Autotune Doctor
AI-guided LLVM phase-ordering doctor outperforming -O3
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Standard compilers use fixed -O3 pipelines that miss workload-specific speedups due to the Phase-Ordering Problem. Autotune Doctor is an AI-guided CLI that discovers, validates, and mathematically proves custom LLVM pipelines outperforming -O3. Unlike research tools, it tests on real silicon, enforces bitwise correctness gates, validates with Welch's t-test (p<0.05), and exports drop-in CMake recipes and CI guards. Install via PyPI: pip install autotune-doctor
PH · launched Sep 20, 2026 · 2 upvotes (top 26%) · 0 views
Niche: programming language compilers · 77 launches, 2 in the last 7 days ▼ -60% · Explore this niche →
Category and tags
- Horizontal
- Dev tools
- Developer
- AI-native
- Hobby / open-source project
- Open Source
- Developer Tools
- Artificial Intelligence
- GitHub
Visit website ↗ Source listing ↗
More like this: all 77 launches in programming language compilers →
Could you build this?
No Solving the LLVM compiler phase-ordering problem and mathematically verifying optimization pass correctness requires specialized compiler engineering and formal methods expertise.
What it would actually take: The architecture requires integrating deep LLVM internals with custom pass managers (opt), hardware performance counter profiling (perf/PAPI), and formal verification tools like Alive2 to prove translation validity. The AI optimizer requires custom reinforcement learning or genetic search algorithms over vast combinatorial pass permutations executed on target microarchitectures. This demands PhD-level expertise in compiler design, computer architecture, and formal verification.
Competitors
Other products that read as similar to this one : 58 launches clear the similarity bar, closest 8 shown.
Attention rank: #20 of 59 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).
Launched 315 days after the earliest competitor.
- LLMValidate.ai · ph · 2026-10-22 · 2 upvotes · similarity 0.38
- ROCmFix & InferBench · ph · 2026-09-20 · 2 upvotes · similarity 0.38
- Composable middleware for LLM inference Optimization Passes · hn · 2026-03-04 · 7 upvotes · similarity 0.38
- Gauge · hn · 2026-11-04 · 43 upvotes · similarity 0.36
- Run 500B+ Parameter LLMs Locally on a Mac Mini · hn · 2026-03-09 · 17 upvotes · similarity 0.36
- A new engine to run Kimi K3 on a laptop · hn · 2026-07-29 · 7 upvotes · similarity 0.36
- ai-automation-yield-pipeline · github · 2026-09-15 · 11 upvotes · similarity 0.36
- Spekra Doctor · ph · 2026-10-20 · 1 upvotes · similarity 0.35
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