Transcription: OpenAgents Episode 160 - Relevant Files
June 9, 2026 ยท View on GitHub
Source: https://x.com/OpenAgentsInc/status/1889766594798379419 Wiki source: https://raw.githubusercontent.com/wiki/OpenAgentsInc/openagents/Video-Series.md Media title: OpenAgents - Episode 160: Relevant Files We complete step 2 of our quest: listing... Upload date: 20250212 Transcription model: gpt-4o-transcribe-diarize Generated at: 2026-06-01T06:33:03Z
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[00:00] Christopher David: Step one complete. Let's continue on to step two,
[00:03] Christopher David: which is identifying relevant files given the repo map and an issue. And for now we're going to hard code uh this issue and get the relevant files for that. Uh one note on our uh comment here yesterday. So yeah, we compared the um open agents V_ three pro dashboard uh work flow with cursors.
[00:29] Christopher David: agent workflow and they're pretty much the same and i've been chafing against the open agents v3 uh over the last few months because i've been just seeing all these opportunities to improve it uh make it more autonomous so um that's what we're building into v4 which i think i think i think it's gonna blow a cursor away the next few videos of this series are gonna be interesting because we're either gonna be validating or invalidating this thesis
[00:56] Christopher David: And if we validate this thesis,
[00:58] Christopher David: things could get very interesting very fast.
[01:02] Christopher David: Okay?
[01:03] Christopher David: So let's do step two.
[01:05] Christopher David: We're going to try doing more cursor this time, getting more familiar with it.
[01:08] Christopher David: I added a chat with OpenAgents to drive out the issue.
[01:14] Christopher David: And just like in the last video, we dumped the issue with OpenAgents. We're able to do most of it through that.
[01:18] Christopher David: Let's just try doing that exact same process in cursor right now.
[01:22] Christopher David: Uh,
[01:23] Christopher David: okay, let's do a new composer chat.
[01:34] Christopher David: Well, this is what I would do in OpenAgents.
[01:36] Christopher David: Solve this issue on a new branch.
[01:40] Christopher David: I don't know if it can do branches.
[01:44] Christopher David: Let's see what it does.
[01:47] Christopher David: I'll help you implement the open router structured output integration for
[01:52] Christopher David: GitHub issue analysis. Let's break this down into steps. First let's create a new branch.
[01:57] Christopher David: Prompting me to approve each time. I guess that's interesting. Let me check the current open router service implementation to see how we can add structured output support.
[02:06] Christopher David: Let me also check the types file and see what we need to modify.
[02:09] Christopher David: Yeah, this is the same flow as uh open ages. There are a little bit more wordy than ours is, we directed ours to be more concise. But that's okay. Okay based on the code review, I'll help implement I'll implement the blah blah blah.
[02:23] Christopher David: Let's add the structured output types.
[02:32] Christopher David: Oh, check out my grock mug. Isn't that nice?
[02:35] Christopher David: We might use grock in this video. We're using open router and I think they just added grock.
[02:41] Christopher David: So
[02:48] Christopher David: we may want to do like an actual eval.
[02:51] Christopher David: maybe in the next video or maybe later to test which models are best at finding most relevant files because we you know in breaking up the workflow into these steps each of these should be individually testable and upgradable different models would be good for different things we're probably going to want to build up an eval suite that'll be fun to build from scratch all right accept all blah blah blah what branch are we even on
[03:22] Christopher David: we will provide a structured outputs. And as it goes, I'll put on cargo watch run and just see what it does.
[03:35] Christopher David: Blah blah blah.
[03:41] Christopher David: Now let's commit our changes. That's nice.
[03:46] Christopher David: I'm used to it being done automatically for me, but okay.
[03:50] Christopher David: Great, I've implemented the open router structured output integration for GitHub issue analysis. Here's a summary. Created a new branch, added structured output types for GitHub issue analysis, added structured output support to the open router service, okay.
[04:03] Christopher David: Created dedicated GitHub issue analyzer.
[04:08] Christopher David: Added a CLI command, okay, maybe that's good.
[04:19] Christopher David: What do you think this does?
[04:25] Christopher David: Alright.
[04:30] Christopher David: A massive slew of errors, of course, and uh
[04:34] Christopher David: fix all this.
[04:42] Christopher David: Feeling the same so far.
[04:47] Christopher David: You know, you make a bunch of changes across a bunch of different files,
[04:50] Christopher David: you don't give it every single file, like all the Rust mod files,
[04:53] Christopher David: and so it doesn't think to look in that.
