me

quietlight

May 23, 2026, 1:07 AM

YG3HYFC7QCOYC2HURVZNS64JBI3UUBNEJD5FE6JHJVIQGHKWHUSQC

Dependencies

[2] AWE634BL me
[3] QVIGQOQZ more work on utils/ with glm
[4] T6CPEI47 consolidated shared types from calls_from_preds.go into calls_from_common.go
[5] AISACMH6 me
[6] 2Y5U3QPU added gosymdb
[7] 43TMU2JO more tests, glm much better than claude
[8] LQLC7S3A trying gemini: Inconsistent Standards in @utils/ refactoring
[9] XO5DF6WR I tiedied up readme
[10] KZKLAINJ run out of space on nest, cleaned out
[11] P6HBSK3W me
[12] VNFPBXF7 moved dep tests to golangci-lint
[13] R4VYSIUK me
[14] 54GPBNIX added +_ for tui to select segments with no calltype

Change contents

replacement in me.txt at line 3

[3.726623]→[3.118:133](∅→∅),[3.133]→[3.2079:2107](∅→∅),[3.726623]→[3.2079:2107](∅→∅)

tomtit cert 70
+_ species (ie no calltype)

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[3.121]
replacement in me.txt at line 5

[3.134]→[3.134:181](∅→∅),[3.181]→[3.726638:726639](∅→∅),[3.726638]→[3.726638:726639](∅→∅)

silvereye/pipipi
rifleman/tomtit+contact/Tieke

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rifleman/tomtit+contact/Tieke/identify
edit in me.txt at line 9

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Dont Know should be cert 0, not 70: Julia code is not correct, But I maky have fixed it as some is fine
edit in me.txt at line 15

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os.Exit
edit in me.txt at line 24

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to one hot encoded csv for opensoundscape (because python is so slow, and I would have to convert to raven selection.txt first)
edit in me.txt at line 43

[3.727602]→[3.727602:727603](∅→∅),[3.727603]→[3.2108:2153](∅→∅)

npm install -g @mariozechner/pi-coding-agent
edit in me.txt at line 50

[3.350]→[3.727874:728003](∅→∅),[3.727874]→[3.727874:728003](∅→∅)

pi-specific are in ~ somewhere (ok because keeps them seperate) if installed with eg: $pi install npm:@tmustier/pi-ralph-wiggum
replacement in me.txt at line 211

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jsonfile = "$item/segment_summary_2026-05-15.json"

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jsonfile = "$item/segment_summary_2026-05-20.json"
edit in me.txt at line 246

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ollama run qwen3.5:9b # uninstalled
replacement in me.txt at line 251

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R620/2024-05-06 only
Run Through Gemma

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(base) 2024-01-03 ➤ ollama list
NAME ID SIZE MODIFIED
qwen3.5:9b 6488c96fa5fa 6.6 GB 8 days ago
ministral-3:14b 4760c35aeb9d 9.1 GB 8 days ago
gemma4:26b 5571076f3d70 17 GB 8 days ago
granite4.1:8b 444af1c4b2fe 5.3 GB 9 days ago
gemma4:e4b c6eb396dbd59 9.6 GB 4 weeks ago
edit in me.txt at line 363

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edit in me.txt at line 365

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Lets manually execute this loop once, when we are happy we will design a ralph loop together to loop through remaining BirdNET classes /grill-me
edit in me.txt at line 366

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# Retrieve BirdNET List from folder /media/david/SSD4/Twenty_Four_Seven/R620/2024-05-06/
skraak calls summarise --folder /media/david/SSD4/Twenty_Four_Seven/R620/2024-05-06/ --brief --filter BirdNET 2>/dev/null | jq -r '.filters.BirdNET.species | to_entries | map(select(.key | test("^[A-Z]"))) | sort_by(.value) | .[] | "\(.value)\t\(.key)"'
edit in me.txt at line 367

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Start from the top of the BirdNET List and attempt to label a BirdNET class with one of the classes below using skill /call-classification, /call-classification-ollama, /call-library

While there is only a few segments in the BirdNET class, attempt to do this yourself reading data from /call-classification, /call-library. It is your role to work out what this class actually is (BirdNET mislabels many New Zealand Birds), and to assign correct labels wherever possible

When there are many segments in a BirdNET class use skill /call-classification-ollama. choose your reference images carefully. It is your role to work out what this class actually is (BirdNET mislabels many New Zealand Birds), then to use gemma to do the heavy lifting. If Gemma does a poor job of it, it is likely you have chosen the wrong species class.

