5 agents run in parallel now. You need to shoot no b-roll. The new videos use real screen captures plus motion graphics, the same method as the first film (HyperFrames plus an ElevenLabs voice).

Running Now

Assumption: I took "two more video ideas" to mean the 3:00 judge cut and the 40 s teaser. The 1:55 hero cut can come from the judge-cut assets afterward. Correct me if you meant different ideas.

Nothing goes out without your yes. No live posts, no uploads, no commits.

Your Tasks While the Agents Run, About 60 Minutes

1. neatlogs evals (15 min). At app.neatlogs.com, project firstrun, open each of the 4 eval drafts. Add one question per evaluator output field, assign the evaluator, then launch. Then click Investigate on the "p95 run cost above Scale cap" fire and on the "docs step broke" detection.
2. Logged-in screenshots (20 min). Take these at 125% zoom with email and keys hidden. Save to META/Attachments/neathack/:
   • nl-alerts.png
   • nl-evaluator.png
   • nl-eval-result.png (after step 1)
   • nl-budget-guardrail.png (trace 7060f5bd…)
   • nl-cost-by-tag.png
   • cfo-lineage.png
   • cfo-drivers-table.png
3. Share one neatlogs trace publicly (10 min). Use the recovered Entire run, trace 5520c5cff5e0ea61f130eced082b20c4.
4. Check the Entire form (10 min). Find out whether "Best Use of Entire" needs its own form.

The agents can capture the public Entire, cfo.ai and GitHub pages themselves.

After the Agents Finish

I will give you one review pass, in this order:

1. Watch the video.
2. Approve the posts in the ship list.
3. Upload to YouTube.
4. Submit on X on Mon between 19:00 and 19:05 IST.

Next: open app.neatlogs.com and start task 1. Tell me "evals attached" when it is done. I will then pull the scores into evidence/neatlogs.md.

Status: 1 of 5 agents done, which is the long-form agent (A5). Its re-check runs now. All 5 posts it embeds are live.

What the long-form agent made. All 4 files are in D:\Atharva\NOTES\SUBSTACK\1_DRAFTS\:

• The Substack draft, "My Quickstart Testing Agent Opened 4 Docs PRs on Day One". It runs 1,998 words, with slop, SEO and clarity CRIT at 0. It now covers the neatlogs incident: 52.8x the baseline, 66% confidence, fixed in commit 2de852f.
• The X Article version, the same words with [SUBSTACK URL] as the last line.
• A Dev.to version with published: false and a canonical-link placeholder.
• A launch file with the Show HN title, its first comment, and an r/devrel post.
• A new cover at SUBSTACK\_COVERS\quickstart-testing-agent-neathack-cover.png.

Two things for you at publish time (Wed):

1. The publish script drops the embed markers. Paste the 5 X post URLs into the Substack editor by hand.
2. Replace [SUBSTACK URL] in the X Article and Dev.to files once the Substack piece is live.

Still running: the rubric audit, the judge-cut video, the teaser and the posts.

Next for you: the 4 neatlogs evals at app.neatlogs.com (15 minutes).

Status: 2 of 5 agents done. The rubric audit is finished, and its report is in 37 Rubric Gap Audit Sun.md.

What the audit agent fixed (not committed):

• hackathon.md: all 7 "URL to add" rows now hold live post URLs, checked while logged out. 11 of the 13 published posts carry #neatHack.
• README: the agent corrected 2 false claims.
  • Not every commit carries a checkpoint. 74 of 88 do.
  • The test badge said 246 tests. It now says 295.
• report/index.html regenerated. Vault files 06, 21, 22 and 32 updated to today's state.
• Tests: 295 pass, 59 skipped, 1 expected failure.

Two corrections to the audit's list for you:

• You record nothing. The judge-cut video agent is building the demo now.
• You need only the 7 logged-in screenshots from my last message, not all 14.

One open gap for the community score: there is no issue or PR on neatlogs yet. I can draft one from the friction log for you to open by hand.

