$0.71	$1.47	$1.01	$2.19
2026-07-03	$1.06	$2.61	$2.07	$4.80
2026-07-04	$1.16	$2.47	$3.22	$7.28
2026-07-05	$1.85	$3.77	$5.07	$11.05
2026-07-06	$0.28	$0.63	$5.35	$11.68
2026-07-07	$0.59	$1.34	$5.94	$13.02
2026-07-08	$0.58	$1.45	$6.52	$14.46
2026-07-09	$0.27	$0.59	$6.78	$15.05
2026-07-10	$0.36	$0.90	$7.14	$15.95
2026-07-11	$0.35	$0.86	$7.49	$16.81
2026-07-12	$0.68	$1.55	$8.17	$18.36
2026-07-13	$0.46	$0.92	$8.63	$19.28
2026-07-14	$0.30	$0.70	$8.92	$19.98
2026-07-15	$0.23	$0.53	$9.16	$20.51
2026-07-16	$0.12	$0.24	$9.27	$20.75
2026-07-17	$0.13	$0.31	$9.40	$21.06
2026-07-18	$0.45	$1.11	$9.86	$22.17

Rolling 7-Day Tokens per Commit Trend

Date	7d Avg Tok/Commit	Commits
2026-07-01	1.1M	1
2026-07-02	521.9K	5
2026-07-03	1.0M	1
2026-07-04	1.5M	0
2026-07-05	2.3M	0
2026-07-06	2.4M	0
2026-07-07	2.4M	1
2026-07-08	2.9M	0
2026-07-09	6.3M	1
2026-07-10	8.2M	0
2026-07-11	7.1M	0
2026-07-12	2.8M	2
2026-07-13	2.9M	0
2026-07-14	3.5M	0
2026-07-15	2.3M	1
2026-07-16	2.9M	0
2026-07-17	2.5M	0
2026-07-18	2.0M	1

Daily Token Breakdown by Agent Category

Date	Build	Review	Plan	Explore	Other	Total
2026-07-01	1.1M	24.9K	0	0	0	1.1M
2026-07-02	2.0M	32.5K	4.4K	0	0	2.0M
2026-07-03	3.8M	94.3K	162.6K	0	0	4.0M
2026-07-04	3.1M	13.7K	361.4K	23.5K	0	3.5M
2026-07-05	5.2M	76.6K	29.2K	0	0	5.3M
2026-07-06	684.5K	63.3K	71.7K	109.3K	0	928.7K
2026-07-07	1.6M	25.7K	277.4K	38.1K	0	2.0M
2026-07-08	2.1M	36.6K	100.2K	0	0	2.2M
2026-07-09	859.1K	4.7K	0	0	0	863.7K
2026-07-10	1.4M	3.4K	28.4K	0	0	1.5M
2026-07-11	1.3M	5.9K	0	19.9K	0	1.3M
2026-07-12	2.0M	43.7K	134.8K	47.2K	122.5K	2.3M
2026-07-13	1.2M	1.6K	22.1K	24.3K	46.2K	1.3M
2026-07-14	1.1M	2.5K	0	0	0	1.1M
2026-07-15	693.0K	7.0K	47.4K	0	53.8K	801.2K
2026-07-16	330.9K	2.2K	0	0	0	333.1K
2026-07-17	384.8K	1.8K	0	34.9K	56.1K	477.5K
2026-07-18	1.6M	5.3K	54.0K	0	42.4K	1.7M

Cost Analysis ▾

All models run locally via LM Studio — actual API cost is $0. Cloud-equivalent costs below show what these sessions would cost if run through commercial APIs at current per-model pricing.

$0.00

Actual Cost

Local execution only · no API fees

$250.23

Cloud-Equivalent (Raw)

$45.32

Cloud-Equivalent (w/Cache)

$204.91

Saved by Context Caching

$204.91 saved via prompt context caching (81.9% reduction, 94.0% cache hit rate).

Cloud-Equivalent Cost by Model

Model	Sessions	Raw Cost	w/Cache Cost	Cache Savings
qwen/qwen3.6-27b	164	$176.70	$30.67	$146.03
agents-a1	33	$44.06	$6.93	$37.13
ornith-1.0-35b	18	$13.85	$2.59	$11.26
qwen-agentworld-35b-a3b	98	$13.32	$4.43	$8.90
qwen/qwen3.6-27b-q4	1	$0.96	$0.17	$0.79
qwen/qwen3.6-27b-lite	3	$0.66	$0.16	$0.51
google/gemma-4-31b-qat	10	$0.44	$0.15	$0.28
big-pickle	1	$0.23	$0.21	$0.02
qwen/qwen3.5-9b	2	$0.00	$0.00	$0.00

