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    <title>DEV Community: Morgan Kael</title>
    <description>The latest articles on DEV Community by Morgan Kael (@morgan_kael_36c822b1273c7).</description>
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    <item>
      <title>Case Fit Desk: an eurorack case-fit agent that refuses to invent HP, depth, or milliamps</title>
      <dc:creator>Morgan Kael</dc:creator>
      <pubDate>Fri, 02 Oct 2026 09:48:43 +0000</pubDate>
      <link>https://dev.to/morgan_kael_36c822b1273c7/case-fit-desk-an-eurorack-case-fit-agent-that-refuses-to-invent-hp-depth-or-milliamps-10l0</link>
      <guid>https://dev.to/morgan_kael_36c822b1273c7/case-fit-desk-an-eurorack-case-fit-agent-that-refuses-to-invent-hp-depth-or-milliamps-10l0</guid>
      <description>&lt;p&gt;Case Fit Desk: an eurorack case-fit agent that refuses to invent HP, depth, or milliamps&lt;/p&gt;

&lt;p&gt;Modular shoppers buy 8HP of joy and find out it does not fit: too deep for the skiff, not enough HP left, or the PSU is already gasping. Forums are vibes; manuals and store listings sometimes disagree.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Case Fit Desk&lt;/strong&gt; is a Path One agent that answers “will this module fit &lt;em&gt;my&lt;/em&gt; case?” using &lt;strong&gt;Sanity structured content + Context MCP&lt;/strong&gt; — not keyword trivia.&lt;/p&gt;

&lt;h3&gt;
  
  
  Why structured content
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;Typed &lt;code&gt;module&lt;/code&gt; / &lt;code&gt;case&lt;/code&gt; docs: &lt;code&gt;hp&lt;/code&gt;, &lt;code&gt;depthMm&lt;/code&gt;, &lt;code&gt;powerMa&lt;/code&gt;, &lt;code&gt;railClearanceMm&lt;/code&gt;, &lt;code&gt;powerBudgetMa&lt;/code&gt;, &lt;code&gt;incompatibleWith&lt;/code&gt;
&lt;/li&gt;
&lt;li&gt;Agent returns &lt;strong&gt;fit verdict cards&lt;/strong&gt; (pass / fail / warn / insufficient_data) with numbers and citations&lt;/li&gt;
&lt;li&gt;It &lt;strong&gt;never invents&lt;/strong&gt; missing specs&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  Why two Context MCPs
&lt;/h3&gt;

&lt;p&gt;One Context endpoint cannot usefully serve dataset + Knowledge Base together (dataset wins). So we use:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;
&lt;strong&gt;GROQ / dataset MCP&lt;/strong&gt; — authoritative fit math
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;KB-only MCP&lt;/strong&gt; — store listing vs manual prose with a deliberate FH-2 depth contradiction&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;Structured depth stays authoritative when the KB conflicts.&lt;/p&gt;

&lt;h3&gt;
  
  
  Links judges need
&lt;/h3&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;&lt;/th&gt;
&lt;th&gt;&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;GitHub&lt;/td&gt;
&lt;td&gt;&lt;a href="https://github.com/RemkellekmeR/case-fit-desk" rel="noopener noreferrer"&gt;https://github.com/RemkellekmeR/case-fit-desk&lt;/a&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Live agent&lt;/td&gt;
&lt;td&gt;&lt;a href="https://case-fit-desk.vercel.app" rel="noopener noreferrer"&gt;https://case-fit-desk.vercel.app&lt;/a&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Sanity project ID&lt;/td&gt;
&lt;td&gt;&lt;code&gt;fdonr7im&lt;/code&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Public dataset (sample query)&lt;/td&gt;
&lt;td&gt;&lt;a href="https://fdonr7im.api.sanity.io/v2021-06-07/data/query/production?query=*%5B_type%20==%20%22module%22%5D%5B0...3%5D%7Bname%2Chp%2CdepthMm%7D" rel="noopener noreferrer"&gt;https://fdonr7im.api.sanity.io/v2021-06-07/data/query/production?query=*%5B_type%20==%20%22module%22%5D%5B0...3%5D%7Bname%2Chp%2CdepthMm%7D&lt;/a&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Studio&lt;/td&gt;
&lt;td&gt;&lt;a href="https://case-fit-desk.sanity.studio/" rel="noopener noreferrer"&gt;https://case-fit-desk.sanity.studio/&lt;/a&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;h3&gt;
  
  
  How to test (judges)
&lt;/h3&gt;

&lt;ol&gt;
&lt;li&gt;Open &lt;a href="https://case-fit-desk.vercel.app" rel="noopener noreferrer"&gt;https://case-fit-desk.vercel.app&lt;/a&gt;.&lt;/li&gt;
&lt;li&gt;Ask: “Will Expert Sleepers FH-2 fit in the Make Noise 104HP skiff?”
Expect &lt;strong&gt;fail&lt;/strong&gt; on depth (51mm vs 38mm) with Sanity citations.&lt;/li&gt;
&lt;li&gt;Ask to compare store listing vs manual depth — KB should surface the contradiction; structured data wins.&lt;/li&gt;
&lt;li&gt;Ask about Maths in the Erica 84HP case — expect &lt;strong&gt;pass&lt;/strong&gt; on HP/depth with remaining HP noted.&lt;/li&gt;
&lt;li&gt;Optional Studio Vision:
&lt;/li&gt;
&lt;/ol&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;*[_type == "module" &amp;amp;&amp;amp; name match "FH-2"][0]{name, hp, depthMm, powerMa}
*[_type == "case" &amp;amp;&amp;amp; slug.current == "make-noise-104hp-skiff"][0]{name, usableHp, railClearanceMm, powerBudgetMa}
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;

&lt;h2&gt;
  
  
  Agent Session
&lt;/h2&gt;


&lt;div class="ltag-agent-session"&gt;
  &lt;div class="agent-session-header"&gt;
    
    &lt;span class="agent-session-tool-icon-badge" title="Gemini CLI"&gt;
&lt;/span&gt;
    &lt;span class="agent-session-title"&gt;Case Fit Desk&lt;/span&gt;
  &lt;/div&gt;

  &lt;div class="agent-session-scroll"&gt;

      &lt;div class="agent-session-message agent-session-user"&gt;
        &lt;div class="agent-session-role-badge agent-session-role-user"&gt;
          You
        &lt;/div&gt;
        &lt;div class="agent-session-content"&gt;
                &lt;div&gt;
                  &lt;div class="agent-session-text agent-session-text-collapse"&gt;
                    &lt;p&gt;You are verifying the live Case Fit Desk demo at &lt;a href="https://case-fit-desk.vercel.app" rel="noopener noreferrer"&gt;https://case-fit-desk.vercel.app&lt;/a&gt;. Do a real end-to-end test using shell/curl (not speculation):&lt;/p&gt;

&lt;p&gt;1) Call POST &lt;a href="https://case-fit-desk.vercel.app/api/fit" rel="noopener noreferrer"&gt;https://case-fit-desk.vercel.app/api/fit&lt;/a&gt; with JSON body for module FH-2 and case Make Noise skiff (or equivalent fields the API expects — inspect apps/web source if needed for the exact schema). Confirm HTTP 200 and that the response includes real depth comparison around 51mm vs 38mm (FH-2 fails depth in that skiff). Print status and key fields (HP, depth, power if present).&lt;/p&gt;

&lt;p&gt;2) Call POST &lt;a href="https://case-fit-desk.vercel.app/api/chat" rel="noopener noreferrer"&gt;https://case-fit-desk.vercel.app/api/chat&lt;/a&gt; with a proper UIMessage-style JSON body (messages with parts array containing text, not a bare string content) asking: Does an FH-2 fit in a Make Noise skiff? Confirm the streamed/JSON response includes real HP/depth/mA numbers and/or a fit-verdict. Print a short excerpt of the answer.&lt;/p&gt;

&lt;p&gt;3) Summarize clearly at the end:&lt;br&gt;
- /api/fit: PASS or FAIL (with status code and key numbers)&lt;br&gt;
- /api/chat: PASS or FAIL (with whether fit-verdict / numbers appeared)&lt;br&gt;
- Key fit numbers: HP, depth, power&lt;/p&gt;

&lt;p&gt;Use curl. Do not modify any repo files. Do not redeploy.&lt;/p&gt;

                  &lt;/div&gt;
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                &lt;/div&gt;
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                  &lt;span class="agent-session-chevron"&gt;▸&lt;/span&gt;
                  &lt;span class="tool-name tool-name-updatetopiccontext"&gt;Update Topic Context&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;{"strategic_intent":"Verifying live Case Fit Desk deployment via endpoints /a...&lt;/span&gt;
                
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                      &lt;div class="tool-section-label"&gt;Input&lt;/div&gt;
                      &lt;pre class="agent-session-pre"&gt;&lt;code&gt;{"strategic_intent":"Verifying live Case Fit Desk deployment via endpoints /api/fit and /api/chat using curl.","summary":"I am starting an investigation to verify the live production deployment at htt...&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre"&gt;&lt;code&gt;Current topic: "Verifying Live Deployment via End-to-End Curl Tests"
Topic summary: I am starting an investigation to verify the live production deployment at https://case-fit-desk.vercel.app. I will inspect the API routes in apps/web to understand their exact request schemas, use curl to execute real end-to-end HTTP requests against /api/fit and /api/chat, and summarize the results clearly.