[04:56] Christopher David: It's just the exact same limitation of the type of prompt being passed to Sana and Sana just not having the initiative to do that.
[05:07] Christopher David: So I don't see any real qualitative difference between.
[05:11] Christopher David: Composer. Obviously it's nice to be able to click and have the kind of integration with the code editor. But as I've said, I don't think that that is going to be the future of um
[05:23] Christopher David: I_D_E_s. Or th I don't think that's gonna be the future of uh
[05:35] Christopher David: Coding. My bet is on getting away from I_D_E_ The I_D-E goes away.
[05:42] Christopher David: Let's see what we got.
[05:52] Christopher David: Fix it, fix it, fix it, fix it, fix it.
[05:55] Christopher David: Let's try to compile. Oh, it tried to compile, that's nice.
[06:08] Christopher David: That's nice, automated
[06:09] Christopher David: Work based on rust output.
[06:24] Christopher David: Is there like an auto accept all button?
[07:10] Christopher David: Oh, panicked. Address already in use. Oh, that's funny.
[08:06] Christopher David: Do I need to accept this verse?
[08:07] Christopher David: There we go.
[08:15] Christopher David: Cool.
[08:18] Christopher David: Let's fix the unused import warning. That's nice.
[08:38] Christopher David: Your issue content here.
[08:40] Christopher David: API key,
[08:44] Christopher David: your API key.
[08:51] Christopher David: Don't you see the comment in the issue I pasted? I need you to connect this to the Hyperview UI.
[09:02] Christopher David: All right, let's see if I got app running.
[09:10] Christopher David: Restore this.
[09:15] Christopher David: Screw yarn. I_O_S_ will rebuild it just in case.
[09:24] Christopher David: Actually let's just try this. Just try the bundler.
[09:44] Christopher David: And we need the server running.
[09:55] Christopher David: Oh.
[10:00] Christopher David: Oh, I guess because it's done, I can change it.
[10:05] Christopher David: Oh yes, I apologise. Looking at the original issue, we need to add a hyperview UI integration for the issue analysis.
[10:13] Christopher David: Let's create a new hyperview handler for issue analysis.
[10:19] Christopher David: And update the routes.
[10:21] Christopher David: Let's
[10:23] Christopher David: Let's update the issues list view. I didn't know there was an issues list view.
[10:47] Speaker B: Run cargo check, make sure it good.
[11:00] Christopher David: It would be interesting if it pulls in the issue list, I did not ask it to build it. It's like a logical thing that should be built, I thought I would build it later.
[11:20] Christopher David: So the new Hyperview Handler fetches the issue and its comments from GitHub,
[11:23] Christopher David: analyzes the issue using OpenRouder,
[11:25] Christopher David: presents the analysis in a clean Hyperview UI with issue summary,
[11:27] Christopher David: priority level,
[11:28] Christopher David: with color coding,
[11:29] Christopher David: estimated effort,
[11:30] Christopher David: tags displays blue badges,
[11:32] Christopher David: action items is a bulleted list,
[11:33] Christopher David: back button to return to issues list,
[11:36] Christopher David: updated the issues list view to add an analyze button for each issue that appears along with the view on GitHub button,
[11:41] Christopher David: uses blah blah blah,
[11:42] Christopher David: damn.
[13:33] Christopher David: Open Router key comes from end.
[13:41] Christopher David: Load it via .env.
[14:00] Christopher David: That's nice.
[14:02] Christopher David: Good conversations though.
[14:11] Christopher David: It's a good product.
[14:17] Christopher David: I just don't think it's good enough.
[14:19] Christopher David: I just don't think it's good enough.
[14:34] Christopher David: It compiles.
[14:41] Christopher David: Um...
[14:46] Christopher David: So do you think it's gonna work?
[14:49] Christopher David: Do you think it's going to work?
[15:12] Christopher David: Fix this.
[15:14] Speaker C: Oh.
[15:22] Christopher David: Outdated axiom syntax.
[15:57] Speaker B: Accept run command.
[16:30] Christopher David: Run it.
[16:37] Christopher David: Does logs show there?
[17:06] Christopher David: Logs
[17:12] Christopher David: and an error,
[17:13] Christopher David: parser error,
[17:17] Christopher David: X_M_L_D_O_M_ error, invalid DocSource.
[17:46] Christopher David: Our routes are not properly set up. Well, what happened? 'Cause I thought that they were they were earlier.