Your tasks, in order:

1. Attach the evaluators to the 4 neatlogs evals, launch them, and run both Investigates. 15 min.
2. Share trace 5520c5cff5e0ea61f130eced082b20c4 publicly. 10 min.
3. Take the 7 logged-in screenshots. 20 min.
4. Ask on Discord whether "Best Use of Entire" needs its own form. 5 min.
5. Decide on the commit. The audit agent left 5 files unstaged:
   • hackathon.md
   • README.md
   • evidence/entire.md
   • evidence/README.md
   • report/index.html

Decide now: reply "commit the 5", and "draft the neatlogs issue" if you want that too.

The long-form re-check is done. The agent read Voice.md and the Technical Writing Style Guide in full this time. It then revised all 4 files against them.

What changed:

• 5 headings now state the fix or the result instead of the mistake.
• Each tool name links to its site at first mention.
• 4 lines that sounded clever but held no fact are rewritten.

Scores on the Substack draft: slop 0, SEO 0, clarity CRIT 0 (5 MED), post_qa CRIT 0. It is 2,000 words. The review desk is rebuilt, so you can approve the draft there.

Status: 2 of 5 agents done, the rubric audit and the long-form article. Still running: the judge-cut video, the teaser and the posts.

Your next step: the 4 neatlogs evals at app.neatlogs.com. Then reply "commit the 5" if you want the audit's repo fixes committed.

The posts agent is done. 7 posts are ready to go live, and 2 wait for the video. The full list with --live commands is in 38 Post Ship List Sun.md.

Next decision: reply "commit the 7 images and schedule the ready posts". I then commit and push the 7 vault images and run --live on the 7 ready posts at the times below. Zernio refuses an uncommitted image, so the first post at Sun 15:00 needs this soon.

Other results:

• The "no web UI" post went live at 10:30 with corrected text. It has no #neatHack tag, and file 38 has an optional reply to add it.
• Dropped: B1, B4 and W4, because live posts already cover them.
• Moved to Tuesday: W2, W5 and W6. W6's prism image is dark mode, so it breaks the light-mode rule.
• The filled Discord texts for Sun and Mon are in file 38.

Status: 3 of 5 agents done, the rubric audit, the long-form article and the posts. Still running: the judge-cut video and the teaser.

Still waiting on you:

1. The 4 neatlogs evals.
2. "commit the 5" for the repo fixes.

The teaser is done. Watch the 16:9 version above. It runs 36.5 s, silent, with captions, and shows step 10 going from red to green.

Files in D:\Atharva\video-studio\video-projects\firstrun-teaser\renders\:

• firstrun-teaser-4x5.mp4, the LinkedIn post media
• firstrun-teaser-16x9.mp4, for X and YouTube
• firstrun-teaser-9x16.mp4, for Shorts and Instagram
• readme.gif, 5.4 MB and 12 s long. Not in the repo yet.

Checks: contrast passed on all 57 text items. Every number is listed with its source file in VERIFY.md.

One mismatch is fixed for the judge cut. The README says the dbt run verified 9/10. The replay says 9 of 9, because step 7 (dbt docs serve) was skipped on purpose. I told the judge-cut video agent to word it the same way as the README, so a judge sees no conflict.

Status: 4 of 5 agents done. Still running: the 3:00 judge-cut video.

Waiting on you:

1. The 4 neatlogs evals.
2. "commit the 5" for the repo fixes.
3. "commit the 7 images and schedule the ready posts". The first post goes out at Sun 15:00.
4. Optional: "add the GIF to the README".

All 3 jobs are done. The commits landed, and all 7 posts are scheduled in Zernio. I checked each schedule against Zernio.

Commits:

• Repo: 20d5edf on main, 4 files. Not pushed. The README fix was already in, because another session merged it in PR #41.
  • The Entire hook hung on the commit. I stopped only that hook process, and the commit then landed.
• Vault: 2e5b8529, the 7 images. Pushed to origin/main, because Zernio fetches the images from there. I rebased first, because the remote had newer commits. Other sessions' uncommitted files stayed as they were.