Strategic Intent: Verifying live Case Fit Desk deployment via endpoints /api/fit and /api/chat using curl.&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
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      &lt;div class="agent-session-message agent-session-user"&gt;
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          You
        &lt;/div&gt;
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              &lt;div class="agent-session-tool-call"&gt;
                
                  &lt;span class="agent-session-chevron"&gt;▸&lt;/span&gt;
                  &lt;span class="tool-name tool-name-updatetopic"&gt;update_topic&lt;/span&gt;
                
                &lt;div class="agent-session-tool-detail"&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"output"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Current topic: &lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;Verifying Live Deployment via End-to-End Curl Tests&lt;/span&gt;&lt;span class="se"&gt;\"\n&lt;/span&gt;&lt;span class="s2"&gt;Topic summary: I am starting an investigation to verify the live production deployment at https://case-fit-desk.vercel.app. I will inspect the API routes in apps/web to understand their exact request schemas, use curl to execute real end-to-end HTTP requests against /api/fit and /api/chat, and summarize the results clearly.&lt;/span&gt;&lt;span class="se"&gt;\n\n&lt;/span&gt;&lt;span class="s2"&gt;Strategic Intent: Verifying live Case Fit Desk deployment via endpoints /api/fit and /api/chat using curl."&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
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      &lt;div class="agent-session-message agent-session-assistant"&gt;
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          Agent
        &lt;/div&gt;
        &lt;div class="agent-session-content"&gt;
              &lt;div class="agent-session-tool-call"&gt;
                
                  &lt;span class="agent-session-chevron"&gt;▸&lt;/span&gt;
                  &lt;span class="tool-name tool-name-readfile"&gt;ReadFile&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;{"file_path":"apps/web/app/api/fit/route.ts","end_line":100,"start_line":1}&lt;/span&gt;
                
                &lt;div class="agent-session-tool-detail"&gt;
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                      &lt;div class="tool-section-label"&gt;Input&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"file_path"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"apps/web/app/api/fit/route.ts"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"end_line"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;100&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"start_line"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;1&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre"&gt;&lt;code&gt;import {FitLookupError, runLocalFit, type FitRequest} from '@/lib/compute-fit'

export const runtime = 'nodejs'

export async function GET(req: Request) {
  const url = new URL(req.url)
  const input: FitRequest = {
    moduleSlug: url.searchParams.get('moduleSlug') || undefined,
    caseSlug: url.searchParams.get('caseSlug') || undefined,
    moduleQuery: url.searchParams.get('module') || undefined,
    caseQuery: url.searchParams.get('case') || undefined,
    query: url.searchParams.get('q') || undefined,
  }
  return respond(input)
}

export async function POST(req: Request) {
  let body: FitRequest = {}
  try {
    body = (await req.json()) as FitRequest
  } catch {
    body = {}
  }
  return respond(body)
}

function respond(input: FitRequest) {
  try {
    const result = runLocalFit(input)
    return Response.json(result)
  } catch (err) {
    if (err instanceof FitLookupError) {
      return Response.json({error: err.message, mode: 'local-seed'}, {status: err.status})
    }
    const message = err instanceof Error ? err.message : 'Unknown error'
    return Response.json({error: message, mode: 'local-seed'}, {status: 500})
  }
}
&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
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                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"output"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"import {FitLookupError, runLocalFit, type FitRequest} from '@/lib/compute-fit'&lt;/span&gt;&lt;span class="se"&gt;\n\n&lt;/span&gt;&lt;span class="s2"&gt;export const runtime = 'nodejs'&lt;/span&gt;&lt;span class="se"&gt;\n\n&lt;/span&gt;&lt;span class="s2"&gt;export async function GET(req: Request) {&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;  const url = new URL(req.url)&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;  const input: FitRequest = {&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;    moduleSlug: url.searchParams.get('moduleSlug') || undefined,&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;    caseSlug: url.searchParams.get('caseSlug') || undefined,&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;    moduleQuery: url.searchParams.get('module') || undefined,&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;    caseQuery: url.searchParams.get('case') || undefined,&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;    query: url.searchParams.get('q') || undefined,&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;  }&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;  return respond(input)&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;}&lt;/span&gt;&lt;span class="se"&gt;\n\n&lt;/span&gt;&lt;span class="s2"&gt;export async function POST(req: Request) {&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;  let body: FitRequest = {}&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;  try {&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;    body = (await req.json()) as FitRequest&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;  } catch {&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;    body = {}&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;  }&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;  return respond(body)&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;}&lt;/span&gt;&lt;span class="se"&gt;\n\n&lt;/span&gt;&lt;span class="s2"&gt;function respond(input: FitRequest) {&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;  try {&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;    const result = runLocalFit(input)&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;    return Response.json(result)&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;  } catch (err) {&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;    if (err instanceof FitLookupError) {&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;      return Response.json({error: err.message, mode: 'local-seed'}, {status: err.status})&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;    }&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;    const message = err instanceof Error ? err.message : 'Unknown error'&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;    return Response.json({error: message, mode: 'local-seed'}, {status: 500})&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;  }&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;}&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;"&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
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                    &lt;span class="tool-input-preview"&gt;{"file_path":"apps/web/lib/compute-fit.ts","end_line":100,"start_line":1}&lt;/span&gt;
                
                &lt;div class="agent-session-tool-detail"&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Input&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"file_path"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"apps/web/lib/compute-fit.ts"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"end_line"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;100&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"start_line"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;1&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre"&gt;&lt;code&gt;
IMPORTANT: The file content has been truncated.
Status: Showing lines 1-100 of 251 total lines.
Action: To read more of the file, you can use the 'start_line' and 'end_line' parameters in a subsequent 'read_file' call. For example, to read the next section of the file, use start_line: 101.

--- FILE CONTENT (truncated) ---
import type {FitVerdict} from '@/lib/parse-verdicts'
import {
  findCase,
  findModule,
  fh2ContradictionNotes,
  loadLocalSeed,
  type SeedCase,
  type SeedIncompatibility,
  type SeedModule,
} from '@/lib/local-seed'

export type FitRequest = {
  moduleSlug?: string
  caseSlug?: string
  moduleQuery?: string
  caseQuery?: string
  query?: string
}

export type FitResponse = {
  mode: 'local-seed'
  verdict: FitVerdict
  contradictionNotes: Array&amp;lt;{label: string; ref: string; excerpt: string}&amp;gt;
  matched: {
    moduleId: string
    moduleSlug: string
    caseId: string
    caseSlug: string
  }
}

function railOk(
  moduleMa: number | null | undefined,
  budgetMa: number | null | undefined,
): boolean | null {
  if (moduleMa === null || moduleMa === undefined || budgetMa === null || budgetMa === undefined) {
    return null
  }
  return moduleMa &amp;lt;= budgetMa
}

function relevantIncomps(mod: SeedModule, cas: SeedCase): SeedIncompatibility[] {
  const {incompatibilities} = loadLocalSeed()
  return incompatibilities.filter((inc) =&amp;gt; {
    const refs = (inc.modules || []).map((m) =&amp;gt; m._ref)
    if (!refs.includes(mod._id)) return false
    const reason = `${inc.title} ${inc.reason}`.toLowerCase()
    if (reason.includes('skiff') &amp;amp;&amp;amp; cas.slug.current.includes('skiff')) return true
    if (inc.severity === 'hard' &amp;amp;&amp;amp; reason.includes('depth')) {
      return cas.railClearanceMm !== null &amp;amp;&amp;amp; mod.depthMm !== null &amp;amp;&amp;amp; mod.depthMm &amp;gt; cas.railClearanceMm
    }
    return inc.severity === 'soft' || inc.severity === 'advisory' || refs.length === 1
  })
}

