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								<p>Llamacpp, mlx-lm and derivatives. All via openai protocol. Different ports/hosts, no api key. Still experimenting (experimental codegen with small local models. My current experiment went from reqllm back to req. it seemed easier to experiment with tool call formats and slighly broken json directly than through reqllm. That was claude codes’ opinion though , so take it with a large dose of salt <img src="https://forum.elixirforum.com/images/emoji/apple/grin.png?v=15" title=":grin:" class="emoji" alt=":grin:" loading="lazy" width="20" height="20"> ).</p>
<p>I will check out your project later, tracking experiments over time is useful.</p> 
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								<p>PR is merged to main!</p> 
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								<p>New version is up! <a href="https://github.com/ccarvalho-eng/aludel/releases/tag/v0.1.19" class="inline-onebox" rel="noopener nofollow ugc">Release v0.1.19 · ccarvalho-eng/aludel · GitHub</a></p> 
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								<p>I’ve been thinking about a next step for Aludel: adding a Build → Evaluate → Export workflow. The idea is to let people design agentic workflows visually, use Aludel’s existing eval stack to test and compare them, and then export the validated workflow as Jido/Elixir code.</p>
<p>There’s also a related feature already on the roadmap: letting people connect an executor so they can plug in their application’s real workflow/runtime and evaluate it through Aludel, instead of only testing inside the app itself.</p>
<p>So instead of Aludel only being the place where workflows get evaluated, it could become the place where they’re designed, pressure-tested, connected to real execution, and then turned into production code.</p>
<p>Curious if that feels compelling, especially for people already building with Jido.</p>
<p>V1 would be much simpler: just a visual workflow/diagramming tool on top of Aludel’s eval layer. Later, if the model holds up, Jido would be a strong target for turning those diagrams into executable workflows, instead of keeping them as static designs.</p>
<p>Don’t hold you breath yet as it’s just a decision point and there’s a lot of work to be done <img src="https://forum.elixirforum.com/images/emoji/apple/sweat_smile.png?v=15" title=":sweat_smile:" class="emoji" alt=":sweat_smile:" loading="lazy" width="20" height="20"></p> 
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								<p>New release is up <a href="https://github.com/ccarvalho-eng/aludel/releases/tag/v0.2.0" class="inline-onebox" rel="noopener nofollow ugc">Release v0.2.0 · ccarvalho-eng/aludel · GitHub</a></p>
<p><strong>Added</strong></p>
<ul>
<li>Configurable document storage backends for uploaded test case documents, including local, AWS S3, and Google Cloud Storage adapters</li>
<li>Retry actions for individual suite test results</li>
</ul>
<h3><a name="p-387734-changed-1" class="anchor" href="#p-387734-changed-1" aria-label="Heading link" rel="nofollow"></a>Changed</h3>
<ul>
<li>Modeled explicit run execution states across runs and run results for clearer execution lifecycle tracking</li>
<li>Updated <code>req_llm</code> to 1.10.0</li>
</ul> 
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								<p>Since v0.2.0, Aludel has picked up a few meaningful improvements:</p>
<ul>
<li>added deep-compare assertion scoring for JSON assertions</li>
<li>improved the suite assertion editors so visual and JSON modes round-trip more reliably</li>
<li>preserved json_deep_compare state, including thresholds, when switching editor modes</li>
<li>preserved typed JSON values in visual-mode assertion editing instead of degrading them to<br>
strings</li>
<li>added raw JSON exports for run and suite results</li>
<li>supported nullable run result metrics</li>
</ul>
