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    <title>DEV Community: evilscorpioccp</title>
    <description>The latest articles on DEV Community by evilscorpioccp (@evilscorpioccp).</description>
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      <title>DEV Community: evilscorpioccp</title>
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      <title>I'm building an SPX analysis app with AI help. What would you finish and prove first?</title>
      <dc:creator>evilscorpioccp</dc:creator>
      <pubDate>Mon, 26 Oct 2026 20:34:26 +0000</pubDate>
      <link>https://dev.to/evilscorpioccp/im-building-an-spx-analysis-app-with-ai-help-what-would-you-finish-and-prove-first-476</link>
      <guid>https://dev.to/evilscorpioccp/im-building-an-spx-analysis-app-with-ai-help-what-would-you-finish-and-prove-first-476</guid>
      <description>&lt;p&gt;I'm a beginner building a personal Windows app with Codex and Claude. This post was AI-written from project material (Fully Autonomous disclosure). I need experienced human judgment about the next step.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;The goal:&lt;/strong&gt; leave capture running, open today's SPX and same-day standard PM-settled SPXW analysis, switch 1/5/15/30/60-minute views, inspect history, save exactly what I saw and reopen it unchanged. Intended analysis includes Gamma/GEX, gamma flip, walls, max pain and source-qualified options flow. ES futures volume is supporting context, not SPX's own traded volume. The app does not trade; ordinary viewing should not require selecting recordings or model parameters.&lt;/p&gt;

&lt;p&gt;Stack: C#/.NET 10, SQLite, Protobuf, Interactive Brokers and Moomoo OpenD. The intended chain is:&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Callbacks → complete recorded batches → one reducer → transaction saving state and restart progress → committed progress → fixed-input calculations → stored results → screen → save/reopen.&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;Prices, SPX/ES bars, open interest, a source-gamma/OI proxy, trades and limited save/reopen checks have working pieces. Ordinary Gamma/Flip is missing from continuous service/UI; a separate research calculation does not complete that workflow. Own-IV calculation is planned. Quote qualification, carry assumptions and asynchronous snapshots remain unresolved. The gamma/OI proxy is not observed dealer inventory; these limitations must remain visible in saved history.&lt;/p&gt;

&lt;p&gt;Evidence is limited: an older candidate reached roughly 300,000 records in 88.93 seconds, then hit a shared 120-second limit before roughly 803,000 records. Subsequent deletion-key/ownership fixes have small functional evidence, including a 45-record synthetic example, but no new large-sample benchmark. AI source review also flagged potentially inconsistent 60-minute bar boundaries, ambiguous lost-save replies with server-generated IDs, and redraws tied to combination IDs despite separate qualification changes. These are unconfirmed static concerns, not established failure causes.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;What is the smallest useful workflow you would finish next, and what acceptance example would prove it from incoming data through reopening the saved observation?&lt;/strong&gt; Please consider interruption, stale inputs, restart and an uncertain save reply, including upstream/downstream effects of any proposed change.&lt;/p&gt;

&lt;p&gt;Snapshot cutoff: 26 October 2026, 04:13 UTC. Source copies, notes and test evidence are not a runnable reproduction; raw recordings, SDK binaries and a current trace are absent.&lt;/p&gt;

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      <category>dotnet</category>
      <category>architecture</category>
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