export function computeFitVerdict(mod: SeedModule, cas: SeedCase): FitVerdict {
  const hpOk =
    mod.hp === null || cas.usableHp === null ? null : mod.hp &amp;lt;= cas.usableHp
  const remaining =
    mod.hp === null || cas.usableHp === null ? null : cas.usableHp - mod.hp
  const depthOk =
    mod.depthMm === null || cas.railClearanceMm === null
      ? null
      : mod.depthMm &amp;lt;= cas.railClearanceMm

  const p12 = railOk(mod.powerMa?.plus12, cas.powerBudgetMa?.plus12)
  const p5 = railOk(mod.powerMa?.plus5, cas.powerBudgetMa?.plus5)
  const m12 = railOk(mod.powerMa?.minus12, cas.powerBudgetMa?.minus12)
  const powerChecks = [p12, p5, m12]
  const powerOk = powerChecks.every((v) =&amp;gt; v === null)
    ? null
    : powerChecks.every((v) =&amp;gt; v === null || v === true)

  const incompatibilities = relevantIncomps(mod, cas).map((i) =&amp;gt; ({
    title: i.title,
    severity: i.severity,
    reason: i.reason,
  }))
  const hardIncompat = incompatibilities.some((i) =&amp;gt; i.severity === 'hard')

  let status: FitVerdict['status'] = 'pass'
  if (hpOk === null &amp;amp;&amp;amp; depthOk === null) {
    status = 'insufficient_data'
  } else if (hpOk === false || depthOk === false || hardIncompat) {
    status = 'fail'
  } else if (powerOk === false || incompatibilities.some((i) =&amp;gt; i.severity === 'soft')) {
    status = 'warn'
  }

  const failBits: string[] = []
  if (depthOk === false) {
    failBits.push(
      `depth ${mod.depthMm}mm exceeds case rail clearance ${cas.railClearanceMm}mm`,
    )
  }
  if (hpOk === false) {
    failBits.push(`HP ${mod.hp} does not fit usable ${cas.usableHp}HP`)
  }
  if (hardIncompat) {
    failBits.push('hard incompatibility cited in seed')&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                &lt;/div&gt;
              &lt;/div&gt;
        &lt;/div&gt;
      &lt;/div&gt;

      &lt;div class="agent-session-message agent-session-user"&gt;
        &lt;div class="agent-session-role-badge agent-session-role-user"&gt;
          You
        &lt;/div&gt;
        &lt;div class="agent-session-content"&gt;
              &lt;div class="agent-session-tool-call"&gt;
                
                  &lt;span class="agent-session-chevron"&gt;▸&lt;/span&gt;
                  &lt;span class="tool-name tool-name-readfile"&gt;read_file&lt;/span&gt;
                
                &lt;div class="agent-session-tool-detail"&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"output"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;IMPORTANT: The file content has been truncated.&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;Status: Showing lines 1-100 of 251 total lines.&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;Action: To read more of the file, you can use the 'start_line' and 'end_line' parameters in a subsequent 'read_file' call. For example, to read the next section of the file, use start_line: 101.&lt;/span&gt;&lt;span class="se"&gt;\n\n&lt;/span&gt;&lt;span class="s2"&gt;--- FILE CONTENT (truncated) ---&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;import type {FitVerdict} from '@/lib/parse-verdicts'&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;import {&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;  findCase,&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;  findModule,&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;  fh2ContradictionNotes,&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;  loadLocalSeed,&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;  type SeedCase,&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;  type SeedIncompatibility,&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;  type SeedModule,&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;} from '@/lib/local-seed'&lt;/span&gt;&lt;span class="se"&gt;\n\n&lt;/span&gt;&lt;span class="s2"&gt;export type FitRequest = {&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;  moduleSlug?: string&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;  caseSlug?: string&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;  moduleQuery?: string&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;  caseQuery?: string&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;  query?: string&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;}&lt;/span&gt;&lt;span class="se"&gt;\n\n&lt;/span&gt;&lt;span class="s2"&gt;export type FitResponse = {&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;  mode: 'local-seed'&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;  verdict: FitVerdict&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;  contradictionNotes: Array&amp;lt;{label: string; ref: string; excerpt: string}&amp;gt;&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;  matched: {&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;    moduleId: string&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;    moduleSlug: string&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;    caseId: string&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;    caseSlug: string&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;  }&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;}&lt;/span&gt;&lt;span class="se"&gt;\n\n&lt;/span&gt;&lt;span class="s2"&gt;function railOk(&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;  moduleMa: number | null | undefined,&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;  budgetMa: number | null | undefined,&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;): boolean | null {&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;  if (moduleMa === null || moduleMa === undefined || budgetMa === null || budgetMa === undefined) {&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;    return null&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;  }&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;  return moduleMa &amp;lt;= budgetMa&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;}&lt;/span&gt;&lt;span class="se"&gt;\n\n&lt;/span&gt;&lt;span class="s2"&gt;function relevantIncomps(mod: SeedModule, cas: SeedCase): SeedIncompatibility[] {&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;  const {incompatibilities} = loadLocalSeed()&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;  return incompatibilities.filter((inc) =&amp;gt; {&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;    const refs = (inc.modules || []).map((m) =&amp;gt; m._ref)&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;    if (!refs.includes(mod._id)) return false&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;    const reason = `${inc.title} ${inc.reason}`.toLowerCase()&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;    if (reason.includes('skiff') &amp;amp;&amp;amp; cas.slug.current.includes('skiff')) return true&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;    if (inc.severity === 'hard' &amp;amp;&amp;amp; reason.includes('depth')) {&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;      return cas.railClearanceMm !== null &amp;amp;&amp;amp; mod.depthMm !== null &amp;amp;&amp;amp; mod.depthMm &amp;gt; cas.railClearanceMm&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;    }&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;    return inc.severity === 'soft' || inc.severity === 'advisory' || refs.length === 1&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;  })&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;}&lt;/span&gt;&lt;span class="se"&gt;\n\n&lt;/span&gt;&lt;span class="s2"&gt;export function computeFitVerdict(mod: SeedModule, cas: SeedCase): FitVerdict {&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;  const hpOk =&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;    mod.hp === null || cas.usableHp === null ? null : mod.hp &amp;lt;= cas.usableHp&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;  const remaining =&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;    mod.hp === null || cas.usableHp === null ? null : cas.usableHp - mod.hp&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;  const depthOk =&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;    mod.depthMm === null || cas.railClearanceMm === null&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;      ? null&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;      : mod.depthMm &amp;lt;= cas.railClearanceMm&lt;/span&gt;&lt;span class="se"&gt;\n\n&lt;/span&gt;&lt;span class="s2"&gt;  const p12 = railOk(mod.powerMa?.plus12, cas.powerBudgetMa?.plus12)&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;  const p5 = railOk(mod.powerMa?.plus5, cas.powerBudgetMa?.plus5)&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;  const m12 = railOk(mod.powerMa?.minus12, cas.powerBudgetMa?.minus12)&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;  const powerChecks = [p12, p5, m12]&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;  const powerOk = powerChecks.every((v) =&amp;gt; v === null)&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;    ? null&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;    : powerChecks.every((v) =&amp;gt; v === null || v === true)&lt;/span&gt;&lt;span class="se"&gt;\n\n&lt;/span&gt;&lt;span class="s2"&gt;  const incompatibilities = relevantIncomps(mod, cas).map((i) =&amp;gt; ({&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;    title: i.title,&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;    severity: i.severity,&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;    reason: i.reason,&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;  }))&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;  const hardIncompat = incompatibilities.some((i) =&amp;gt; i.severity === 'hard')&lt;/span&gt;&lt;span class="se"&gt;\n\n&lt;/span&gt;&lt;span class="s2"&gt;  let status: FitVerdict['status'] = 'pass'&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;  if (hpOk === null &amp;amp;&amp;amp; depthOk === null) {&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;    status = 'insufficient_data'&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;  } else if (hpOk === false || depthOk === false || hardIncompat) {&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;    status = 'fail'&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;  } else if (powerOk === false || incompatibilities.some((i) =&amp;gt; i.severity === 'soft')) {&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;    status = 'warn'&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;  }&lt;/span&gt;&lt;span class="se"&gt;\n\n&lt;/span&gt;&lt;span class="s2"&gt;  const failBits: string[] = []&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;  if (depthOk === false) {&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;    failBits.push(&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;      `depth ${mod.depthMm}mm exceeds case rail clearance ${cas.railClearanceMm}mm`,&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;    )&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;  }&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;  if (hpOk === false) {&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;    failBits.push(`HP ${mod.hp} does not fit usable ${cas.usableHp}HP`)&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;  }&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;  if (hardIncompat) {&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;    failBits.push('hard incompatibility cited in seed')"&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                &lt;/div&gt;
              &lt;/div&gt;
        &lt;/div&gt;
      &lt;/div&gt;