[17:57] Christopher David: We had them working before.
[17:59] Christopher David: Look around more.
[18:22] Christopher David: use the existing handlers. Yeah, it almost made a mistake that it makes somewhat commonly,
[18:28] Christopher David: both this and open agents.
[18:33] Christopher David: It won't look around to see if you have the stuff already built, it'll be like, oh I'll make that for you, no. It exists, you just weren't aware of it.
[18:47] Christopher David: A lot more room for improvement for like holistic code base understanding.
[18:55] Christopher David: Okay, accept,
[18:56] Christopher David: I guess.
[18:57] Christopher David: Cargo run.
[19:18] Christopher David: Okay, I see repos.
[19:25] Christopher David: Now
[19:27] Christopher David: I
[19:31] Christopher David: click view map.
[19:35] Christopher David: I see the repo map.
[19:47] Christopher David: Back to repos.
[19:47] Christopher David: That doesn't mean no good.
[19:53] Christopher David: Uh that's not correct. Okay, um a few things.
[20:01] Christopher David: Let me just say I can
[20:05] Christopher David: click view map to see the repos, the repo list,
[20:09] Christopher David: but nothing shows me issues.
[20:21] Christopher David: Just working how it was working before.
[20:28] Christopher David: Also if you can easily show a list of issues per repo like there's currently a list of repos, that's fine, otherwise use the hard-coded issue and just give me a button to pull it and do the step.
[21:56] Christopher David: I see issues.
[22:03] Christopher David: Okay.
[22:06] Christopher David: Thanks, I see issues button,
[22:08] Christopher David: but clicking it I see hyper view error,
[22:15] Christopher David: parser error,
[22:17] Christopher David: Xmodom error,
[22:23] Christopher David: unclosed.
[22:24] Christopher David: X_M_L_ attribute
[22:27] Christopher David: line twenty three call twenty two.
[23:45] Christopher David: yeah i'm having the same experience here that i have with open agents which is like if the bulk of the work that you're doing is just like checking looking saying like continue yes good then that thing that you're doing is automatable and so why why am i even sitting here in front of this editor why do i even have an editor open
[24:18] Christopher David: I want to be able to go AFK.
[24:21] Christopher David: Just send me a push notification on my Onyx app if something gets stuck that you need my help with.
[24:53] Christopher David: It's switching to RGP. Open
[24:59] Christopher David: Agents did not get tripped up there.
[25:24] Christopher David: Yeah,
[25:24] Christopher David: Onyx, add that.
[25:27] Christopher David: Yep,
[25:28] Christopher David: yep, yep.
[25:30] Christopher David: We got it.
[25:33] Christopher David: Okay,
[25:34] Christopher David: horribly formatted list of issues,
[25:36] Christopher David: check.
[25:38] Christopher David: I want open agents issues.
[25:48] Christopher David: So does view map still work,
[25:49] Christopher David: by the way?
[25:53] Christopher David: Yeah.
[26:04] Christopher David: Open agents issues.
[26:07] Christopher David: Hell yeah.
[26:09] Christopher David: There's the current issue we're doing.
[26:13] Christopher David: So what happens if I click analyze issue?
[26:17] Christopher David: Well, first of all.
[26:18] Christopher David: Does Bjorn get that work? No, it doesn't.
[26:21] Christopher David: Analyse this you.
[26:23] Christopher David: Does nothing.
[26:52] Christopher David: Uh getting error on app about no structured output in response, nothing shows in server logs or in the app.
[27:05] Christopher David: Let me confirm that that's all of the relevant logs.
[27:14] Christopher David: Actually, maybe there's something relevant in the server.
[27:20] Christopher David: But it can see that, so I don't need to paste it. Okay.
[27:27] Christopher David: I can see the issue. When analysing an issue, we're not getting structured output from open router. Let me check and fix the issue analysis handler.
[27:40] Christopher David: Yeah, I clearly would not be able to do any of this without AI. I'm not a Rust developer.
[27:45] Christopher David: I mean I'm a Rust developer now, kind of.
[27:48] Christopher David: But, I mean,
[27:52] Christopher David: I could build this, it would just take me ten times longer because I'd be learning as I go.
[27:57] Christopher David: I kind of miss not needing to do that, you know. I learned my first languages like Cubasic and C++ like sitting down with one ginormous 800 page book from the library and just like teaching myself from that.
[28:15] Christopher David: Uh,
[28:18] Christopher David: but the times they are changing.
