# mlc-ai/TIRx-harness

> A compiler harness for agentic GPU kernel development: combines the TIRx-lite DSL, compiler analysis (synchronization, memory races, numerical behavior) and remote execution via kcoral. Aimed at researchers and engineers training AI agents to write correct and fast GPU kernels.

- Magnitude: 4.3 out of 10 — Early signal
- Stars: 75 total · +0 stars today, ≈ 20 by evening
- Star trust: star growth looks organic
- Category: AI agents · Language: Rust · Created: 2026-09-29 · Last push: 2026-09-30
- GitHub: https://github.com/mlc-ai/TIRx-harness · Homepage: https://tirxharness.mlc.ai/docs/ · Page: https://gitnova.dev/en/r/mlc-ai/TIRx-harness

## Useful for

- Run a registered workload optimization through the benchmark server
- Check a GPU kernel for memory races and synchronization errors via compiler analysis
- Execute GPU work on a remote machine while keeping the agent local via kcoral

## Why it’s here

- 0 stars so far today, about 20 expected by the end of the day.
- The spike has held for 3 days in a row — not a one-off blip.
- The repository is 2 days old and already has 75 stars. With less than two weeks of history, there's no usual pace to compare the spike against yet.
- Top new repositories this week: #183.
- About 10 forks a day — people are taking the code.
- Recent forks include notable developers: @MasterJH5574 (689 followers), @mbrukman (391 followers), @Ubospica (283 followers).

## Star trust

Star growth looks organic.

Star-trust labels are heuristics based on the repository’s behavior, not a check of every stargazer.

## Numbers

- Forks: 13
- Issues and pull requests: 13
- Watchers: 0
- Average over the last week: 32 per day
- Usual pace: too little history (under two weeks)
- Stars in the last hour (measured): 0
- Latest release: v0.1.2.post1 (2026-09-30)

## Stars per day, last 5 days (oldest → newest, today is partial)

2026-09-27 … 2026-10-01: 0, 0, 51, 24, 0

## Spotted in now

- Top new repositories this week: #183

## Similar by description

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   An agentic CUDA kernel optimizer built on LangGraph that generates, validates, benchmarks, and iteratively refines kernels from a workload description, keeping the fastest correct variant.
   Full card: https://gitnova.dev/en/r/bertaye/agentic-cuda-optimizer.md
2. **luxine/CalcKernel** — 4.4 · Early signal · Developer tools · Rust · +0 stars today, ≈ 68 by evening
   CalcKernel is a statically typed language for numerical computation kernels, compiled to native code, C, or WebAssembly and callable from larger applications via typed interfaces.
   Full card: https://gitnova.dev/en/r/luxine/CalcKernel.md

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Magnitude (0–10) measures how fast and how unusually interest in a repository is growing right now. It is not a quality score.
Days are UTC. “So far today” is a fact; “expected by the end of the day” is a forecast.
Summaries and use cases are written by an LLM (DeepSeek V4.1 Flash) from the README and may be inaccurate: verify specific claims (benchmarks, speed, hardware) in the repository itself.
Data as of 2026-10-01 02:08 UTC, updated every 30 minutes.