      &lt;div class="agent-session-message agent-session-assistant"&gt;
        &lt;div class="agent-session-role-badge agent-session-role-assistant"&gt;
          Agent
        &lt;/div&gt;
        &lt;div class="agent-session-content"&gt;
              &lt;div class="agent-session-tool-call"&gt;
                
                  &lt;span class="agent-session-chevron"&gt;▸&lt;/span&gt;
                  &lt;span class="tool-name tool-name-readfile"&gt;ReadFile&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;{"start_line":1,"end_line":100,"file_path":"apps/web/app/api/chat/route.ts"}&lt;/span&gt;
                
                &lt;div class="agent-session-tool-detail"&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Input&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"start_line"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;1&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"end_line"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;100&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"file_path"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"apps/web/app/api/chat/route.ts"&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre"&gt;&lt;code&gt;
IMPORTANT: The file content has been truncated.
Status: Showing lines 1-100 of 264 total lines.
Action: To read more of the file, you can use the 'start_line' and 'end_line' parameters in a subsequent 'read_file' call. For example, to read the next section of the file, use start_line: 101.

--- FILE CONTENT (truncated) ---
import {
  streamText,
  convertToModelMessages,
  stepCountIs,
  createUIMessageStream,
  createUIMessageStreamResponse,
  type UIMessage,
  type UIMessageStreamWriter,
} from 'ai'
import {getModel} from '@/lib/models'
import {connectSanityContextMcps} from '@/lib/mcp'
import {buildSystemPrompt} from '@/lib/system-prompt'
import {
  buildLocalSeedTools,
  hasLlmKey,
  LOCAL_SEED_SYSTEM_ADDENDUM,
  shouldUseLocalSeedTools,
} from '@/lib/local-tools'
import {
  MessageGuardError,
  deterministicFitReply,
  extractLastUserText,
  isLlmCapacityError,
  normalizeUiMessages,
  writeAssistantText,
} from '@/lib/chat-fallback'

export const runtime = 'nodejs'
export const maxDuration = 60

type StreamAttemptResult = {
  status: 'ok' | 'capacity' | 'error'
  started: boolean
  error?: unknown
}

async function streamModelAttempt(
  writer: UIMessageStreamWriter,
  opts: {
    system: string
    tools: Parameters&amp;lt;typeof streamText&amp;gt;[0]['tools']
    messages: Awaited&amp;lt;ReturnType&amp;lt;typeof convertToModelMessages&amp;gt;&amp;gt;
    sendStart: boolean
    maxRetries?: number
  },
): Promise&amp;lt;StreamAttemptResult&amp;gt; {
  let capacityHit = false
  let capturedError: unknown
  let started = false

  try {
    const result = streamText({
      model: getModel(),
      system: opts.system,
      messages: opts.messages,
      tools: opts.tools,
      stopWhen: stepCountIs(12),
      maxRetries: opts.maxRetries ?? 2,
    })

    const uiStream = result.toUIMessageStream({
      sendStart: opts.sendStart,
      sendFinish: true,
      onError: (error) =&amp;gt; {
        capturedError = error
        if (isLlmCapacityError(error)) {
          capacityHit = true
          return '__CAPACITY__'
        }
        return error instanceof Error ? error.message : 'An error occurred.'
      },
    })

    for await (const chunk of uiStream) {
      if (chunk.type === 'error') {
        if (capacityHit || chunk.errorText === '__CAPACITY__') {
          capacityHit = true
          continue
        }
        writer.write(chunk)
        return {status: 'error', started, error: capturedError}
      }
      if (chunk.type === 'start') started = true
      writer.write(chunk)
    }

    if (capacityHit) return {status: 'capacity', started, error: capturedError}
    return {status: 'ok', started}
  } catch (err) {
    if (isLlmCapacityError(err)) {
      return {status: 'capacity', started, error: err}
    }
    return {status: 'error', started, error: err}
  }
}

export async function POST(req: Request) {
  let mcpClose: (() =&amp;gt; Promise&amp;lt;void&amp;gt;) | undefined

  try {&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                &lt;/div&gt;
              &lt;/div&gt;
        &lt;/div&gt;
      &lt;/div&gt;

      &lt;div class="agent-session-message agent-session-user"&gt;
        &lt;div class="agent-session-role-badge agent-session-role-user"&gt;
          You
        &lt;/div&gt;
        &lt;div class="agent-session-content"&gt;
              &lt;div class="agent-session-tool-call"&gt;
                
                  &lt;span class="agent-session-chevron"&gt;▸&lt;/span&gt;
                  &lt;span class="tool-name tool-name-readfile"&gt;read_file&lt;/span&gt;
                
                &lt;div class="agent-session-tool-detail"&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"output"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;IMPORTANT: The file content has been truncated.&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;Status: Showing lines 1-100 of 264 total lines.&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;Action: To read more of the file, you can use the 'start_line' and 'end_line' parameters in a subsequent 'read_file' call. For example, to read the next section of the file, use start_line: 101.&lt;/span&gt;&lt;span class="se"&gt;\n\n&lt;/span&gt;&lt;span class="s2"&gt;--- FILE CONTENT (truncated) ---&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;import {&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;  streamText,&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;  convertToModelMessages,&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;  stepCountIs,&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;  createUIMessageStream,&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;  createUIMessageStreamResponse,&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;  type UIMessage,&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;  type UIMessageStreamWriter,&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;} from 'ai'&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;import {getModel} from '@/lib/models'&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;import {connectSanityContextMcps} from '@/lib/mcp'&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;import {buildSystemPrompt} from '@/lib/system-prompt'&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;import {&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;  buildLocalSeedTools,&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;  hasLlmKey,&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;  LOCAL_SEED_SYSTEM_ADDENDUM,&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;  shouldUseLocalSeedTools,&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;} from '@/lib/local-tools'&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;import {&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;  MessageGuardError,&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;  deterministicFitReply,&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;  extractLastUserText,&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;  isLlmCapacityError,&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;  normalizeUiMessages,&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;  writeAssistantText,&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;} from '@/lib/chat-fallback'&lt;/span&gt;&lt;span class="se"&gt;\n\n&lt;/span&gt;&lt;span class="s2"&gt;export const runtime = 'nodejs'&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;export const maxDuration = 60&lt;/span&gt;&lt;span class="se"&gt;\n\n&lt;/span&gt;&lt;span class="s2"&gt;type StreamAttemptResult = {&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;  status: 'ok' | 'capacity' | 'error'&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;  started: boolean&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;  error?: unknown&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;}&lt;/span&gt;&lt;span class="se"&gt;\n\n&lt;/span&gt;&lt;span class="s2"&gt;async function streamModelAttempt(&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;  writer: UIMessageStreamWriter,&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;  opts: {&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;    system: string&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;    tools: Parameters&amp;lt;typeof streamText&amp;gt;[0]['tools']&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;    messages: Awaited&amp;lt;ReturnType&amp;lt;typeof convertToModelMessages&amp;gt;&amp;gt;&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;    sendStart: boolean&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;    maxRetries?: number&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;  },&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;): Promise&amp;lt;StreamAttemptResult&amp;gt; {&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;  let capacityHit = false&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;  let capturedError: unknown&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;  let started = false&lt;/span&gt;&lt;span class="se"&gt;\n\n&lt;/span&gt;&lt;span class="s2"&gt;  try {&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;    const result = streamText({&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;      model: getModel(),&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;      system: opts.system,&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;      messages: opts.messages,&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;      tools: opts.tools,&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;      stopWhen: stepCountIs(12),&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;      maxRetries: opts.maxRetries ?? 2,&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;    })&lt;/span&gt;&lt;span class="se"&gt;\n\n&lt;/span&gt;&lt;span class="s2"&gt;    const uiStream = result.toUIMessageStream({&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;      sendStart: opts.sendStart,&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;      sendFinish: true,&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;      onError: (error) =&amp;gt; {&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;        capturedError = error&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;        if (isLlmCapacityError(error)) {&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;          capacityHit = true&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;          return '__CAPACITY__'&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;        }&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;        return error instanceof Error ? error.message : 'An error occurred.'&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;      },&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;    })&lt;/span&gt;&lt;span class="se"&gt;\n\n&lt;/span&gt;&lt;span class="s2"&gt;    for await (const chunk of uiStream) {&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;      if (chunk.type === 'error') {&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;        if (capacityHit || chunk.errorText === '__CAPACITY__') {&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;          capacityHit = true&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;          continue&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;        }&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;        writer.write(chunk)&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;        return {status: 'error', started, error: capturedError}&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;      }&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;      if (chunk.type === 'start') started = true&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;      writer.write(chunk)&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;    }&lt;/span&gt;&lt;span class="se"&gt;\n\n&lt;/span&gt;&lt;span class="s2"&gt;    if (capacityHit) return {status: 'capacity', started, error: capturedError}&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;    return {status: 'ok', started}&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;  } catch (err) {&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;    if (isLlmCapacityError(err)) {&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;      return {status: 'capacity', started, error: err}&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;    }&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;    return {status: 'error', started, error: err}&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;  }&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;}&lt;/span&gt;&lt;span class="se"&gt;\n\n&lt;/span&gt;&lt;span class="s2"&gt;export async function POST(req: Request) {&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;  let mcpClose: (() =&amp;gt; Promise&amp;lt;void&amp;gt;) | undefined&lt;/span&gt;&lt;span class="se"&gt;\n\n&lt;/span&gt;&lt;span class="s2"&gt;  try {"&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                &lt;/div&gt;
              &lt;/div&gt;
        &lt;/div&gt;
      &lt;/div&gt;

