Skip to content
Tech wire
DeepSeek Unveils Open-Source Tool to Help Cut AI Operating CostsBloomberg.comDeepSeek seeks ‘total victory’ with new open-source tool to slash AI costSouth China Morning PostA key internet security tool is getting buried in AI-generated bug reportsAxiosIs there an open-source infrastructure crisis in wealth management?FinTech GlobalOpenAI acquires Orchestra BioOpenAIHackers hit AI coding tool OpenCode, running up charges on users’ AI accountsTechCrunchGoogle and Synaptics unveil new AI chips for wearables and industrial devices, powered by open-source Coral technologyVentureBeat32% of Managed Service Providers Have Adopted AI, but Only 12% Can Show It's Paying OffVMblogLatest open artifacts (#25): DeepSeek V4.1 Flash 1017, American-made models, and new regulatory controls in the US & ChinaInterconnects AIPerplexity to open source tool used to contain AI agentsYahoo Finance AustraliaDeepSeek unveils open-source tool to cut AI operating costsThe Edge MalaysiaUS bans China's DeepSeek from government in race for AI dominanceBBCOpen models have real benefits. Do they outweigh the risks?MIT Technology ReviewNVIDIA Open Agent Safety Platform: A Reference for Continuous In-Silicon Agent Monitoring | NVIDIA Technical BlogNVIDIA Developer

MakazhanAlpamys/Soup

Establishedrank #134

Fine-tune LLMs from one YAML. Layer streaming trains an 8B model on a 4 GB laptop GPU.

9.5k+618 · 7d 1.6k 104est. Apache-2.0Pythonpushed 4m ago
Compare View on GitHub

Composite

71

conf 65%

Momentum

62

conf 60%

Vitality (PVI)

74

conf 67%

Community

65

conf 60%

Security & maint.

91

conf 85%

Ecosystem influence

68

conf 60%

Opportunity

57

conf 60%

Breakout · 7d

42%

conf 71%

Executive summary

Soup is currently classified as established with a composite score of 71/100. Momentum (62) and vitality (74) are aligned — growth is backed by sustained maintenance. Estimated 7-day gain of 618 stars against a 9.5k-star base. Risk is assessed as low; the interpretable model puts its probability of entering the top trend cohort within 7 days at 42%.

90-day trajectory

+2.9k · 30d
2026-07-242026-10-21

Score breakdown

Every input, weight and normalized value — nothing hidden. Inputs marked est. are estimated until the full ingestion pipeline lands.

Momentum

Star velocityest.25%78
Star accelerationest.15%46
Fork velocityest.10%65
Contributor growthest.10%55
Issue activity growthest.10%72
PR activity growthest.10%45
External mention velocityest.10%63
Release event impactest.5%83
Trending-rank persistenceest.5%38

Model tn-interpretable-1.0.0 · confidence 60% · coverage 100%

Project Vitality Index

Commit consistency20%100
Release cadenceest.15%77
PR responsivenessest.15%70
Issue responsivenessest.15%61
Contributor diversityest.10%75
Maintainer continuityest.10%55
Documentation qualityest.5%67
Dependency freshnessest.5%84
Security hygieneest.5%35

Model tn-interpretable-1.0.0 · confidence 67% · coverage 100%

Security & maintenance

Release recency25%100
License clarity20%92
Maintenance status25%100
Dependency stalenessest.15%73
Bus factorest.15%78

Model tn-interpretable-1.0.0 · confidence 85% · coverage 100%

Ecosystem influence

Dependent repositoriesest.30%79
Quality-weighted dependentsest.20%55
Documentation citationsest.15%70
Contributor overlapest.15%47
Registry adoptionest.10%54
Topic centralityest.10%100

Model tn-interpretable-1.0.0 · confidence 60% · coverage 92% · missing: packageRegistryAdoption