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.

0% value alignment

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

232
commits (fn + iterations)
232
functions owned
3120
lines
10295
calls
100%
reliability
11.7
avg ms
13
avg fn size (lines)
high-value work5%
debt-risk code2%
vanilla glue0%
53% dormant / freeloading 8% unique IP 100% without a test signal

Portfolio health

live states across 55 owned functions
Top performer 12 Fit 43

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
insights_deltas · Specialist Engineer Top performer none Businesslogic 7432 0.0 100%
insights_percentile · Specialist Engineer Top performer none Businesslogic 1112 0.0 100%
build_2 · Specialist Engineer Top performer none Businesslogic 121 0.2 100%
score_share · Specialist Engineer Top performer none Businesslogic 120 0.0 100%
scoring_mean_calc · Specialist Engineer Top performer none Businesslogic 99 0.0 100%
scoring_v100_calc · Specialist Engineer Top performer none Businesslogic 99 0.0 100%
logic_quadrant_det · Specialist Engineer Top performer none Businesslogic 76 0.0 100%
score_vector_bump · Specialist Engineer Top performer none Businesslogic 68 0.0 100%
block_library_get · Specialist Engineer Top performer none Businesslogic 57 0.0 100%
scoring_act_label · Specialist Engineer Top performer none Uniqueip 54 0.0 100%
scoring_block_score · Specialist Engineer Top performer none Businesslogic 54 0.0 100%
scoring_block_buckets · Specialist Engineer Top performer none Uniqueip 54 0.0 100%
scoring_score_block · Specialist Engineer Fit none Businesslogic 54 0.0 100%
quiz_tree_node · Specialist Engineer Fit none Businesslogic 50 0.0 100%
scoring_add · Specialist Engineer Fit none Businesslogic 50 0.0 100%
vector_for_calc · Specialist Engineer Fit none Businesslogic 50 0.0 100%
mean_score · Specialist Engineer Fit none Businesslogic 37 0.0 100%
score_range · Specialist Engineer Fit none Businesslogic 37 0.0 100%
mean_2 · Specialist Engineer Fit none Businesslogic 36 0.0 100%
v100_2 · Specialist Engineer Fit none Businesslogic 36 0.0 100%
insights_regressions · Specialist Engineer Fit none Uniqueip 28 5.5 100%
tree_node_registry · Specialist Engineer Fit none Businesslogic 25 0.0 100%
tree_vector_for_node · Specialist Engineer Fit none Businesslogic 25 0.0 100%
block_data · Specialist Engineer Fit none Businesslogic 20 0.0 100%
block_lib_block · Specialist Engineer Fit none Businesslogic 19 0.0 100%
scoring_fit_label · Specialist Engineer Fit none Uniqueip 19 0.0 100%
route_fit · Specialist Engineer Fit none Businesslogic 19 0.0 100%
route_buckets · Specialist Engineer Fit none Businesslogic 19 0.0 100%
scoring_score_block_2 · Specialist Engineer Fit none Businesslogic 19 0.0 100%
activation_label_3 · Specialist Engineer Fit none Uniqueip 18 0.0 100%
block_score_2 · Specialist Engineer Fit none Businesslogic 18 0.0 100%
block_buckets_2 · Specialist Engineer Fit none Businesslogic 18 0.0 100%
score_block_2 · Specialist Engineer Fit none Businesslogic 18 0.0 100%
coping_adaptive_round · Specialist Engineer Fit none Businesslogic 15 0.0 100%
follow_ups · Specialist Engineer Fit none Businesslogic 15 0.0 100%
bump_2 · Specialist Engineer Fit none Businesslogic 14 0.0 100%
logic_quadrant_stats · Specialist Engineer Fit none Businesslogic 14 0.0 100%
logic_top_candidates · Specialist Engineer Fit none Businesslogic 14 0.0 100%
logic_build_payload · Specialist Engineer Fit none Businesslogic 14 1.3 100%
insights_trend · Specialist Engineer Fit none Businesslogic 14 1.8 100%
global_benchmarks · Specialist Engineer Fit none Businesslogic 14 7.0 100%
analyze · Specialist Engineer Fit none Uniqueip 14 19.7 100%
dashboard_build · Specialist Engineer Fit none Businesslogic 14 114.3 100%
proc_var_score_min · Specialist Engineer Fit none Businesslogic 10 0.0 100%
quiz_top_sort · Specialist Engineer Fit none Businesslogic 10 0.0 100%
analyze_2 · Specialist Engineer Fit none Uniqueip 10 1.1 100%
proc_block_fetch · Specialist Engineer Fit none Businesslogic 9 0.0 100%
quiz_present_check · Specialist Engineer Fit none Businesslogic 8 0.0 100%
automate_score · Specialist Engineer Fit none Businesslogic 8 0.0 100%
logic_compute_groups · Specialist Engineer Fit none Businesslogic 8 0.1 100%
mark_2 · Specialist Engineer Fit none Businesslogic 8 2.6 100%
quiz_tri_sort · Specialist Engineer Fit none Businesslogic 6 0.0 100%
follow_ups_list · Specialist Engineer Fit none Businesslogic 6 0.0 100%
instrument_followups · Specialist Engineer Fit none Businesslogic 6 0.0 100%
coping_answer_map · Specialist Engineer Fit none Businesslogic 6 0.1 100%

// 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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