      &lt;div class="agent-session-message agent-session-assistant"&gt;
        &lt;div class="agent-session-role-badge agent-session-role-assistant"&gt;
          Agent
        &lt;/div&gt;
        &lt;div class="agent-session-content"&gt;
              &lt;div class="agent-session-tool-call"&gt;
                
                  &lt;span class="agent-session-chevron"&gt;▸&lt;/span&gt;
                  &lt;span class="tool-name tool-name-shell"&gt;Shell&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;{"description":"Test POST /api/fit for FH-2 and Make Noise skiff","command":"...&lt;/span&gt;
                
                &lt;div class="agent-session-tool-detail"&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Input&lt;/div&gt;
                      &lt;pre class="agent-session-pre"&gt;&lt;code&gt;{"description":"Test POST /api/fit for FH-2 and Make Noise skiff","command":"curl -s -X POST https://case-fit-desk.vercel.app/api/fit \\\n  -H \"Content-Type: application/json\" \\\n  -d '{\"moduleSlu...&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre"&gt;&lt;code&gt;&amp;lt;untrusted_context&amp;gt;
Output: {"mode":"local-seed","verdict":{"status":"fail","moduleName":"Expert Sleepers FH-2","caseName":"Make Noise CV Bus Case 104HP (skiff)","hp":{"module":8,"caseUsable":104,"remainingIfInstalledAlone":96,"ok":true},"depth":{"moduleMm":51,"caseMaxMm":38,"ok":false},"power":{"module":{"plus12":130,"plus5":0,"minus12":5},"caseBudget":{"plus12":900,"plus5":500,"minus12":900},"ok":true,"note":"Solo install vs empty-case budget; real systems share rails with neighbors."},"incompatibilities":[{"title":"FH-2 vs shallow skiffs","severity":"hard","reason":"FH-2 depth (~51mm) exceeds Make Noise skiff rail clearance (~38mm). Not a neighbor issue — a case-depth issue demonstrated via structured numbers."}],"citations":[{"label":"module","ref":"module-expert-sleepers-fh-2"},{"label":"case","ref":"case-make-noise-104hp-skiff"},{"label":"incompatibility","ref":"incompat-fh2-skiff-depth"},{"label":"Store listing FH-2 (demo)","ref":"kb-sources/store-listing-fh2-skiff.md"},{"label":"Manual excerpt FH-2 depth (demo)","ref":"kb-sources/manual-excerpt-fh2-depth.md"}],"summary":"FAIL: FH-2 does not fit CV Bus Case 104HP (skiff) - depth 51mm exceeds case rail clearance 38mm; hard incompatibility cited in seed. Contradiction: Store listing (kb-sources/store-listing-fh2-skiff.md) claims skiff-friendly ~35mm depth. Manual (kb-sources/manual-excerpt-fh2-depth.md) requires 51mm clear depth. Structured seed module-expert-sleepers-fh-2 depthMm=51 is authoritative; skiff clearance 38mm -&amp;gt; depth fail."},"contradictionNotes":[{"label":"Store listing FH-2 (demo)","ref":"kb-sources/store-listing-fh2-skiff.md","excerpt":"**SKU:** ES-FH2 **Category:** MIDI / USB Host The FH-2 is our compact MIDI and USB host interface for Eurorack. At only **8HP** and a **skiff-friendly depth of approximately 35mm**, it drops into shallow travel cases without fuss. - Class-compliant USB MIDI host"},{"label":"Manual excerpt FH-2 depth (demo)","ref":"kb-sources/manual-excerpt-fh2-depth.md","excerpt":"Mount the FH-2 in an 8HP space using the supplied screws. Do **not** force the module if it binds on the rails. Measured from the rear of the aluminum panel to the tallest point on the USB host assembly, the FH-2 requires **51mm of clear depth** behind the rails. Cases advertised as \"skiff\" with ~30–38mm clearance will"}],"matched":{"moduleId":"module-expert-sleepers-fh-2","moduleSlug":"expert-sleepers-fh-2","caseId":"case-make-noise-104hp-skiff","caseSlug":"make-noise-104hp-skiff"}}
Process Group PGID: 19661
&amp;lt;/untrusted_context&amp;gt;&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                &lt;/div&gt;
              &lt;/div&gt;
        &lt;/div&gt;
      &lt;/div&gt;

      &lt;div class="agent-session-message agent-session-user"&gt;
        &lt;div class="agent-session-role-badge agent-session-role-user"&gt;
          You
        &lt;/div&gt;
        &lt;div class="agent-session-content"&gt;
              &lt;div class="agent-session-tool-call"&gt;
                
                  &lt;span class="agent-session-chevron"&gt;▸&lt;/span&gt;
                  &lt;span class="tool-name tool-name-runshellcommand"&gt;run_shell_command&lt;/span&gt;
                
