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									APIs, Coding &amp; RAG - AI Forum: Practical AI Community				            </title>
            <link>http://ai-forum.test/community/apis-coding-rag/</link>
            <description>Ask practical AI questions, troubleshoot local models, build WordPress workflows, and share reproducible experiments.</description>
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							                    <item>
                        <title>API troubleshooting: share a minimal error report</title>
                        <link>https://ai-forum.org/community/apis-coding-rag/share-a-minimal-ai-api-error-report/</link>
                        <pubDate>Fri, 16 Oct 2026 23:17:36 +0000</pubDate>
                        <description><![CDATA[Need help with an AI API request? Use this thread to make a small, reproducible report before posting a large application log.Provider, endpoint path, model identifier, and SDK or client ver...]]></description>
                        <content:encoded><![CDATA[<p>Need help with an AI API request? Use this thread to make a small, reproducible report before posting a large application log.</p><ul><li>Provider, endpoint path, model identifier, and SDK or client version.</li><li>Language, runtime, and where the request is executed.</li><li>A minimal request with credentials and private content removed.</li><li>HTTP status, sanitized response body, and request identifier if available.</li><li>Expected response and what actually happened.</li><li>Whether the same request succeeds outside the application.</li><li>Recent changes and steps already attempted.</li></ul><p>Replace secrets with an obvious placeholder and check screenshots as well as text. Keep enough structure for another person to understand the request.</p><p>When answering, identify which part of the report supports your diagnosis. If the cause is uncertain, propose one focused check and ask the original poster to share its result.</p>]]></content:encoded>
						                            <category domain="http://ai-forum.test/community/apis-coding-rag/">APIs, Coding &amp; RAG</category>                        <dc:creator>John C. Mullen</dc:creator>
                        <guid isPermaLink="true">https://ai-forum.org/community/apis-coding-rag/share-a-minimal-ai-api-error-report/</guid>
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				                    <item>
                        <title>RAG debugging worksheet: inspect retrieval and answers separately</title>
                        <link>https://ai-forum.org/community/apis-coding-rag/rag-relevance-debugging-worksheet/</link>
                        <pubDate>Fri, 16 Oct 2026 23:17:36 +0000</pubDate>
                        <description><![CDATA[Let us use a shared worksheet when discussing a RAG answer that misses the expected source material. The goal is to show what each stage produced before changing several settings at once.Que...]]></description>
                        <content:encoded><![CDATA[<p>Let us use a shared worksheet when discussing a RAG answer that misses the expected source material. The goal is to show what each stage produced before changing several settings at once.</p><ul><li><strong>Question:</strong> A shareable example of the user input.</li><li><strong>Expected evidence:</strong> The document passage you expected the system to use.</li><li><strong>Retrieved material:</strong> The chunks returned, in their original order.</li><li><strong>Configuration:</strong> Embedding model, chunking, filters, retrieval count, and any reranking.</li><li><strong>Answer input:</strong> The instructions and context actually passed to generation.</li><li><strong>Final answer:</strong> The relevant excerpt and the specific error.</li></ul><p>Use public documents or a small synthetic example when your corpus is private. Include document versions and a date for the test.</p><p>Which stage would you inspect next, and what observation would support changing it? Share results with the original example so the discussion remains reproducible.</p>]]></content:encoded>
						                            <category domain="http://ai-forum.test/community/apis-coding-rag/">APIs, Coding &amp; RAG</category>                        <dc:creator>John C. Mullen</dc:creator>
                        <guid isPermaLink="true">https://ai-forum.org/community/apis-coding-rag/rag-relevance-debugging-worksheet/</guid>
                    </item>
				                    <item>
                        <title>Plan an AI API budget with your own usage assumptions</title>
                        <link>https://ai-forum.org/community/apis-coding-rag/plan-an-ai-api-budget-with-your-own-assumptions/</link>
                        <pubDate>Fri, 16 Oct 2026 23:17:36 +0000</pubDate>
                        <description><![CDATA[Use this thread to review the assumptions behind an API workflow estimate. Please use the provider&#039;s current official pricing for your selected model and record when you checked it.A useful ...]]></description>
                        <content:encoded><![CDATA[<p>Use this thread to review the assumptions behind an API workflow estimate. Please use the provider's current official pricing for your selected model and record when you checked it.</p><p>A useful planning post includes:</p><ul><li>The task and expected number of requests.</li><li>Estimated input and output tokens per request.</li><li>The unit prices and any pricing categories that apply.</li><li>Expected retries, evaluation runs, and other separately billed services.</li><li>A low, expected, and high usage scenario.</li></ul><p>You can organize the token portion with the <a href="/tools/ai-api-cost-calculator/">AI API Cost Calculator</a>. Treat the result as a planning estimate and state which items you included or excluded.</p><p>Share an anonymized example of your assumptions. Replies should focus on missing inputs or useful measurements, and include a source for any provider-specific pricing claim.</p>]]></content:encoded>
						                            <category domain="http://ai-forum.test/community/apis-coding-rag/">APIs, Coding &amp; RAG</category>                        <dc:creator>John C. Mullen</dc:creator>
                        <guid isPermaLink="true">https://ai-forum.org/community/apis-coding-rag/plan-an-ai-api-budget-with-your-own-assumptions/</guid>
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