Keep a .md document with your mappings, BirdNET => code as below
edit in me.txt at line 393

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You have access to skills /pi-ralph-wiggum to loop through the BirdNET list, and pi-heartbeat, to set a timer.
edit in me.txt at line 394

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Lets manually execute this loop once, when we are happy we will design a ralph loop together to loop through remaining BirdNET classes /grill-me
edit in me.txt at line 396

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edit in me.txt at line 631

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os.Exit

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24/7
============
rifleman--tomtit TODO

species count calltype calltype_count
Don't Know 22639
Kiwi 1946 Duet 122
Kiwi 1946 Female 126
Kiwi 1946 Male 1698
BlackShag 932
comcha 485 alarm 383
comcha 485 contact 75
comcha 485 song 24
comcha buzz 225
nezbel1 455 alarm 273
nezbel1 455 repetitive 167
nezbel1 455 territorial 1
identify 351
Noise 306
gryger1 237 song 136
silver3 216 contact 150
silver3 216 song 53
saddle3 180
nezkak1 176
morepo2 175 morepork 1
morepo2 175 pow 19
morepo2 175 trill 135
tomtit1 123 song 123
Tree 115
eurbla 85 contact 4
eurbla 85 peaky 2
eurbla 85 song 76
Gecko 80
nezrob3 69
yefpar3 62
weka1 56
tui1 33 alarm 22
bluduc1 31 duet 5
bluduc1 31 rattle 4
bluduc1 31 whistle 22
kea1 28
nezfan1 25 contact 21
nezfan1 25 song 3
pipipi1 21 song 21
lotkoe1 16 whistle 16
Cicada 15
riflem1 11
cangoo1 9
Fly 6
shbcuc1 6
weta 3
nezpig2 2 wingbeat 2
soioys1 2
yellow2 1 song 1
edit in me.txt at line 699

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cd /media/david/TwentyFourSeven/Twenty_Four_Seven
for x in \
R620/2024-05-06 R635/2025-02-25 R635/2026-03-23 R620/2026-03-23 \
R778/2026-03-23 HCT_K08-24_H2/2025-06-16 R620/2025-02-25 R343/2025-02-25 \
R306/2026-03-23 R635/2024-05-06 R287/2024-05-06 R18/2026-03-23 \
GR5/2025-01-01 R743/2026-03-23 R287/2026-03-23 R219/2026-03-23 \
R16/2023-12-25 J11/2026-04-06 HCT_18807_H4/2025-06-16 HCT_18103_H5/2025-06-16 \
C03/2024-05-05 ; do
echo ">>> $x"
skraak calls classify --species Gecko --folder "$x"
done

24/7
======
for x in \
AC21/2024-01-03 AC34/2024-01-03 AC43/2024-01-03 AC83/2023-01-03 B02/2024-01-03 B22/2023-10-29 B29/2024-01-03 B29/2025-04-16 B29/2025-12-12 B40/2025-12-12 C03/2023-09-11 C03/2024-05-05 C03/2025-02-25 C03/2026-04-06 D03/2023-12-25 F09/2026-04-06 G05/2023-09-11 G05/2024-05-05 G05/2025-02-25 G05/2026-04-06 GR1/2025-01-01 GR2/2025-01-01 GR3/2025-01-01 GR4/2025-01-01 GR5/2025-01-01 GR6/2025-01-01 GR7/2025-01-01 GR8/2025-01-01 GR9/2025-01-01 H01/2023-09-11 H01/2024-05-05 H01/2025-02-25 H01/2026-04-06 H09/2023-12-25 HCT10_Kaipo/2026-05-04 HCT6_Kaipo/2026-05-04 HCT9_Kaipo/2026-05-04 HCT_18103_H5/2025-06-16 HCT_18807_H4/2025-06-16 HCT_18807_H4/2026-05-04 HCT_H13-74/2025-11-22 HCT_JOG_H7/2025-05-02 HCT_K04-14_H3/2025-06-16 HCT_K06-10_H1/2025-11-22 HCT_K08-24_H2/2025-06-16 HCT_KWR075/2025-05-04 J11/2023-09-11 J11/2024-05-05 J11/2025-02-25 J11/2026-04-06 P09/2023-09-11 P09/2023-12-25 P09/2024-05-05 P09/2025-02-25 P09/2026-04-06 R16/2023-12-25 R18/2026-03-23 R219/2026-03-23 R287/2024-05-06 R287/2025-02-25 R287/2026-03-23 R306/2025-02-25 R306/2026-03-23 R343/2024-05-06 R343/2025-02-25 R343/2026-03-23 R620/2024-05-06 R620/2025-02-25 R620/2026-03-23 R635/2024-05-06 R635/2025-02-25 R635/2026-03-23 R743/2026-03-23 R778/2024-05-06 R778/2025-02-25 R778/2025-05-23 R778/2026-03-23 ; do
echo ">>> $x"
skraak calls classify --species 'comcha+_' --folder "$x"
done

please use skill /call-classification-ollama to search all "tui1" with certainty 70 in folder
/media/david/SSD4/Twenty_Four_Seven/R620/2024-05-06 . load some examples from /call-library for tui1+alarm. the
task it to increase certainty of all tui alarm calls to 90, do nothing for all calls that are not alarm calls. I already started ollama with gemma
edit in README.md at line 55

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[3.847]

./skraak calls classify --folder . --filter opensoundscape-multi-1.0 --species+_ # ie no calltype assigned, excludes species with calltype assigned