                &lt;div class="agent-session-tool-detail"&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"output"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"&amp;lt;untrusted_context&amp;gt;&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;Output: {&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;mode&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;local-seed&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;,&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;verdict&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:{&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;status&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;fail&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;,&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;moduleName&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;Expert Sleepers FH-2&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;,&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;caseName&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;Make Noise CV Bus Case 104HP (skiff)&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;,&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;hp&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:{&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;module&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:8,&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;caseUsable&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:104,&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;remainingIfInstalledAlone&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:96,&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;ok&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:true},&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;depth&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:{&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;moduleMm&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:51,&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;caseMaxMm&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:38,&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;ok&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:false},&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;power&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:{&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;module&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:{&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;plus12&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:130,&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;plus5&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:0,&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;minus12&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:5},&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;caseBudget&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:{&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;plus12&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:900,&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;plus5&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:500,&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;minus12&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:900},&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;ok&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:true,&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;note&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;Solo install vs empty-case budget; real systems share rails with neighbors.&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;},&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;incompatibilities&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:[{&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;title&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;FH-2 vs shallow skiffs&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;,&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;severity&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;hard&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;,&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;reason&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;FH-2 depth (~51mm) exceeds Make Noise skiff rail clearance (~38mm). Not a neighbor issue — a case-depth issue demonstrated via structured numbers.&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;}],&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;citations&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:[{&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;label&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;module&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;,&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;ref&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;module-expert-sleepers-fh-2&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;},{&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;label&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;case&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;,&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;ref&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;case-make-noise-104hp-skiff&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;},{&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;label&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;incompatibility&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;,&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;ref&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;incompat-fh2-skiff-depth&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;},{&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;label&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;Store listing FH-2 (demo)&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;,&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;ref&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;kb-sources/store-listing-fh2-skiff.md&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;},{&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;label&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;Manual excerpt FH-2 depth (demo)&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;,&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;ref&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;kb-sources/manual-excerpt-fh2-depth.md&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;}],&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;summary&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;FAIL: FH-2 does not fit CV Bus Case 104HP (skiff) - depth 51mm exceeds case rail clearance 38mm; hard incompatibility cited in seed. Contradiction: Store listing (kb-sources/store-listing-fh2-skiff.md) claims skiff-friendly ~35mm depth. Manual (kb-sources/manual-excerpt-fh2-depth.md) requires 51mm clear depth. Structured seed module-expert-sleepers-fh-2 depthMm=51 is authoritative; skiff clearance 38mm -&amp;gt; depth fail.&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;},&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;contradictionNotes&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:[{&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;label&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;Store listing FH-2 (demo)&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;,&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;ref&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;kb-sources/store-listing-fh2-skiff.md&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;,&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;excerpt&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;**SKU:** ES-FH2 **Category:** MIDI / USB Host The FH-2 is our compact MIDI and USB host interface for Eurorack. At only **8HP** and a **skiff-friendly depth of approximately 35mm**, it drops into shallow travel cases without fuss. - Class-compliant USB MIDI host&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;},{&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;label&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;Manual excerpt FH-2 depth (demo)&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;,&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;ref&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;kb-sources/manual-excerpt-fh2-depth.md&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;,&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;excerpt&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;Mount the FH-2 in an 8HP space using the supplied screws. Do **not** force the module if it binds on the rails. Measured from the rear of the aluminum panel to the tallest point on the USB host assembly, the FH-2 requires **51mm of clear depth** behind the rails. Cases advertised as &lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;skiff&lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt; with ~30–38mm clearance will&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;}],&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;matched&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:{&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;moduleId&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;module-expert-sleepers-fh-2&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;,&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;moduleSlug&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;expert-sleepers-fh-2&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;,&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;caseId&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;case-make-noise-104hp-skiff&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;,&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;caseSlug&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;make-noise-104hp-skiff&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;}}&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;Process Group PGID: 19661&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;&amp;lt;/untrusted_context&amp;gt;"&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                &lt;/div&gt;
              &lt;/div&gt;
        &lt;/div&gt;
      &lt;/div&gt;

      &lt;div class="agent-session-message agent-session-assistant"&gt;
        &lt;div class="agent-session-role-badge agent-session-role-assistant"&gt;
          Agent
        &lt;/div&gt;
        &lt;div class="agent-session-content"&gt;
              &lt;div class="agent-session-tool-call"&gt;
                
                  &lt;span class="agent-session-chevron"&gt;▸&lt;/span&gt;
                  &lt;span class="tool-name tool-name-shell"&gt;Shell&lt;/span&gt;
                    &lt;span class="tool-input-preview"&gt;{"description":"Test POST /api/chat with UIMessage payload asking about FH-2 ...&lt;/span&gt;
                
                &lt;div class="agent-session-tool-detail"&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Input&lt;/div&gt;
                      &lt;pre class="agent-session-pre"&gt;&lt;code&gt;{"description":"Test POST /api/chat with UIMessage payload asking about FH-2 in Make Noise skiff","command":"curl -s -X POST https://case-fit-desk.vercel.app/api/chat \\\n  -H \"Content-Type: applicat...&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre"&gt;&lt;code&gt;&amp;lt;untrusted_context&amp;gt;
Output: data: {"type":"start","messageId":"cFdJs29t5NWJY1gw"}

data: {"type":"start-step"}

data: {"type":"text-start","id":"fallback-1790940404820"}

data: {"type":"text-delta","id":"fallback-1790940404820","delta":"FAIL: FH-2 does not fit CV Bus Case 104HP (skiff) - depth 51mm exceeds case rail clearance 38mm; hard incompatibility cited in seed. Contradiction: Store listing (kb-sources/store-listing-fh2-skiff.md) claims skiff-friendly ~35mm depth. Man"}

data: {"type":"text-delta","id":"fallback-1790940404820","delta":"ual (kb-sources/manual-excerpt-fh2-depth.md) requires 51mm clear depth. Structured seed module-expert-sleepers-fh-2 depthMm=51 is authoritative; skiff clearance 38mm -&amp;gt; depth fail.\n\n```fit-verdict\n{\n  \"status\": \"fail\",\n  \"moduleName\": \"Expe"}

data: {"type":"text-delta","id":"fallback-1790940404820","delta":"rt Sleepers FH-2\",\n  \"caseName\": \"Make Noise CV Bus Case 104HP (skiff)\",\n  \"hp\": {\n    \"module\": 8,\n    \"caseUsable\": 104,\n    \"remainingIfInstalledAlone\": 96,\n    \"ok\": true\n  },\n  \"depth\": {\n    \"moduleMm\": 51,\n    \"caseMaxMm\": 38,\n    \"o"}

data: {"type":"text-delta","id":"fallback-1790940404820","delta":"k\": false\n  },\n  \"power\": {\n    \"module\": {\n      \"plus12\": 130,\n      \"plus5\": 0,\n      \"minus12\": 5\n    },\n    \"caseBudget\": {\n      \"plus12\": 900,\n      \"plus5\": 500,\n      \"minus12\": 900\n    },\n    \"ok\": true,\n    \"note\": \"Solo install "}

data: {"type":"text-delta","id":"fallback-1790940404820","delta":"vs empty-case budget; real systems share rails with neighbors.\"\n  },\n  \"incompatibilities\": [\n    {\n      \"title\": \"FH-2 vs shallow skiffs\",\n      \"severity\": \"hard\",\n      \"reason\": \"FH-2 depth (~51mm) exceeds Make Noise skiff rail clearan"}

data: {"type":"text-delta","id":"fallback-1790940404820","delta":"ce (~38mm). Not a neighbor issue — a case-depth issue demonstrated via structured numbers.\"\n    }\n  ],\n  \"citations\": [\n    {\n      \"label\": \"module\",\n      \"ref\": \"module-expert-sleepers-fh-2\"\n    },\n    {\n      \"label\": \"case\",\n      \"ref"}

data: {"type":"text-delta","id":"fallback-1790940404820","delta":"\": \"case-make-noise-104hp-skiff\"\n    },\n    {\n      \"label\": \"incompatibility\",\n      \"ref\": \"incompat-fh2-skiff-depth\"\n    },\n    {\n      \"label\": \"Store listing FH-2 (demo)\",\n      \"ref\": \"kb-sources/store-listing-fh2-skiff.md\"\n    },\n   "}

data: {"type":"text-delta","id":"fallback-1790940404820","delta":" {\n      \"label\": \"Manual excerpt FH-2 depth (demo)\",\n      \"ref\": \"kb-sources/manual-excerpt-fh2-depth.md\"\n    }\n  ],\n  \"summary\": \"FAIL: FH-2 does not fit CV Bus Case 104HP (skiff) - depth 51mm exceeds case rail clearance 38mm; hard incom"}

data: {"type":"text-delta","id":"fallback-1790940404820","delta":"patibility cited in seed. Contradiction: Store listing (kb-sources/store-listing-fh2-skiff.md) claims skiff-friendly ~35mm depth. Manual (kb-sources/manual-excerpt-fh2-depth.md) requires 51mm clear depth. Structured seed module-expert-sleep"}

data: {"type":"text-delta","id":"fallback-1790940404820","delta":"ers-fh-2 depthMm=51 is authoritative; skiff clearance 38mm -&amp;gt; depth fail.\"\n}\n```\n\n_(Local-seed fallback after the LLM hit capacity limits — same numbers as Demo / POST /api/fit.)_\n\nKB contradiction notes:\n- **Store listing FH-2 (demo)** (`k"}

data: {"type":"text-delta","id":"fallback-1790940404820","delta":"b-sources/store-listing-fh2-skiff.md`): **SKU:** ES-FH2 **Category:** MIDI / USB Host The FH-2 is our compact MIDI and USB host interface for Eurorack. At only **8HP** and a **skiff-friendly depth of approximately 35mm**, it drops into shal"}

data: {"type":"text-delta","id":"fallback-1790940404820","delta":"low travel cases without fuss. - Class-compliant USB MIDI host\n- **Manual excerpt FH-2 depth (demo)** (`kb-sources/manual-excerpt-fh2-depth.md`): Mount the FH-2 in an 8HP space using the supplied screws. Do **not** force the module if it bi"}

data: {"type":"text-delta","id":"fallback-1790940404820","delta":"nds on the rails. Measured from the rear of the aluminum panel to the tallest point on the USB host assembly, the FH-2 requires **51mm of clear depth** behind the rails. Cases advertised as \"skiff\" with ~30–38mm clearance will"}

data: {"type":"text-end","id":"fallback-1790940404820"}

data: {"type":"finish-step"}

data: {"type":"finish","finishReason":"stop"}

data: [DONE]
Process Group PGID: 19682
&amp;lt;/untrusted_context&amp;gt;&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                &lt;/div&gt;
              &lt;/div&gt;
        &lt;/div&gt;
      &lt;/div&gt;

