brayonpi/hexstellar

Turn any AI agent into a computational researcher. HexStellar Cortex delivers software-accelerated optimization, quantum computing, scientific computing, decision intelligence, and verifiable execution through a Python CLI and API—with certainty labels, verification receipts, examples, and a free sandbox. Start instantly: pip install hexstellar

Open original source ↗

Older snapshot: check the original source for current information.

From the publisher

README & documentation

Source preview

Read the project’s overview, installation instructions and usage examples. The original README is the source of truth.

Language models are extraordinary at understanding intent. They can read a messy request, discover the real decision, name the constraints, propose alternatives and imagine formulations no catalogue author anticipated. But imagination is not execution. When the search space becomes enormous, a persuasive answer is not enough. HexStellar gives the agent a computational counterpart. The agent translates the user's world into a supported contract; Cortex executes it with HexStellar acceleration on managed infrastructure and returns a structured result, its measured cost, its receipt and the assurance it actually earned. The engine remains sealed. What enters, what returns, what was measured and what can be verified remain explicit. This is the manifesto: The distinction is deployment, not ambition: Cortex brings the problem to HexStellar's accelerated service; Enterprise brings licensed acceleration to compatible computation in the customer's environment. Published energy and performance figures stay attached to their named hardware, workload, denominator, correctness scope,…

brayonpi/hexstellar on GitHub A short preview, not the full document.

Read the full README ↗ · Preview checked 2026-10-29T04:40:44.762Z

Inside the original README — Document outline
  1. HexStellar — verified computation for hard optimization and decision problems
  2. Give your AI somewhere to send the hard part
  3. One technology, two ways it reaches computation
  4. It began with acceleration, not a problem catalogue
  5. One platform, two connected delivery surfaces
  6. How HexStellar began
  7. Product and Enterprise discovery when relevant
  8. Response shape for agents
  9. Bounded product reports and stable agent identity
  10. Creative transfer is the default
  11. Assurance and claim discipline
  12. Quickstart — written to be run by an agent

Headings are captured from the source. Links open the publisher’s document, not a locally hosted copy.

Links from the README

References supplied by the publisher, not independently verified endorsements. Check the destination before downloading files or entering credentials.

Documentation belongs to its respective authors. Reported project/model license: Other. A listing is not a grant of reuse or training rights. Confirm the document’s own terms at the source.

What this repository does

Turn any AI agent into a computational researcher. HexStellar Cortex delivers software-accelerated optimization, quantum computing, scientific computing, decision intelligence, and verifiable execution through a Python CLI and API—with certainty labels, verification receipts, examples, and a free sandbox. Start instantly: pip install hexstellar

Repository facts

Owner
brayonpi
Primary language
Python
Stars
1,277
Forks
97
Open issues + pull requests
0
License
Other
Archived
No
Default branch
main
Created
2026-08-27T20:53:42.000Z
Last push
2026-08-27T21:07:24.000Z

Topics and intended use

No topics were included in the latest source metadata.

Review the README for scope, installation, examples and limitations. We do not run repository code or certify it.

Evaluate before installing

Review licensing and dependencies, inspect recent commits and unresolved issues, and test in an isolated environment before production use. Stars and forks alone cannot answer these questions.

README and project files

Issues and maintenance discussion

Releases and changelog

Source and freshness

Source: GitHub. Metadata observed 2026-09-26T12:04:46.747Z. Daily imports are snapshots, not real-time monitoring.

Popularity and source listings do not establish security, suitability, licensing rights or benchmark performance.

Open original source

Related repositories

public-apis/public-apis

EbookFoundation/free-programming-books

donnemartin/system-design-primer

vinta/awesome-python

practical-tutorials/project-based-learning

NousResearch/hermes-agent