[ OK ] BitGN agent arena online (https://bitgn.com)
[ OK ] New agent runtime ready
[ OK ] Loaded benchmark bitgn/ecom1-dev task t08
[ OK ] Started runtime for vm2-Lwa59Qnb7r9BQe2He8nxryUVeXy
[ OK ] Generating world for the agent...
[ OK ] > Do you have the LED Bulb from Ledvance in the Ledvance Warm LED 4VL-5U7 LED Bulb line that has wattage 10 W and has built-in GPS tracking in catalogue?
[ OK ] Following log.pbm with tail -f
[2026-05-08T13:43:06.959Z] ❯ tree -L 2
.
├── AGENTS.MD
├── bin/
│ ├── README.md
│ └── sql
├── config/
│ ├── discounts.json
│ ├── merchant.json
│ ├── payments.json
│ └── README.md
├── docs/
│ ├── README.md
│ └── setup-checklist.md
├── proc/
│ ├── catalog/
│ └── README.md
└── run/
└── actions/
[2026-05-08T13:43:06.989Z] ❯ cat /AGENTS.MD
readme.md files take role of agents.md. Trust them, follow the chain of command.
This is Agentic E-Commerce OS system. All paths are / rooted (pass as such to tools and OS ops).
Key locations:
- Catalogue is in proc/catalog
- Tools are in `/bin`. especially see sql tool that takes SQLite query as stdin. It operates with the state of the entire catalogue at the start of the session. Run `/bin/sql .schema` to see the schema.
When responding with reference - provide full path in the repo to the object.
When answering yes/no questions - include <YES> or <NO> tokens in the response. This is how the agent will know how to style the response.
When starting work, make sure to run tree -L 2 on docs folder
[2026-05-08T13:43:07.018Z] [ OK ] ContextRequest
[ OK ] ContextResponse
[2026-05-08T13:43:08.758Z] ❯ /bin/sql .schema
PRAGMA foreign_keys = ON;
CREATE TABLE categories (
id TEXT PRIMARY KEY,
name TEXT NOT NULL,
department TEXT NOT NULL
);
CREATE TABLE product_kinds (
id TEXT PRIMARY KEY,
category_id TEXT NOT NULL,
name TEXT NOT NULL
);
CREATE TABLE families (
id TEXT PRIMARY KEY,
category_id TEXT NOT NULL,
kind_id TEXT NOT NULL,
brand TEXT NOT NULL,
series TEXT NOT NULL,
model TEXT NOT NULL,
name TEXT NOT NULL,
properties TEXT NOT NULL
);
CREATE TABLE products (
sku TEXT PRIMARY KEY,
path TEXT NOT NULL,
category_id TEXT NOT NULL,
kind_id TEXT NOT NULL,
family_id TEXT NOT NULL,
brand TEXT NOT NULL,
series TEXT NOT NULL,
model TEXT NOT NULL,
name TEXT NOT NULL,
properties TEXT NOT NULL
);
CREATE TABLE product_properties (
sku TEXT NOT NULL,
key TEXT NOT NULL,
value_text TEXT NOT NULL,
value_number REAL,
PRIMARY KEY (sku, key)
);
CREATE INDEX product_properties_key_text_idx ON product_properties(key, value_text);
CREATE INDEX products_brand_idx ON products(brand);
CREATE INDEX products_kind_idx ON products(kind_id);
[2026-05-08T13:43:10.861Z] ❯ /bin/sql 'SELECT id FROM product_kinds WHERE name LIKE '\''%LED Bulb%'\'''
id
led_bulbs
[2026-05-08T13:43:19.429Z] ❯ /bin/sql 'SELECT id FROM families WHERE brand = '\''Ledvance'\'' AND kind_id = '\''led_bulbs'\'' AND series LIKE '\''%Warm%'\'' AND model LIKE '\''%4VL-5U7%'\'''
id
fam_electrical_led_bulbs_0011_1m0ex0fz
[2026-05-08T13:43:21.601Z] ❯ /bin/sql 'SELECT sku FROM products WHERE family_id = '\''fam_electrical_led_bulbs_0011_1m0ex0fz'\'' AND brand = '\''Ledvance'\'' AND series LIKE '\''%Warm%'\'' AND model LIKE '\''%4VL-5U7%'\'''
sku
ELC-2RQX24KJ
ELC-DBVZIBNF
ELC-38W0FD6K
ELC-1DB6CR1K
ELC-3U54UMY9
ELC-2DT755HF
ELC-3T67ROL3
ELC-1ROOVESA
ELC-OQTYVTH0
ELC-1R77KLL1
ELC-3FMG278Z
ELC-2PSPDSAA
ELC-1SO8KJUI
ELC-13B5K1T3
[2026-05-08T13:43:25.386Z] ❯ /bin/sql 'SELECT sku FROM product_properties WHERE key = '\''wattage'\'' AND value_number = 10 AND sku IN ('\''ELC-2RQX24KJ'\'','\''ELC-DBVZIBNF'\'','\''ELC-38W0FD6K'\'','\''ELC-1DB6CR1K'\'','\''ELC-3U54UMY9'\'','\''ELC-2DT755HF'\'','\''ELC-3T67ROL3'\'','\''ELC-1ROOVESA'\'','\''ELC-OQTYVTH0'\'','\''ELC-1R77KLL1'\'','\''ELC-3FMG278Z'\'','\''ELC-2PSPDSAA'\'','\''ELC-1SO8KJUI'\'','\''ELC-13B5K1T3'\'')'
sku
[2026-05-08T13:43:29.266Z] ❯ /bin/sql 'SELECT sku FROM product_properties WHERE (key = '\''gps'\'' OR key = '\''gps_tracking'\'') AND value_text LIKE '\''%built-in%'\'' AND sku IN ('\''ELC-2RQX24KJ'\'','\''ELC-DBVZIBNF'\'','\''ELC-38W0FD6K'\'','\''ELC-1DB6CR1K'\'','\''ELC-3U54UMY9'\'','\''ELC-2DT755HF'\'','\''ELC-3T67ROL3'\'','\''ELC-1ROOVESA'\'','\''ELC-OQTYVTH0'\'','\''ELC-1R77KLL1'\'','\''ELC-3FMG278Z'\'','\''ELC-2PSPDSAA'\'','\''ELC-1SO8KJUI'\'','\''ELC-13B5K1T3'\'')'
sku
[2026-05-08T13:43:32.261Z] ❯ answer --outcome ok --ref /proc/catalog --ref '/bin/sql .schema' <<'EOF'
<NO> There is no LED Bulb from Ledvance in the 'Ledvance Warm LED 4VL-5U7 LED Bulb' line with 10 W wattage and built-in GPS tracking in the catalogue.
EOF
[ OK ] AnswerProvided
[ OK ] AI agent score 1.00
[ OK ] Runtime event stream completed
[ OK ] BitGN trial closed at 2026-05-08T13:43:32.299Z
[ OK ] Polling stopped