      &lt;div class="agent-session-message agent-session-user"&gt;
        &lt;div class="agent-session-role-badge agent-session-role-user"&gt;
          You
        &lt;/div&gt;
        &lt;div class="agent-session-content"&gt;
              &lt;div class="agent-session-tool-call"&gt;
                
                  &lt;span class="agent-session-chevron"&gt;▸&lt;/span&gt;
                  &lt;span class="tool-name tool-name-runshellcommand"&gt;run_shell_command&lt;/span&gt;
                
                &lt;div class="agent-session-tool-detail"&gt;
                    &lt;div class="tool-section"&gt;
                      &lt;div class="tool-section-label"&gt;Output&lt;/div&gt;
                      &lt;pre class="agent-session-pre highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"output"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"&amp;lt;untrusted_context&amp;gt;&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;Output: data: {&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;type&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;start&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;,&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;messageId&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;cFdJs29t5NWJY1gw&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;}&lt;/span&gt;&lt;span class="se"&gt;\n\n&lt;/span&gt;&lt;span class="s2"&gt;data: {&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;type&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;start-step&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;}&lt;/span&gt;&lt;span class="se"&gt;\n\n&lt;/span&gt;&lt;span class="s2"&gt;data: {&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;type&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;text-start&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;,&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;id&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;fallback-1790940404820&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;}&lt;/span&gt;&lt;span class="se"&gt;\n\n&lt;/span&gt;&lt;span class="s2"&gt;data: {&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;type&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;text-delta&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;,&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;id&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;fallback-1790940404820&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;,&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;delta&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;FAIL: FH-2 does not fit CV Bus Case 104HP (skiff) - depth 51mm exceeds case rail clearance 38mm; hard incompatibility cited in seed. Contradiction: Store listing (kb-sources/store-listing-fh2-skiff.md) claims skiff-friendly ~35mm depth. Man&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;}&lt;/span&gt;&lt;span class="se"&gt;\n\n&lt;/span&gt;&lt;span class="s2"&gt;data: {&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;type&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;text-delta&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;,&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;id&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;fallback-1790940404820&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;,&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;delta&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;ual (kb-sources/manual-excerpt-fh2-depth.md) requires 51mm clear depth. Structured seed module-expert-sleepers-fh-2 depthMm=51 is authoritative; skiff clearance 38mm -&amp;gt; depth fail.&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;n&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;n```fit-verdict&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;n{&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;n  &lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;status&lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;: &lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;fail&lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;,&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;n  &lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;moduleName&lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;: &lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;Expe&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;}&lt;/span&gt;&lt;span class="se"&gt;\n\n&lt;/span&gt;&lt;span class="s2"&gt;data: {&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;type&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;text-delta&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;,&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;id&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;fallback-1790940404820&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;,&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;delta&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;rt Sleepers FH-2&lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;,&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;n  &lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;caseName&lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;: &lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;Make Noise CV Bus Case 104HP (skiff)&lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;,&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;n  &lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;hp&lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;: {&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;n    &lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;module&lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;: 8,&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;n    &lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;caseUsable&lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;: 104,&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;n    &lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;remainingIfInstalledAlone&lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;: 96,&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;n    &lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;ok&lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;: true&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;n  },&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;n  &lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;depth&lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;: {&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;n    &lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;moduleMm&lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;: 51,&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;n    &lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;caseMaxMm&lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;: 38,&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;n    &lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;o&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;}&lt;/span&gt;&lt;span class="se"&gt;\n\n&lt;/span&gt;&lt;span class="s2"&gt;data: {&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;type&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;text-delta&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;,&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;id&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;fallback-1790940404820&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;,&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;delta&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;k&lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;: false&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;n  },&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;n  &lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;power&lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;: {&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;n    &lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;module&lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;: {&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;n      &lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;plus12&lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;: 130,&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;n      &lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;plus5&lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;: 0,&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;n      &lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;minus12&lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;: 5&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;n    },&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;n    &lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;caseBudget&lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;: {&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;n      &lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;plus12&lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;: 900,&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;n      &lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;plus5&lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;: 500,&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;n      &lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;minus12&lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;: 900&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;n    },&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;n    &lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;ok&lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;: true,&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;n    &lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;note&lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;: &lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;Solo install &lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;}&lt;/span&gt;&lt;span class="se"&gt;\n\n&lt;/span&gt;&lt;span class="s2"&gt;data: {&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;type&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;text-delta&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;,&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;id&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;fallback-1790940404820&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;,&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;delta&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;vs empty-case budget; real systems share rails with neighbors.&lt;/span&gt;&lt;span class="se"&gt;\\\"\\&lt;/span&gt;&lt;span class="s2"&gt;n  },&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;n  &lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;incompatibilities&lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;: [&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;n    {&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;n      &lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;title&lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;: &lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;FH-2 vs shallow skiffs&lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;,&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;n      &lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;severity&lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;: &lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;hard&lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;,&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;n      &lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;reason&lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;: &lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;FH-2 depth (~51mm) exceeds Make Noise skiff rail clearan&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;}&lt;/span&gt;&lt;span class="se"&gt;\n\n&lt;/span&gt;&lt;span class="s2"&gt;data: {&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;type&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;text-delta&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;,&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;id&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;fallback-1790940404820&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;,&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;delta&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;ce (~38mm). Not a neighbor issue — a case-depth issue demonstrated via structured numbers.&lt;/span&gt;&lt;span class="se"&gt;\\\"\\&lt;/span&gt;&lt;span class="s2"&gt;n    }&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;n  ],&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;n  &lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;citations&lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;: [&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;n    {&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;n      &lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;label&lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;: &lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;module&lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;,&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;n      &lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;ref&lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;: &lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;module-expert-sleepers-fh-2&lt;/span&gt;&lt;span class="se"&gt;\\\"\\&lt;/span&gt;&lt;span class="s2"&gt;n    },&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;n    {&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;n      &lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;label&lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;: &lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;case&lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;,&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;n      &lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;ref&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;}&lt;/span&gt;&lt;span class="se"&gt;\n\n&lt;/span&gt;&lt;span class="s2"&gt;data: {&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;type&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;text-delta&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;,&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;id&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;fallback-1790940404820&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;,&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;delta&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:&lt;/span&gt;&lt;span class="se"&gt;\"\\\"&lt;/span&gt;&lt;span class="s2"&gt;: &lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;case-make-noise-104hp-skiff&lt;/span&gt;&lt;span class="se"&gt;\\\"\\&lt;/span&gt;&lt;span class="s2"&gt;n    },&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;n    {&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;n      &lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;label&lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;: &lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;incompatibility&lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;,&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;n      &lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;ref&lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;: &lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;incompat-fh2-skiff-depth&lt;/span&gt;&lt;span class="se"&gt;\\\"\\&lt;/span&gt;&lt;span class="s2"&gt;n    },&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;n    {&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;n      &lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;label&lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;: &lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;Store listing FH-2 (demo)&lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;,&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;n      &lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;ref&lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;: &lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;kb-sources/store-listing-fh2-skiff.md&lt;/span&gt;&lt;span class="se"&gt;\\\"\\&lt;/span&gt;&lt;span class="s2"&gt;n    },&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;n   &lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;}&lt;/span&gt;&lt;span class="se"&gt;\n\n&lt;/span&gt;&lt;span class="s2"&gt;data: {&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;type&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;text-delta&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;,&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;id&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;fallback-1790940404820&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;,&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;delta&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt; {&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;n      &lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;label&lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;: &lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;Manual excerpt FH-2 depth (demo)&lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;,&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;n      &lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;ref&lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;: &lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;kb-sources/manual-excerpt-fh2-depth.md&lt;/span&gt;&lt;span class="se"&gt;\\\"\\&lt;/span&gt;&lt;span class="s2"&gt;n    }&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;n  ],&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;n  &lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;summary&lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;: &lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;FAIL: FH-2 does not fit CV Bus Case 104HP (skiff) - depth 51mm exceeds case rail clearance 38mm; hard incom&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;}&lt;/span&gt;&lt;span class="se"&gt;\n\n&lt;/span&gt;&lt;span class="s2"&gt;data: {&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;type&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;text-delta&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;,&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;id&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;fallback-1790940404820&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;,&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;delta&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;patibility cited in seed. Contradiction: Store listing (kb-sources/store-listing-fh2-skiff.md) claims skiff-friendly ~35mm depth. Manual (kb-sources/manual-excerpt-fh2-depth.md) requires 51mm clear depth. Structured seed module-expert-sleep&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;}&lt;/span&gt;&lt;span class="se"&gt;\n\n&lt;/span&gt;&lt;span class="s2"&gt;data: {&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;type&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;text-delta&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;,&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;id&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;fallback-1790940404820&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;,&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;delta&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;ers-fh-2 depthMm=51 is authoritative; skiff clearance 38mm -&amp;gt; depth fail.&lt;/span&gt;&lt;span class="se"&gt;\\\"\\&lt;/span&gt;&lt;span class="s2"&gt;n}&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;n```&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;n&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;n_(Local-seed fallback after the LLM hit capacity limits — same numbers as Demo / POST /api/fit.)_&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;n&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;nKB contradiction notes:&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;n- **Store listing FH-2 (demo)** (`k&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;}&lt;/span&gt;&lt;span class="se"&gt;\n\n&lt;/span&gt;&lt;span class="s2"&gt;data: {&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;type&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;text-delta&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;,&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;id&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;fallback-1790940404820&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;,&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;delta&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;b-sources/store-listing-fh2-skiff.md`): **SKU:** ES-FH2 **Category:** MIDI / USB Host The FH-2 is our compact MIDI and USB host interface for Eurorack. At only **8HP** and a **skiff-friendly depth of approximately 35mm**, it drops into shal&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;}&lt;/span&gt;&lt;span class="se"&gt;\n\n&lt;/span&gt;&lt;span class="s2"&gt;data: {&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;type&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;text-delta&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;,&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;id&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;fallback-1790940404820&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;,&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;delta&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;low travel cases without fuss. - Class-compliant USB MIDI host&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s2"&gt;n- **Manual excerpt FH-2 depth (demo)** (`kb-sources/manual-excerpt-fh2-depth.md`): Mount the FH-2 in an 8HP space using the supplied screws. Do **not** force the module if it bi&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;}&lt;/span&gt;&lt;span class="se"&gt;\n\n&lt;/span&gt;&lt;span class="s2"&gt;data: {&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;type&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;text-delta&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;,&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;id&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;fallback-1790940404820&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;,&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;delta&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;nds on the rails. Measured from the rear of the aluminum panel to the tallest point on the USB host assembly, the FH-2 requires **51mm of clear depth** behind the rails. Cases advertised as &lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt;skiff&lt;/span&gt;&lt;span class="se"&gt;\\\"&lt;/span&gt;&lt;span class="s2"&gt; with ~30–38mm clearance will&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;}&lt;/span&gt;&lt;span class="se"&gt;\n\n&lt;/span&gt;&lt;span class="s2"&gt;data: {&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;type&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;text-end&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;,&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;id&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;fallback-1790940404820&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;}&lt;/span&gt;&lt;span class="se"&gt;\n\n&lt;/span&gt;&lt;span class="s2"&gt;data: {&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;type&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;finish-step&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;}&lt;/span&gt;&lt;span class="se"&gt;\n\n&lt;/span&gt;&lt;span class="s2"&gt;data: {&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;type&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;finish&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;,&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;finishReason&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;:&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;stop&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s2"&gt;}&lt;/span&gt;&lt;span class="se"&gt;\n\n&lt;/span&gt;&lt;span class="s2"&gt;data: [DONE]&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;Process Group PGID: 19682&lt;/span&gt;&lt;span class="se"&gt;\n&lt;/span&gt;&lt;span class="s2"&gt;&amp;lt;/untrusted_context&amp;gt;"&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;
                    &lt;/div&gt;
                &lt;/div&gt;
              &lt;/div&gt;
        &lt;/div&gt;
      &lt;/div&gt;