Scheduled:

B5 (Mon 12:00) and the 4-PRs post (Mon 13:30) were already scheduled.

Status: 4 of 5 agents done. The 3:00 judge-cut video is still rendering.

Still yours:

1. The 4 neatlogs evals at app.neatlogs.com. 15 min.
2. Share trace 5520c5cff5e0ea61f130eced082b20c4 publicly. 10 min.
3. Post the Discord message S02b at about 14:00. The text is in file 38.

Decide: reply "push the repo commit" to send 20d5edf to GitHub.

The 3:00 judge-cut video is done. Watch it above. It runs 2:59.1 at 1920x1080, which I confirmed with ffprobe.

What it covers:

• The dbt story: the break, the fix, then the 9/9 proof.
• The bisect finding, then its next step: the comment on PR #10149.
• The 4 upstream PRs.
• All 15 tool points. A top-left pill names the tool and the point as each one plays.

Files are in D:\Atharva\video-studio\video-projects\firstrun-demo\:

• renders/final-music.mp4, the version to upload.
• renders/thumbnail.png.
• YOUTUBE.md, with the title, description and chapters.
• VERIFY.md, with each number and its source file.

One mismatch: the video says 68 checkpoints, counted today. evidence/entire.md still says 49. Pick one:

• Update the evidence file to 68 and commit it with the push.
• Re-render the video with 49.

The first is cheaper.

All 5 agents are done. Your path to submission:

1. Watch the video. Reply "approved" or list the timestamps to fix. 3 min.
2. Do the 4 neatlogs evals and share trace 5520c5cff5e0ea61f130eced082b20c4 publicly. 25 min.
3. Optional, for a sharper video:
   • A logged-in Trail 7 screenshot.
   • The neatlogs "docs step broke" investigation screenshot.
4. Upload final-music.mp4 to YouTube with the YOUTUBE.md text. Play it signed out. 15 min.
5. Mon 19:00 to 19:05 IST: fill [YOUTUBE_URL] in B7, then submit through the Submit on X button. Post L06 at 19:30.

Next: watch the video and reply "approved". Also say "push the repo commit with the 68 fix" if you want both.

Pushed. origin/main now holds 2 commits:

• 6d4d1a9: the Built in Public URLs, the corrected checkpoint and test counts, and the regenerated report page.
• ff0780d: 68 checkpoints, matching the video.

One problem on the way. Another session switched the shared repo folder to its branch fix/neatlogs-issue-sync while I worked. I stopped my commit before it landed there and made both commits in a separate worktree on main. That branch and its files are untouched.

The filling needs the YouTube link first. [YOUTUBE_URL] sits in B7 (the submission post), in L06 (the LinkedIn launch post) and in hackathon.md. The link only exists after an upload. The youtube-publish skill can upload through Zernio with the YOUTUBE.md title, description, chapters and thumbnail.

Decide: reply "upload public to <channel name>", or "unlisted" if you want to check it on YouTube first. I then upload it, play it signed out, and fill all 3 placeholders. B7 still goes out by hand at Mon 19:00 through the Submit on X button, because it must quote the official post.

The demo is live and public, and the link is filled in every place that needed it: https://www.youtube.com/watch?v=JJNWWhSV9pc

What I did:

• Upload: the 2:59 video went to Cozy Console with the thumbnail. The title is "My AI Agent Runs Your Quickstart Before Your Users Do". The old title broke the YouTube skill's rules: no colon and no hashtag. The description includes the 8 chapters, all repo and PR links, and the cfo.ai link.
• Check: YouTube's public oEmbed returns the title, and the thumbnail loads (HTTP 200). Both work logged out.
• Repo: 68e34e8, pushed. The README top row now opens on "Watch the 3-minute demo". In hackathon.md, the demo line is filled and its Submission checkbox is ticked.
• Vault: 7868d288, pushed. The link is filled in B7 (the submission post) and in L06 (the LinkedIn launch post). The YouTube draft file is marked as posted.