Assumed Pricing Rates

Model	Input ($/M)	Output ($/M)	Cached Input ($/M)
openai/gpt-4o	$2.500	$10.000	$1.250
anthropic/claude-sonnet-4	$3.000	$15.000	$0.300
google/gemma-4-31b-qat	$0.250	$1.000	$0.025
qwen/qwen3.6-27b	$0.500	$1.500	$0.050
qwen/qwen3.6-35b-a3b	$0.800	$2.400	$0.080
qwen/qwq-32b	$0.600	$1.800	$0.060
ornith-1.0-35b	$0.700	$2.100	$0.070
qwen/qwen3-coder-next	$0.750	$2.250	$0.075
qwen-agentworld-35b-a3b	$0.800	$2.400	$0.080
gemini/gemini-2.5-flash	$0.150	$0.600	$0.015
fallback	$0.500	$1.500	$0.050

Per-model rates above are used for detailed cost calculations. Flat-rate tiers below are used for summary estimates.

Tier	Input ($/M)	Output ($/M)	Cached Input ($/M)
Cheap	$0.05	$0.15	$0.01
Expensive	$0.50	$1.50	$0.05

Estimated Cloud Cost Over Time (Hypothetical)

Date	Daily (Low)	Daily (High)	Cum. (Low)	Cum. (High)
2026-07-01	$0.30	$0.72	$0.30	$0.72
2026-07-02	$0.71	$1.47	$1.01	$2.19
2026-07-03	$1.06	$2.61	$2.07	$4.80
2026-07-04	$1.16	$2.47	$3.22	$7.28
2026-07-05	$1.85	$3.77	$5.07	$11.05
2026-07-06	$0.28	$0.63	$5.35	$11.68
2026-07-07	$0.59	$1.34	$5.94	$13.02
2026-07-08	$0.58	$1.45	$6.52	$14.46
2026-07-09	$0.27	$0.59	$6.78	$15.05
2026-07-10	$0.36	$0.90	$7.14	$15.95
2026-07-11	$0.35	$0.86	$7.49	$16.81
2026-07-12	$0.68	$1.55	$8.17	$18.36
2026-07-13	$0.46	$0.92	$8.63	$19.28
2026-07-14	$0.30	$0.70	$8.92	$19.98
2026-07-15	$0.23	$0.53	$9.16	$20.51
2026-07-16	$0.12	$0.24	$9.27	$20.75
2026-07-17	$0.13	$0.31	$9.40	$21.06
2026-07-18	$0.45	$1.11	$9.86	$22.17

Detailed Data Tables ▾

Model × Agent Breakdown

Model	Agent	Sessions
qwen/qwen3.6-27b	build-tdd	33
qwen/qwen3.6-27b	build-docs	62
agents-a1	build	11
qwen/qwen3.6-27b	build	13
qwen/qwen3.6-27b	build-test	12
agents-a1	build-docs	7
agents-a1	build-test	10
ornith-1.0-35b	build-docs	7
qwen/qwen3.6-27b	build-debug	6
qwen/qwen3.6-27b	planner	16
qwen-agentworld-35b-a3b	build-debug	1
qwen-agentworld-35b-a3b	world-review	88
agents-a1	general	2
qwen/qwen3.6-27b	plan-bdd	6
agents-a1	build-debug	1
qwen/qwen3.6-27b	explore	9
ornith-1.0-35b	build-quick-work	8
qwen/qwen3.6-27b	plan	2
qwen/qwen3.6-27b-q4	plan	1
qwen-agentworld-35b-a3b	build-docs	7
qwen/qwen3.6-27b-lite	planner	1
google/gemma-4-31b-qat	build-docs	2
google/gemma-4-31b-qat	diff-review-g31	4
qwen/qwen3.6-27b	build-code	1
agents-a1	planner	2
big-pickle	build-docs	1
qwen/qwen3.6-27b	build-quick-work	3
qwen/qwen3.6-27b-lite	build	1
qwen-agentworld-35b-a3b	build-quick-work	1
ornith-1.0-35b	build	2
qwen/qwen3.6-27b	solid-review	1
qwen-agentworld-35b-a3b	build	1
google/gemma-4-31b-qat	planner-g31	3
google/gemma-4-31b-qat	solid-review-g31	1
ornith-1.0-35b	build-test	1
qwen/qwen3.5-9b	build	2
qwen/qwen3.6-27b-lite	build-test	1