<p></p><div class="lightbox-wrapper"><a class="lightbox" href="https://forum.elixirforum.com/uploads/default/original/3X/9/4/94f8f93ed765bff0d93af6cb2c916b6b6c77b702.jpeg" data-download-href="https://forum.elixirforum.com/uploads/default/94f8f93ed765bff0d93af6cb2c916b6b6c77b702" title="Screenshot 2026-04-30 at 16.08.24" rel="nofollow"><img src="https://forum.elixirforum.com/uploads/default/optimized/3X/9/4/94f8f93ed765bff0d93af6cb2c916b6b6c77b702_2_690x586.jpeg" alt="Screenshot 2026-04-30 at 16.08.24" data-base62-sha1="lfS5wDMJ4b4QwP8GD8Ay6PtVJFU" width="690" height="586" srcset="https://forum.elixirforum.com/uploads/default/optimized/3X/9/4/94f8f93ed765bff0d93af6cb2c916b6b6c77b702_2_690x586.jpeg, https://forum.elixirforum.com/uploads/default/optimized/3X/9/4/94f8f93ed765bff0d93af6cb2c916b6b6c77b702_2_1035x879.jpeg 1.5x, https://forum.elixirforum.com/uploads/default/original/3X/9/4/94f8f93ed765bff0d93af6cb2c916b6b6c77b702.jpeg 2x" data-dominant-color="F5F4F7"><div class="meta"><svg class="fa d-icon d-icon-far-image svg-icon" aria-hidden="true"><use href="#far-image"></use></svg><span class="filename">Screenshot 2026-04-30 at 16.08.24</span><span class="informations">1200×1020 64.4 KB</span><svg class="fa d-icon d-icon-discourse-expand svg-icon" aria-hidden="true"><use href="#discourse-expand"></use></svg></div></a></div><p></p> 
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								<p>Callback execution mode is on main <a href="https://github.com/ccarvalho-eng/aludel#execution-modes" class="inline-onebox" rel="noopener nofollow ugc">GitHub - ccarvalho-eng/aludel: LLM Evaluation for Phoenix Apps · GitHub</a></p>
<p>Now you can run your AI app’s real production workflow inside Aludel, instead of calling<br>
providers directly from the library.</p>
<p>In :callback mode, your app provides an Aludel.Executor implementation and Aludel calls back into it for runs and eval suites. Aludel still handles prompt/version context, inputs, assertions, persistence, history, exports, and provider-based comparisons, while your app stays in control of the actual execution path.</p>
<p>This is useful if your app already has its own orchestration, retrieval, tool use, guardrails, or response pipeline and you want to evaluate that real path instead of a simplified direct LLM call.</p> 
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								<p>Quick update: Aludel <code>0.3.0</code> is now published.</p>
<p>Hex: <a href="https://hex.pm/packages/aludel/0.3.0" class="inline-onebox" rel="nofollow">aludel | Hex</a><br>
Docs: <a href="https://hexdocs.pm/aludel/0.3.0" class="inline-onebox" rel="noopener nofollow ugc">aludel v0.3.0 — Documentation</a><br>
Release notes: <a href="https://github.com/ccarvalho-eng/aludel/releases/tag/v0.3.0" class="inline-onebox" rel="noopener nofollow ugc">Release v0.3.0 · ccarvalho-eng/aludel · GitHub</a></p>
<p>Highlights:</p>
<ul>
<li>Added embedded callback execution mode, so host Phoenix apps can run evals through their real<br>
LLM workflow instead of requiring Aludel to own the provider call.</li>
<li>Suite creation now supports attaching test case documents before the suite is saved, matching<br>
the existing edit flow.</li>
<li>Run and suite screens now expose execution mode context and preserve callback metadata in<br>
exports.</li>
<li>Fixed Ollama no-auth behavior so it no longer sends an auth marker when no API key is<br>
configured.</li>
<li>Suite creation/editing now surfaces test case persistence failures instead of silently<br>
dropping failed test cases.</li>
</ul>
<p>Install/update with:</p>
<pre data-code-wrap="elixir"><code class="lang-elixir">{:aludel, "~&gt; 0.3.0"}
</code></pre>
<p>Feedback welcome, especially from folks trying the embedded callback mode in real Phoenix apps.</p> 
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								<p>Quick update: now we can export prompt evolution metrics to JSON/CSV</p> 
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	                  <a title="Go to post" alt="Go to post" href="https://forum.elixirforum.com/t/aludel-llm-prompt-evaluation-workbench/74735/41">Post #40</a>
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		            <h3>
                  webofbits
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								<p>I noticed this library has 140K+ downloads. I am bit surprised I’ve got no bug reports, feedbacks or pull requests. Please, let me know how useful this has been and if you’ve got any feature request or feedback.</p> 
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	                  <a title="Go to post" alt="Go to post" href="https://forum.elixirforum.com/t/aludel-llm-prompt-evaluation-workbench/74735/42">Post #41</a>
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