CodeNSM
[ LIVE DEMO / DEVELOPERS / PIXELMOTH ]

← All personas

pixelmoth

Frontend engineer

Owns everything the user sees — pages, views, routing.

Fictional persona, real telemetry — think of pixelmoth as one of the AI coding personas that wrote this codebase. Every function below (and all its iterations) is real production code attributed to the persona who'd own it.

0% value alignment

share of the codebase's total contribution carried by pixelmoth's functions

273
commits (fn + iterations)
273
functions owned
3733
lines
74969
calls
100%
reliability
46.5
avg ms
14
avg fn size (lines)
high-value work9%
debt-risk code1%
vanilla glue0%
42% dormant / freeloading 9% unique IP 100% without a test signal

Portfolio health

live states across 60 owned functions
Top performer 25 Fit 69 Injury-prone 1

Top 3 things to work on

deterministic coaching — coaching, not surveillance
  1. A quarter of your commits touch code that's now dormant — check demand before building; delete what didn't land.
  2. Little of your work lands on the functions that carry the product's value — re-anchor your queue on the top contributors.
  3. Over half the functions you touch have no test coverage signal — add characterization tests as you go.

Portfolio

anonymized to role titles · real production functions
Employee State Debt Split Calls Avg ms Reliability Contribution
fresh_stats · Project Manager Top performer none Businesslogic 17076 15.9 100%
view_demo_context · Project Manager Top performer none Businesslogic 12860 79.3 100%
view_demo_data · Project Manager Top performer none Businesslogic 12860 90.0 100%
quiz_bank_read_5 · Project Manager Top performer none Businesslogic 7549 3.0 100%
project_check · Project Manager Top performer none Businesslogic 7083 1.3 100%
office_data · Project Manager Top performer none Businesslogic 6640 76.9 100%
home_page · Project Manager Top performer none Businesslogic 2078 10.4 100%
blog_article_view · Project Manager Top performer none Businesslogic 1992 4.2 100%
build_demo_context · Project Manager Top performer none Businesslogic 744 189.0 100%
refresh_demo_context · Project Manager Top performer none Businesslogic 732 194.4 100%
member_list · Project Manager Top performer none Businesslogic 524 0.9 100%
participant_info · Project Manager Top performer none Businesslogic 522 2.3 100%
room_info · Project Manager Top performer none Businesslogic 521 3.3 100%
member_required · Project Manager Top performer none Businesslogic 514 5.7 100%
poll_data · Project Manager Top performer none Businesslogic 510 5.9 100%
live_data_feed · Project Manager Top performer none Businesslogic 426 52.0 100%
robots_txt · Project Manager Top performer none Businesslogic 231 0.1 100%
pillar_view · Project Manager Top performer none Businesslogic 204 10.6 100%
lesson_page · Project Manager Top performer none Businesslogic 97 6.3 100%
sitemap_xml_gen · Project Manager Top performer none Businesslogic 85 2.9 100%
landing_render_2 · Project Manager Top performer none Businesslogic 75 11.6 100%
landing_8 · Project Manager Top performer none Businesslogic 66 7.2 100%
landing_render · Project Manager Top performer none Businesslogic 58 8.3 100%
product_list_2 · Project Manager Top performer none Businesslogic 56 4.5 100%
demo_render · Project Manager Top performer none Businesslogic 60 80.3 100%
own · Project Manager Fit none Businesslogic 52 1.4 100%
signup_create · Project Manager Fit none Uniqueip 51 0.9 100%
views_reading_for · Project Manager Fit none Businesslogic 50 0.1 100%
progress · Project Manager Fit none Businesslogic 49 7.1 100%
blog_post_render · Project Manager Fit none Businesslogic 48 4.5 100%
prefilled_form · Project Manager Fit none Businesslogic 42 1.0 100%
blog_index_groups · Project Manager Fit none Businesslogic 37 24.1 100%
blog_render · Project Manager Fit none Businesslogic 37 47.8 100%
demo_employees_render · Project Manager Fit none Businesslogic 37 156.3 100%
docs_render · Project Manager Fit none Businesslogic 31 2.0 100%
demo_dash_read · Project Manager Fit none Businesslogic 32 102.3 100%
journey_begin · Project Manager Fit none Uniqueip 29 1.0 100%
why_render · Project Manager Fit none Businesslogic 29 5.2 100%
views_stage_article · Project Manager Fit none Businesslogic 28 0.6 100%
demo_flow_read · Project Manager Fit none Businesslogic 28 31.2 100%
experiments_beacon · Project Manager Fit none Businesslogic 27 1.1 100%
name_get · Project Manager Fit none Businesslogic 25 0.0 100%
framework_list · Project Manager Fit none Businesslogic 25 7.0 100%
views_confidence_label · Project Manager Fit none Businesslogic 23 0.0 100%
views_mechanism_line · Project Manager Fit none Businesslogic 23 0.0 100%
views_evidence_label · Project Manager Fit none Uniqueip 23 0.0 100%
views_evidence_strengt · Project Manager Fit none Businesslogic 23 0.0 100%
wizard_state_filter · Project Manager Fit none Uniqueip 23 0.3 100%
demo_devs_read · Project Manager Fit none Businesslogic 24 48.6 100%
start_get_or_create · Project Manager Fit none Businesslogic 23 7.5 100%
demo_flow_data · Project Manager Fit none Businesslogic 21 1.4 100%
journey_sess_fetch · Project Manager Fit none Businesslogic 21 1.7 100%
icp_read · Project Manager Fit none Businesslogic 19 0.0 100%
price_read · Project Manager Fit none Businesslogic 19 4.7 100%
admin_access_checker · Project Manager Fit none Businesslogic 18 0.0 100%
journey_sync_sess · Project Manager Fit none Businesslogic 17 1.1 100%
docs_2 · Project Manager Fit none Businesslogic 15 2.6 100%
coreco_landing · Project Manager Fit none Businesslogic 15 4.0 100%
views_room_payload · Project Manager Fit none Businesslogic 14 3.0 100%
blog_index_read · Project Manager Fit none Businesslogic 14 11.2 100%

// rows aren't clickable in the public demo — per-function drill-downs (personnel files with root-cause, trend and AI fix prompts) are available in your own workspace.

← Back to all personas