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| <meta name="description" content="PhaseMesh by Vontra Labs: compact local AI runtimes built from measured traces, phase signatures, and hard evals." /> |
| <title>PhaseMesh by Vontra Labs</title> |
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| <main class="shell"> |
| <section class="hero" aria-label="PhaseMesh by Vontra Labs"> |
| <div class="hero-copy"> |
| <p class="eyebrow">Vontra Labs</p> |
| <h1>PhaseMesh</h1> |
| <p class="lede"> |
| Compact local AI runtime built from measured traces, phase signatures, |
| and hard evals. |
| </p> |
| <p class="sublede"> |
| The public artifact pours Qwen3-4B-Instruct traces into a local |
| PhaseMesh memory, then serves covered coding and reasoning skills in |
| milliseconds with an explicit confidence gate. |
| </p> |
| <div class="actions" aria-label="Primary links"> |
| <a class="button primary" href="https://huggingface.co/Vontra/PhaseMesh-Qwen3-4B"> |
| Open Model |
| </a> |
| <a class="button" href="https://github.com/ashhart/PhaseMesh"> |
| View Source |
| </a> |
| </div> |
| </div> |
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| <div class="signal" aria-hidden="true"> |
| <div class="trace trace-a"></div> |
| <div class="trace trace-b"></div> |
| <div class="trace trace-c"></div> |
| <div class="core"> |
| <span>trace</span> |
| <strong>PhaseMesh</strong> |
| <span>answer</span> |
| </div> |
| <div class="node n1"></div> |
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| <div class="node n3"></div> |
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| </div> |
| </section> |
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| <section class="metrics-strip" aria-label="PhaseMesh-Qwen3-4B metrics"> |
| <article> |
| <strong>180</strong> |
| <span>teacher traces</span> |
| </article> |
| <article> |
| <strong>65/65</strong> |
| <span>coverage eval</span> |
| </article> |
| <article> |
| <strong>~2.18 ms</strong> |
| <span>median PhaseMesh latency</span> |
| </article> |
| <article> |
| <strong>~4,966 ms</strong> |
| <span>live Qwen3-4B median</span> |
| </article> |
| </section> |
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| <section class="section"> |
| <div> |
| <p class="section-label">Featured artifact</p> |
| <h2>PhaseMesh-Qwen3-4B</h2> |
| <p> |
| A PhaseMesh trace LM built from Qwen3-4B-Instruct coding and reasoning traces. |
| It is a fast specialist over a measured coverage set, not a raw Qwen checkpoint |
| or a general transformer replacement. |
| </p> |
| </div> |
| <a class="artifact-card" href="https://huggingface.co/Vontra/PhaseMesh-Qwen3-4B"> |
| <span>Hugging Face Model</span> |
| <strong>Vontra/PhaseMesh-Qwen3-4B</strong> |
| <small>Trace artifact, eval files, examples, and model card.</small> |
| </a> |
| </section> |
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|
| <section class="section compact"> |
| <div> |
| <p class="section-label">Research direction</p> |
| <h2>Build the small thing. Measure the hard thing.</h2> |
| </div> |
| <ul class="principles"> |
| <li>Trace-poured specialists for covered workflows</li> |
| <li>Phase binding and associative memory experiments</li> |
| <li>Auditable evals instead of screenshot claims</li> |
| <li>Efficient sequence kernels as the next scaling target</li> |
| </ul> |
| </section> |
| </main> |
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