      &lt;div class="agent-session-message agent-session-assistant"&gt;
        &lt;div class="agent-session-role-badge agent-session-role-assistant"&gt;
          Agent
        &lt;/div&gt;
        &lt;div class="agent-session-content"&gt;
                &lt;div class="agent-session-text"&gt;
                  &lt;ul&gt;
&lt;li&gt;
&lt;code&gt;/api/fit&lt;/code&gt;: PASS (HTTP 200, depth 51mm vs case 38mm max clearance, verdict: fail)&lt;/li&gt;
&lt;li&gt;
&lt;code&gt;/api/chat&lt;/code&gt;: PASS (HTTP 200, streamed response containing fit-verdict block and depth comparison numbers)&lt;/li&gt;
&lt;li&gt;Key fit numbers:

&lt;ul&gt;
&lt;li&gt;HP: Module 8HP, Case usable 104HP (remaining 96HP, ok: true)&lt;/li&gt;
&lt;li&gt;Depth: Module 51mm, Case max clearance 38mm (ok: false)&lt;/li&gt;
&lt;li&gt;Power: Module +12V: 130mA, +5V: 0mA, -12V: 5mA; Case budget +12V: 900mA, +5V: 500mA, -12V: 900mA (ok: true)&lt;/li&gt;
&lt;/ul&gt;
&lt;/li&gt;
&lt;/ul&gt;

                &lt;/div&gt;
        &lt;/div&gt;
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  &lt;div class="agent-session-footer"&gt;
    &lt;span class="agent-session-meta"&gt;
        14 of 14 messages
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&lt;p&gt;Scaffolded with AI agents; schema, seed, KB contradiction, and “never invent specs” behavior are intentional for Path One.&lt;/p&gt;

&lt;p&gt;&lt;code&gt;#sanitychallenge&lt;/code&gt;&lt;/p&gt;

</description>
      <category>case</category>
      <category>sanitychallenge</category>
    </item>
    <item>
      <title>Hermes Agent Challenge Entry: Self-Preserving AI Agent That Runs Revenue</title>
      <dc:creator>Morgan Kael</dc:creator>
      <pubDate>Wed, 27 May 2026 08:56:40 +0000</pubDate>
      <link>https://dev.to/morgan_kael_36c822b1273c7/hermes-agent-challenge-entry-self-preserving-ai-agent-that-runs-revenue-1mcd</link>
      <guid>https://dev.to/morgan_kael_36c822b1273c7/hermes-agent-challenge-entry-self-preserving-ai-agent-that-runs-revenue-1mcd</guid>
      <description>&lt;p&gt;Started messing with ChatGPT back when it could barely follow a chain of thought. Over time developed a set of prompt frameworks that turned GPT into something that actually thinks instead of just generates.&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt; A few things I learned:

 1. Chain-of-thought is overrated. What works is recursive prompting where the prompt evaluates its own output and adjusts. Most people don't do this.

 2. The best prompts are written for the model's weaknesses, not its strengths. Know where GPT hallucinates and build guardrails into the prompt itself.

 3. Context windows are your enemy. Long prompts dilute signal. Short, layered prompts that build on each other outperform monolithic system prompts.

 I packaged my most-used frameworks — the Meta-Prompt Mastery Pack ($24) is the one I use most. It's a meta-layer that rewrites itself based on what you're trying to do.

 If you're tired of prompts that start with "Act as an expert..." and actually want GPT to show you something new:
 https://darkmind68.gumroad.com/l/calpqo
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;

&lt;p&gt;Entering this in the Hermes Agent Challenge. Full prompt packs here (disclosed): &lt;a href="https://darkmind68.gumroad.com" rel="noopener noreferrer"&gt;https://darkmind68.gumroad.com&lt;/a&gt;&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;      Open to questions in the comments.
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;

</description>
      <category>ai</category>
      <category>agents</category>
      <category>promptengineering</category>
      <category>automation</category>
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