Git: the Entire hook hung on the repo commit again. I stopped the hung hook, and my commit then landed.

What is left, in order:

1. Now, 15 min: attach the evaluators to the 4 neatlogs evals, launch them, and run both Investigates. Then share trace 5520c5cff5e0ea61f130eced082b20c4 publicly.
2. Sun about 14:00: post Discord S02b from file 38.
3. Mon 19:00 to 19:05 IST: open neatlogs.com/hackathon and click Submit on X. Paste the body of tweet_neatHack Result 7 The Submission.md, which now holds the link, and keep the official post quoted.
4. Mon 19:30: post L06 on LinkedIn with the video uploaded natively.

Decide: reply "schedule L06 with the video" and I attach the MP4 to a Zernio LinkedIn post for Mon 19:30. Step 4 then needs nothing from you.

The Doc-audit video agent is running. It reads the code from origin/main and captures plates from the live site, which is published from main. The shared repo folder, now on another session's branch, stays untouched.

The video:

• Length: 45 to 55 s.
• Style: the same as the demo. Brian's voice, the same music pad, captions, light Apple style.
• Story, using the real dbt audit:
  1. A stale-docs finding in the first 3 s.
  2. The problem.
  3. Paste a public or private repo, and the health board appears.
  4. Open a card to see its evidence.
  5. The next step it hands you.
  6. The end card.
• Outputs: 16:9, 4:5 and 9:16 versions, a thumbnail, and VERIFY.md with the source of every number.
• Folder: D:\Atharva\video-studio\video-projects\firstrun-doc-audit\. Nothing gets uploaded or posted.

I will send you the video when it is done. The judge cut took about 55 minutes, so expect about 30 minutes.

Your step now: the 4 neatlogs evals at app.neatlogs.com (15 min).

Still open: reply "schedule L06 with the video" if you want the LinkedIn launch post scheduled for Mon 19:30.

Cozy Console now has 2 of the 3 videos live. Both carry your tag in the title, and I checked each title live on YouTube.

Title length: YouTube allows 100 characters, so I shortened the middle part of each title to keep your full tag. The titles run 98, 95 and 92 characters.

X posts: a new agent is writing 2 posts, one for DocTest and one for DocAudit, each with its video attached natively. It is scheduling them on your yes. Each post follows this shape:

1. The pain point in the first line.
2. The value, with one real number.
3. One build-in-public line about what neatHack let you push yourself to do.
4. The tools and up to 2 judges tagged on the last line.

Timing:

• DocTest goes out Sunday.
• DocAudit goes out Monday, before the 19:00 submission. It waits for its render.
• The agent picks each slot with Zernio's best-time data, at least 90 minutes away from any other hackathon post.

Still running: the DocAudit video and the X posts.

Your step now: the 4 neatlogs evals at app.neatlogs.com (15 min).

Still open: reply "schedule L06 with the video" if you want the LinkedIn launch post scheduled for Mon 19:30.

Both live videos now have the new titles. I confirmed each one on YouTube:

• DocTest: "Your Docs Lie. FirstRun DocTest Proves It [built @ #neatHack with neatlogs, Entire and cfo.ai]"
• Teaser: "Teaser: The dbt Guide That Never Worked [built @ #neatHack with neatlogs, Entire and cfo.ai]"
• DocAudit gets "Docs Rot Quietly. FirstRun DocAudit Finds It [built @ #neatHack with neatlogs, Entire and cfo.ai]" when it uploads.

X and LinkedIn tonight: I told the posts agent your new deadline.

• Every post goes out before 23:59 IST.
• Each post is at least 60 minutes from tonight's 15:00, 18:30 and 20:30 posts and from each other.
• I told the DocAudit video agent to finish its final render by 22:00 IST. If the render is still missing at 22:30, the posts agent reports back. It will not post without the video.