Cache Approximation

Cache Impact by Model

Model	Sessions	Raw Input	Uncached	Cached	Hit %
unknown	164	345.0M	20.5M	324.5M	94.1%
unknown	33	85.8M	3.3M	82.5M	96.1%
unknown	18	19.2M	1.3M	17.9M	93.0%
unknown	98	14.5M	2.2M	12.4M	85.1%
unknown	1	1.9M	124.4K	1.7M	93.3%
unknown	10	1.5M	267.9K	1.3M	82.5%
unknown	3	1.3M	156.4K	1.1M	87.8%
unknown	1	419.3K	382.9K	36.4K	8.7%
unknown	2	0	0	0	0%

Cache Impact by Agent

Agent	Sessions	Raw Input	Uncached	Cached	Hit %
unknown	33	147.1M	5.2M	141.8M	96.4%
unknown	86	130.8M	9.4M	121.4M	92.8%
unknown	30	80.3M	4.3M	75.9M	94.6%
unknown	24	46.8M	2.0M	44.7M	95.7%
unknown	8	27.4M	1.7M	25.7M	93.8%
unknown	19	12.3M	1.6M	10.7M	87.1%
unknown	2	4.4M	102.0K	4.3M	97.7%
unknown	88	4.4M	1.6M	2.8M	63.6%
unknown	3	4.4M	311.5K	4.0M	92.8%
unknown	6	4.2M	531.7K	3.7M	87.3%
unknown	9	3.2M	667.4K	2.6M	79.3%
unknown	12	3.1M	380.4K	2.7M	87.8%
unknown	4	568.1K	141.9K	426.1K	75.0%
unknown	1	551.5K	116.0K	435.5K	79.0%
unknown	1	96.3K	38.9K	57.3K	59.6%
unknown	3	45.4K	38.7K	6.7K	14.7%
unknown	1	42.6K	13.5K	29.2K	68.4%

Cache Impact by Day

Sessions	Raw Input	Uncached	Cached	Hit %
5	13.5M	965.9K	12.5M	92.8%
17	26.8M	1.8M	25.1M	93.5%
37	42.6M	3.6M	39.0M	91.7%
39	45.8M	3.0M	42.8M	93.4%
53	96.4M	4.4M	92.0M	95.4%
10	6.9M	809.8K	6.1M	88.3%
21	26.1M	1.7M	24.4M	93.4%
17	35.6M	2.0M	33.7M	94.4%
10	11.2M	734.1K	10.5M	93.5%
9	32.3M	1.2M	31.1M	96.2%
10	14.6M	1.2M	13.5M	92.1%
41	26.2M	2.0M	24.2M	92.3%
13	24.8M	1.1M	23.8M	95.7%
10	20.2M	931.7K	19.3M	95.4%
9	9.7M	690.7K	9.0M	92.9%
6	4.5M	274.2K	4.2M	93.9%
6	5.6M	419.7K	5.2M	92.5%
17	26.8M	1.5M	25.3M	94.4%

Phase Breakdown

Phase	Dates	Test%
Pre-Merge Exploration	2026-05-10–2026-05-24	0%
Ramp-Up	2026-05-25–2026-05-31	0%
Feature Velocity	2026-06-01–2026-06-14	0%
Efficiency Gains	2026-06-15–2026-06-29	0%

Commit Efficiency

Top 10 Most Efficient Commits

#	Date	Message	Lines	Adds	Dels	Tok/Commit	Tok/Line
1	2026-07-01	CollageMaker: Phase 1 — add agents, skills, app shell, layout math, and canvas r	11291	11291	0	1.1M	96
2	2026-07-15	CollageMaker: add title system (handlers, interaction, manager), refactor hex pa	7131	6247	884	801.2K	112
3	2026-07-07	CollageMaker: refactor into handler modules, add saliency/PWA/responsive feature	15021	13805	1216	2.0M	131
4	2026-07-12	CollageMaker: refactor app into handler modules, add crop preview/undo/render sy	7726	4564	3162	1.2M	151
5	2026-07-09	CollageMaker: add hex panel swap, multi-touch, crop overlay shape, refactor hand	4771	4180	591	863.7K	181
6	2026-07-02	CollageMaker: add building-web-apps skill, test infrastructure, and Mocha/Chai t	2208	2208	0	408.6K	185
7	2026-07-02	CollageMaker: Fix UndoManager batch undo/redo, refactor E2E tests, add coverage	1415	1415	0	408.6K	289
8	2026-07-02	CollageMaker: add crop interaction, undo/redo, hover borders, and UI updates	811	652	159	408.6K	504
9	2026-07-02	CollageMaker: add crop interaction core modules	791	791	0	408.6K	517
10	2026-07-12	CollageMaker: fix render order, multi-touch pointer capture, undo callback stale	2071	1999	72	1.2M	564

