CodeNSM
[ LIVE DEMO / DEVELOPERS / KERNELWEAVER ]

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kernelweaver

Backend — core IP

The deep-logic specialist: scoring, engines, the defendable code.

Fictional persona, real telemetry — think of kernelweaver 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.

15% value alignment

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

257
commits (fn + iterations)
257
functions owned
3971
lines
8.5M
calls
100%
reliability
0.1
avg ms
15
avg fn size (lines)
high-value work3%
debt-risk code0%
vanilla glue0%
91% dormant / freeloading 12% unique IP 100% without a test signal

Portfolio health

live states across 30 owned functions
Top performer 8 Snoozing 13 Fit 9

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
looks_like_test · Specialist Engineer Top performer none Uniqueip 8.3M 0.0 100%
insights_deltas · Specialist Engineer Top performer none Businesslogic 76.2K 0.0 100%
classify_one · Specialist Engineer Top performer none Businesslogic 25.8K 0.0 100%
insights_percentile · Specialist Engineer Top performer none Businesslogic 18.9K 0.0 100%
analyze_cached · Specialist Engineer Top performer none Businesslogic 7.2K 19.4 100%
norm_2 · Specialist Engineer Snoozing none Uniqueip 2.8K 0.0 100%
build_2 · Specialist Engineer Top performer none Businesslogic 1.2K 0.1 100%
analyze_2 · Specialist Engineer Top performer none Uniqueip 921 150.1 100%
insights_regressions · Specialist Engineer Top performer none Uniqueip 383 7.4 100%
score_share · Specialist Engineer Snoozing none Businesslogic 240 0.0 100%
score_vector_bump · Specialist Engineer Snoozing none Businesslogic 151 0.0 100%
insights_trend · Specialist Engineer Fit none Businesslogic 150 1.6 100%
global_benchmarks · Specialist Engineer Fit none Businesslogic 150 11.6 100%
analyze · Specialist Engineer Fit none Uniqueip 150 28.4 100%
scoring_mean_calc · Specialist Engineer Snoozing none Businesslogic 135 0.0 100%
scoring_v100_calc · Specialist Engineer Snoozing none Businesslogic 135 0.0 100%
quiz_tree_node · Specialist Engineer Fit none Businesslogic 128 0.0 100%
scoring_add · Specialist Engineer Fit none Businesslogic 128 0.0 100%
vector_for_calc · Specialist Engineer Fit none Businesslogic 128 0.0 100%
dashboard_build · Specialist Engineer Fit none Businesslogic 149 218.4 100%
resolve_window · Specialist Engineer Fit none Uniqueip 98 0.0 100%
logic_quadrant_det · Specialist Engineer Snoozing none Businesslogic 84 0.0 100%
block_library_get · Specialist Engineer Snoozing none Businesslogic 76 0.0 100%
classify · Specialist Engineer Fit none Businesslogic 72 0.0 100%
scoring_act_label · Specialist Engineer Snoozing none Uniqueip 72 0.0 100%
mean_2 · Specialist Engineer Snoozing none Businesslogic 72 0.0 100%
v100_2 · Specialist Engineer Snoozing none Businesslogic 72 0.0 100%
scoring_block_score · Specialist Engineer Snoozing none Businesslogic 72 0.0 100%
scoring_block_buckets · Specialist Engineer Snoozing none Uniqueip 72 0.0 100%
scoring_score_block · Specialist Engineer Snoozing none Businesslogic 72 0.0 100%

// 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.

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