[28:34] Christopher David: Oh, it's asking it to respond in a structured format.
[28:40] Christopher David: It doesn't, uh...
[28:44] Christopher David: I gave this um to the issue, but I don't think it um
[28:51] Christopher David: Don't just ask it for structured output, there's a f
[28:56] Christopher David: flag you need.
[29:03] Christopher David: Oh yes, looking at the open router docs, I need to use the proper json schema format. Let me update the make structured request method.
[29:27] Christopher David: Accept run command.
[29:37] Christopher David: Try again.
[29:49] Christopher David: Open agents issues.
[30:02] Christopher David: Network request failed.
[30:20] Christopher David: After two seconds or so, it said network request failed.
[30:50] Christopher David: Yeah, I might wanna run this in my terminal. I'm not sure that they'll get all of the logs that it needs.
[30:58] Christopher David: At least I can't see it.
[32:09] Christopher David: Analyzing issue. Please wait while we analyze this issue.
[32:16] Christopher David: I'm waiting.
[32:21] Christopher David: Okay. Well, at least we got some nice failure.
[32:27] Christopher David: Ah. Very nice.
[32:35] Christopher David: So I'll say
[32:37] Christopher David: Okay, better updates while we analyse. But ended in error. Client
[32:47] Christopher David: and server
[33:03] Christopher David: And more server logging.
[33:05] Christopher David: Fix it if you can and add more server logging. I want to see the response.
[33:23] Christopher David: And for now, you can comment out the
[33:27] Christopher David: line.
[33:30] Christopher David: This is good.
[33:31] Christopher David: Good progress.
[34:39] Christopher David: No, I'm not seeing any server logs here.
[34:46] Christopher David: Did it cargo run or cargo watch?
[34:54] Christopher David: Yeah, I think I did cargo watch and reload it there.
[35:03] Christopher David: Operation timed out.
[35:12] Christopher David: Operation timed out, and I saw no server logs.
[35:25] Christopher David: Fix it.
[35:36] Christopher David: I can't imagine the issue is actually with the timeout.
[36:44] Christopher David: Blah blah blah.
[37:30] Christopher David: 200 from open router nice making
[37:35] Christopher David: open router request to model deep seek chat that might not be what we want it's
[37:50] Christopher David: find if an open router model i don't know reasoning might have a separate
[38:01] Christopher David: O3 mini high.
[38:06] Christopher David: No, no, no, no, no.
[38:15] Christopher David: Red. Provider is likely down only used as a last resort.
[38:19] Christopher David: Damn.
[38:25] Christopher David: Green.
[38:25] Christopher David: Okay.
[38:32] Christopher David: Oh, here we go.
[38:34] Christopher David: Content was Markdown JSON. It's fucking trying to respond with a Markdown block.
[38:49] Christopher David: It is trying to respond with a Markdown block.
[38:54] Christopher David: Also, I don't think deep seek chat works with structured output because it's a reasoning model.
[39:10] Christopher David: Change the open router model to boom.
[39:16] Christopher David: Gemini 2.0 flashlight preview.
[39:18] Christopher David: You're absolutely right on both counts.
[39:36] Speaker B: Da-da-da-da-da-da-da-da-da.
[40:44] Christopher David: Do it.
[40:45] Christopher David: Do it. Do it. No structured output. Hey hey hey hey. Oh yeah. What do we get here?
[40:52] Christopher David: Well an analysis, I don't want an analysis. Integrate open routers.
[40:59] Christopher David: Priority high. Estimated effort large. Yeah, a single YouTube video. Okay. Tags.
[41:07] Christopher David: Action items. Blah blah blah blah blah blah blah.
[41:10] Christopher David: Okay,
[41:10] Christopher David: um,
[41:11] Christopher David: no
[41:14] Christopher David: structured output attempting to parse content.
[41:18] Christopher David: Oh my gosh.
[41:23] Christopher David: Um, cool.
[41:25] Christopher David: So, okay,
[41:27] Christopher David: it does return an analysis, but
[41:33] Christopher David: at this stage I do not want an analysis.
[41:38] Christopher David: I want an array of relevant files needed to look at,
[41:51] Christopher David: needed to change or
[41:56] Christopher David: understand,
[41:56] Christopher David: needed for a new coding agent to change or understand to solve the issue.