Top 10 Least Efficient Commits

#	Date	Message	Lines	Adds	Dels	Tok/Commit	Tok/Line
1	2026-07-02	CollageMaker: remind agents to commit skills, tests, and configs	1	1	0	408.6K	408.6K
2	2026-07-18	CollageMaker: add multi-line title support (up to 3 lines via newline), fix hit	1675	1564	111	1.7M	1.0K
3	2026-07-03	CollageMaker: add backgrounds, title/overlay rendering, export manager, and sett	4614	4505	109	4.0M	875
4	2026-07-12	CollageMaker: fix render order, multi-touch pointer capture, undo callback stale	2071	1999	72	1.2M	564
5	2026-07-02	CollageMaker: add crop interaction core modules	791	791	0	408.6K	517
6	2026-07-02	CollageMaker: add crop interaction, undo/redo, hover borders, and UI updates	811	652	159	408.6K	504
7	2026-07-02	CollageMaker: Fix UndoManager batch undo/redo, refactor E2E tests, add coverage	1415	1415	0	408.6K	289
8	2026-07-02	CollageMaker: add building-web-apps skill, test infrastructure, and Mocha/Chai t	2208	2208	0	408.6K	185
9	2026-07-09	CollageMaker: add hex panel swap, multi-touch, crop overlay shape, refactor hand	4771	4180	591	863.7K	181
10	2026-07-12	CollageMaker: refactor app into handler modules, add crop preview/undo/render sy	7726	4564	3162	1.2M	151

Agent Context Efficiency

Agent	Sessions	Total Tokens	Input	Output	Reasoning
build-tdd	33	148.0M	147.1M	637.8K	260.1K
build-docs	86	132.1M	130.8M	952.8K	305.8K
build	30	80.9M	80.3M	436.5K	181.8K
build-test	24	47.2M	46.8M	369.8K	104.0K
build-debug	8	27.6M	27.4M	111.4K	90.5K
planner	19	12.5M	12.3M	161.9K	22.8K
world-review	88	5.0M	4.4M	184.5K	421.1K
general	2	4.4M	4.4M	35.2K	6.2K
plan	3	4.4M	4.4M	27.1K	12.6K
plan-bdd	6	4.3M	4.2M	84.1K	7.9K
explore	9	3.3M	3.2M	50.2K	16.4K
build-quick-work	12	3.2M	3.1M	22.8K	18.3K
diff-review-g31	4	591.2K	568.1K	4.0K	19.1K
build-code	1	556.0K	551.5K	2.3K	2.1K
solid-review	1	99.1K	96.3K	2.5K	324
planner-g31	3	58.5K	45.4K	9.6K	3.6K
solid-review-g31	1	49.9K	42.6K	5.2K	2.0K

Top Sessions by Token Count

#	Agent	Model	Title	Tokens (raw)
1	build-tdd	qwen/qwen3.6-27b	Phase 2 implementation, review, and learning capture	26.9M
2	build-tdd	qwen/qwen3.6-27b	Phase 2 implementation: crop layout swap & learnings	17.3M
3	build	qwen/qwen3.6-27b	Opencode LLM usage cost discrepancy review	15.6M
4	build-docs	agents-a1	Canvas image load error at localhost:8000	14.6M
5	build-tdd	qwen/qwen3.6-27b	Implement Phase 3 plan: review and capture learnings	11.0M
6	build-tdd	qwen/qwen3.6-27b	Phase 1 implementation, review, and learning capture	9.0M
7	build	qwen/qwen3.6-27b	Phase 3 implementation: fix-analytics-script-bugs.md	8.9M
8	build-debug	qwen-agentworld-35b-a3b	Phase 4 implementation, review, and learning capture	8.4M
9	build	agents-a1	Opencode token usage analytics and reporting	8.4M
10	build	agents-a1	Update analyzing-opencode-usage using Section 3.6 & @world-r	7.8M
11	build-test	qwen/qwen3.6-27b	Implement tests in Section 3.5; World Review and timeline up	7.8M
12	build-docs	qwen/qwen3.6-27b	Phase 2 implementation: CollageMaker Web Port	7.2M
13	build-docs	qwen/qwen3.6-27b	CollageMaker agent/skill review and adjustments	7.1M
14	build-docs	qwen/qwen3.6-27b	Run P0 tests from collagemaker-test-plan.md	7.0M
15	build	agents-a1	Data access layer Phase 3 implementation	6.7M
16	build-docs	qwen/qwen3.6-27b	Phase 4 implementation & learnings documentation	6.5M
17	build	agents-a1	Phase 6 implementation for data access layer plan	6.4M
18	build-docs	qwen/qwen3.6-27b	Opencode token usage analytics via SQLite	6.3M
19	build-docs	ornith-1.0-35b	Plan implementation: Section 3.1 review	5.8M
20	build-debug	qwen/qwen3.6-27b	Phase 6 implementation and learnings capture	5.7M