The Lab

Problems


Repositories are the evidence; the problems are the story. Crowded and rising is where the fight is — crowded and falling is a problem that was solved or abandoned.

Panel window JanuaryJuly · refreshed monthly · last collected Aug 18, 2026

Problems below the significance floor — fewer than 40 people in February — are drawn hollow and sorted last. A move from eight people to nineteen is a handful of humans, not a trend.

HOLDING SHAREFEW REPOSCROWDED →RISING SHARE →fleet-opsinference-costmemorytoken-optimizationcode-reviewsupervision-burdentool-discoverydeveloper-experiencedata-analysislocal-modelsragcontext-engineeringprivacymulti-runtimeagent-harness

All problems

ProblemReposFebruary shareJuly shareTrendChange
fleet-ops783.6%11.5%3.22×
memory1056.7%12.1%1.80×
inference-cost17314.5%22.4%1.55×
token-optimization354.0%6.1%1.51×
reliability412.9%4.4%1.51×
agent-native-access1807.4%10.9%1.48×
evals421.4%2.0%1.47×
observability806.2%7.8%1.25×
supervision-burden1399.6%11.5%1.19×
data-analysis482.2%2.5%1.14×
tool-use17910.8%11.8%1.10×
local-models1147.1%7.3%1.03×
config-transplant817.6%7.4%0.97×
code-generation21229.2%27.3%0.93×
agent-safety482.6%2.4%0.90×
context-engineering1419.7%8.7%0.89×
rag925.1%4.5%0.88×
role-specialization795.2%4.6%0.88×
agent-harness42560.2%48.2%0.80×
autonomous-research462.0%1.6%0.79×
remote-control524.3%3.4%0.79×
browser-control391.3%1.0%0.77×
multi-runtime18134.1%26.1%0.76×
model-selection11.2%0.7%0.56×
device-control362.2%1.1%0.50×
discovery232.2%1.0%0.47×
privacy5121.6%6.7%0.31×
code-reviewthin base80.3%1.0%3.92×
tool-discoverythin base240.6%1.2%2.12×
design-toolingthin base540.9%1.6%1.77×
developer-experiencethin base20.9%1.2%1.38×

To see the repositories behind any one of these, filter the Watchlist by problem.

These readings come from a rolling panel of 66,704 accounts, all polled across the full window; 20,330 recorded any activity inside it. How this is measured