[42:10] Christopher David: So the JSON you request from openrouter should be
[42:18] Christopher David: something like file path and comment and
[42:24] Christopher David: a number of priority. Should be strings something like strings for file path and comment and a
[42:37] Christopher David: float number of priority
[42:42] Christopher David: from zero low to one high.
[42:54] Christopher David: Can I do that?
[42:58] Christopher David: I should use integers.
[43:01] Christopher David: And an integer
[43:05] Christopher David: Number of priority from one to high.
[43:10] Christopher David: Okay?
[43:16] Christopher David: We're close, we're close, we're close.
[46:07] Christopher David: Almost there.
[46:32] Christopher David: Fix it, fix it, fix it.
[46:46] Christopher David: Fix it, fix it, fix it.
[47:42] Christopher David: You run cargo check. Don't tell me to do it.
[47:51] Christopher David: What do you mean, remaining errors? I said run it.
[47:59] Christopher David: Bro.
[48:04] Christopher David: Fix this.
[49:52] Christopher David: So this is the kind of thing that I've like specifically designed v4 to do which is like what am I doing?
[49:58] Christopher David: It wouldn't do cargo check so it couldn't get into the loop of like fixing it by itself So I'm just sitting here taking error output pasting it and being like fix it fix it fix it. It's like this needs to be automated right now
[50:11] Christopher David: right now
[50:22] Christopher David: Out of curiosity,
[50:23] Christopher David: so Cursor's not open source, right? Is WinSurf open source?
[50:28] Christopher David: Void is an open source cursor alternative.
[50:33] Christopher David: What's that other one? WinSurf. Is that open source?
[50:49] Christopher David: Is this good?
[50:54] Christopher David: Is this good?
[50:52] Christopher David: Ten K stars.
[51:02] Christopher David: Yeah, I just I don't care just curious and
[51:21] Christopher David: This warning.
[51:22] Christopher David: Close, we're close, we're close.
[51:58] Christopher David: Please
[52:02] Christopher David: do it.
[52:03] Christopher David: Aha.
[52:04] Christopher David: Okay, cargo run.
[52:28] Christopher David: Open Agents Issues.
[52:36] Christopher David: The button still says analyse issues, whatever.
[52:38] Christopher David: Raw open writer response.
[52:40] Christopher David: Oh. Uh
[52:43] Christopher David: Okay.
[52:51] Christopher David: Fix it.
[53:16] Christopher David: I see the issue. The Open Router service is returning a GitHub issue analysis structure, but we're trying to parse it as GitHub issue files. Let's fix this by updating the schema.
[53:25] Christopher David: Thank you.
[53:33] Christopher David: Multiple scenarios, that's nice,
[53:35] Christopher David: thank you very much.
[53:51] Christopher David: Retry?
[53:57] Christopher David: Open Agents Issues.
[54:17] Christopher David: What is this?
[54:19] Christopher David: Action items.
[54:23] Christopher David: Why is open router still returning
[54:29] Christopher David: action items bullshit? Did you update that to files or not?
[54:41] Christopher David: Clearly not. Ah, I see the issue. The make structured request method is still using the wrong schema.
[54:46] Christopher David: Why didn't you fix it before this?
[55:25] Christopher David: Very excited to add our beautiful new design to this, because it's we're in like get things working mode, then we'll make it pretty, because this looks right horrific. But
[55:38] Christopher David: we're in kind of uncharted territory getting this working with hyperview.
[55:43] Christopher David: Um, okay. Analyze issue.
[55:56] Christopher David: closer we've got files
[55:58] Christopher David: comment
[56:03] Christopher David: missing field fi yeah it's still giving me this fucking markdown code block.
[56:15] Christopher David: better because it's files but why is it still returning a fucking markdown code block the structured output thing from the open router docs should constrain the response to actual JSON not JSON in a markdown block right fix it sometimes you just gotta
[56:42] Christopher David: Whip out the caps lock, okay?
[57:12] Christopher David: The key changes are Sonic.
[57:22] Christopher David: Does Gemini not support structured output?
[57:23] Christopher David: I would be very surprised.
[57:26] Christopher David: I would be very surprised.
[57:29] Christopher David: We'll try it.
[58:14] Christopher David: Formatting files as X_M_L_ Successfully generated files as X_M_L_
[58:20] Christopher David: Oh yeah. Look at this.
[58:23] Christopher David: I'll have to read it to you, it's very
[58:25] Christopher David: Open writer types.
[58:29] Christopher David: This file would need to be modified to add new structs for structured output requests in JSON schema definitions. Oh yeah.
