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SU

sum-engine

github.com·Infrastructure

sum-engine is an open-source CLI tool for bidirectional knowledge distillation, producing cryptographically attested bundles (HMAC, Ed25519, W3C VC 2.0). It enables secure, verifiable knowledge transfer and credentialing for developers and researchers working with semantic web technologies.

Open SourceApache-2.0CLI
Ssum-engine preview
Visit github.com↗
9stars
5features
2024since

Overview

5 features

sum-engine is an AI & ML project. It focuses on enabling secure, verifiable knowledge distillation and credentialing using cryptographic methods. It is built as an open-source project for developers and researchers in knowledge graphs and verifiable credentials. sum-engine is open source under the Apache-2.0 license. It ships for the command line.

Behind sum-engine is OtotaO, and it first shipped in 2024. The project is developed in the open on GitHub with 514 commits in the last 90 days. Among its 5 catalogued features are knowledge distillation, cryptographic attestation, and verifiable credentials.

Summary written by a language model from the project’s public pages.

  • ✓Knowledge distillation
  • ✓Cryptographic attestation
  • ✓Verifiable credentials
  • ✓CLI interface
  • ✓Semantic web support
Tags
knowledge-distillationverifiable-credentialssemantic-web
AI capabilities
Structured

Built with & integrations

AI providers
anthropicopenai
Runs on
CLI

Trust & compliance

License
Apache-2.0
Verified signals
✓HTTPS✓Open Source✓Free tier✓GitHub · ★ 9✓Active maintenance

Indexing history

1

What PulseGate has recorded for this listing

  1. Indexed27 Jun · 11:07 UTC
    Listing verified against its public source
    Source: PulseGate · Open ↗

Frequently asked questions about sum-engine

What is sum-engine?
Sum-engine focuses on enabling secure, verifiable knowledge distillation and credentialing using cryptographic methods. It is catalogued under AI & ML on PulseGate.
Who is sum-engine for?
sum-engine is an open-source project built for developers and researchers in knowledge graphs and verifiable credentials.
Does sum-engine have a free plan?
Yes — sum-engine is open source under the Apache-2.0 license and free to use.
What platforms does sum-engine run on?
sum-engine runs on the command line.
Is sum-engine still maintained?
The GitHub repository shows 514 commits in the last 90 days.
What are alternatives to sum-engine?
Similar projects tracked by PulseGate include Cliprise, chi-ai, and AI DocuChat.Cliprisechi-aiAI DocuChat
Who makes sum-engine?
sum-engine is developed by OtotaO.
When did sum-engine launch?
sum-engine first shipped in 2024.

At a glance

Platforms
Cli
Languages
English
Open source
Yes · ★ 9
License
Apache-2.0
Built for
Developers and researchers in knowledge graphs and verifiable credentials
Model
Open source
Solves
Enabling secure, verifiable knowledge distillation and credentialing using cryptographic methods.

Registered as

GitHub
OtotaO/SUM
PyPI
sum-engine

Developer

OtotaO
Small team
↗ GitHub

Open source

View on GitHub →
Stars
9
Forks
0
Open issues
13
Last commit
27 Jun 2026
Commits 90d
514
Contributors
5
Authorship
Small team
Default branch
main
Latest release
v0.8.1 · 20 Jun 2026

Live coverage

Identity confidence
Low · 64
Indexed
27 Jun 2026
Lifecycle
Unverified
Last seen
27 Jun 2026
Identity audit (12)
Slug
sum-engine-pypi-org
Verification state
Indexed for public listing
Listing state
Listed: yes
Index status
Included in index
Latest evidence snapshot
27 Jun 2026
Timeline basis
Indexed-at chronology. This listing's first-seen date was written by the catalog backfill, not observed here, so it is not treated as a sighting.
Name from
Written by a language model from the project's public pages.
Category from
Assigned by a language model.
Summary from
Written by a language model from public pages.
Languages from
Detected by a language model from page content.
Last updated
27 Jun 2026
Canonical URL
https://github.com/OtotaO/SUM

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