[58:35] Christopher David: Oh oh oh oh oh.
[58:42] Christopher David: Perfect.
[58:44] Christopher David: Absolutely perfect. Okay.
[58:47] Christopher David: Um what is all this white space?
[58:57] Christopher David: Very good. Okay.
[59:01] Christopher David: What else did it do?
[59:18] Christopher David: It's not using the structured output fucking flag. Okay.
[59:28] Christopher David: That worked, except you are not using the structured output flag.
[59:33] Christopher David: Look again at this and revert the model to be Gemini, not Claude.
[59:42] Christopher David: That worked.
[59:44] Christopher David: I see the file list.
[59:53] Christopher David: With that list of both file path and kind of rough direction, that
[59:59] Christopher David: add into a coding agent to enrich that that's like a big important piece.
[01:00:11] Christopher David: Ah, you're right.
[01:00:20] Christopher David: Add adjacent where is it? Yeah, yeah, that looks nice. Now
[01:00:25] Christopher David: Work.
[01:00:27] Christopher David: Work,
[01:00:28] Christopher David: I say.
[01:00:40] Christopher David: That was regular Sonnet 3 that it used.
[01:00:44] Christopher David: And it looks good.
[01:00:46] Christopher David: Hopefully,
[01:00:47] Christopher David: but we had to wait, what, like five seconds?
[01:00:51] Christopher David: Come on, Gemini flash.
[01:00:52] Christopher David: Gemini 2.0 flash.
[01:00:56] Christopher David: Let's see what you got.
[01:01:16] Christopher David: Yeah.
[01:01:18] Christopher David: Provider Google model Gemini 2.0 flashlight preview object check completion created blah blah blah.
[01:01:25] Christopher David: Now watch this.
[01:01:25] Christopher David: Let me just take a look at it.
[01:01:28] Christopher David: Give me a markdown code block of just the JSON response here.
[01:01:40] Christopher David: So files.
[01:01:46] Christopher David: Okay, here's what we got back.
[01:01:47] Christopher David: This is exactly perfect.
[01:01:48] Christopher David: Exactly what I wanted.
[01:01:53] Christopher David: So.
[01:01:54] Christopher David: Let's just do a little test. Now at some point probably wanna do an eval to evaluate different models and like have some sort of true false, some like objectively best what are the files needed to actually solve the P_R_
[01:02:06] Christopher David: Um and run some evals against that, but for now here's what I'm gonna do, just as like a little rough eval. Uh what issue did we do?
[01:02:16] Christopher David: What issue did we do?
[01:02:24] Christopher David: Look at issue 695 and look
[01:02:32] Christopher David: at this
[01:02:35] Christopher David: list of files.
[01:02:36] Christopher David: If the file exists,
[01:02:39] Christopher David: read it.
[01:02:43] Christopher David: Give me an assessment looking
[01:02:47] Christopher David: at other files in the repo if needed.
[01:02:51] Christopher David: If you think the issue could be solved 100% with
[01:02:58] Christopher David: only this file list.
[01:03:01] Christopher David: This is interesting.
[01:03:03] Christopher David: Of course, we wouldn't necessarily only be limited to this file list because in a future step in the loop, you can always just have it add to this list.
[01:03:10] Christopher David: This is at least like the starting point in the initial direction. Let me check issue 695 first.
[01:03:23] Christopher David: Let me check if any of the new files exist.
[01:03:24] Christopher David: They clearly do not.
[01:03:27] Christopher David: Based on my analysis,
[01:03:28] Christopher David: the issue is about implementing open routers, structured output integration for GitHub issue analysis.
[01:03:33] Christopher David: Looking at the provided file list and checking the existing files.
[01:03:36] Christopher David: This exists and needs modification. This exists and needs modification. The other files on the list don't exist yet need to be are.
[01:03:41] Christopher David: Assessment completeness. Yes. This file list appears to be one hundred percent complete for implementing the issue because that that that that that the dependencies chain is complete. The file list includes all necessary new files and modifications to existing files to implement the complete feature end to end.
[01:04:01] Christopher David: The implementation plan in the issue description matches exactly what the file is providing,
[01:04:05] Christopher David: and both together provide a complete path to implementing the feature.
[01:04:10] Christopher David: I can confidently say this file is 100% complete for implementing issue 695.
[01:04:16] Christopher David: Mic drop.
[01:04:18] Christopher David: Number two is complete.
[01:04:22] Christopher David: Cursor, your days are numbered. See ya!