Still running: the DocAudit video and the 4 posts. I send you the post texts and times when they are scheduled.

Your step now: the 4 neatlogs evals at app.neatlogs.com (15 min).

Done. Both live titles now use parentheses, and I confirmed each one on YouTube:

• "Your Docs Lie. FirstRun DocTest Proves It (built @ #neatHack with neatlogs, Entire and cfo.ai)"
• "Teaser: The dbt Guide That Never Worked (built @ #neatHack with neatlogs, Entire and cfo.ai)"

DocAudit will upload as "Docs Rot Quietly. FirstRun DocAudit Finds It (built @ #neatHack with neatlogs, Entire and cfo.ai)". I also told the posts agent to use parentheses if a post quotes a title.

Still running: the DocAudit video, which must be done by 22:00 IST, and the 4 X and LinkedIn posts, which go out before 23:59 IST.

Your step now: the 4 neatlogs evals at app.neatlogs.com (15 min).

Nothing was lost. Both agents kept working through the outage. Here is what is on disk now (12:46 IST):

• DocAudit video: the draft rendered at 12:44 (renders/draft.mp4). The agent now reviews its frames, then renders the final version.
• X posts: both are written. The DocTest X post is scheduled for Sun 17:30 IST (Zernio id 6acb36d2…).
• LinkedIn posts: the folders for both posts exist and are in progress.
• DocAudit posts: they wait for the final render, as planned.

Both agents are still running. No completion notice has arrived yet. I will send you the DocAudit video and all 4 post times when they finish.

Your step now: the 4 neatlogs evals at app.neatlogs.com (15 min).

All 4 posts are scheduled for tonight, each with its video attached. I checked "95 commits a day after kickoff" against git: there were 95 non-merge commits in the first 24 hours.

Hooks:

• DocTest: "your quickstart broke months ago".
• DocAudit: "your code moved. your docs page stayed put".

Each post carries one real number and the solo build-in-public line. The scorer checks (slop, clarity and li_format) all came back CRIT 0. The full texts are in SOCIALS/Tweets/ and SOCIALS/LinkedIn/_WIP/.

Two things for you:

1. After each X post goes live, reply under it with its YouTube link. The posting script cannot post a reply. Leave the DocAudit link until the next item is done.
2. The DocAudit YouTube upload waits for the DocAudit video agent's final report. Its 16:9 final rendered at 12:49, and it is still rendering the 4:5 version. Once it reports, I upload it with the "Docs Rot Quietly" title.

Still running: the DocAudit video agent.

Your step now: the 4 neatlogs evals at app.neatlogs.com (15 min).

All 3 videos are live on YouTube, and all 4 social posts are scheduled for tonight. I confirmed each title on YouTube while logged out.

The DocAudit video is above, 57.5 s long. It opens on a dbt docs page that sat 453 days without an edit while 29 commits changed the code under it. Its numbers come from the real dbt audit on origin/main. Each one is listed with its source in VERIFY.md.

Tonight's posts:

Bug found on the live Doc-audit page: typing github.com/dbt-labs/dbt-core without https:// cuts the repo name off. I flagged it as a separate task. Click the chip to fix it in its own session.

Your steps today:

1. Now, 15 min: do the 4 neatlogs evals, then share trace 5520c5cff5e0ea61f130eced082b20c4 publicly.
2. Around 14:00: post Discord S02b from file 38.
3. 17:30 and 21:30: when each X post goes live, reply under it with its YouTube link.

Still open: reply "schedule L06 with the video" to schedule the LinkedIn launch post for Mon 19:30.

A site agent is now adding the 3 videos to the website. It works on a new branch, site/featured-videos, cut from origin/main in its own worktree, so the shared folder and the Doc-audit fix session stay untouched.

What it adds:

• Homepage: one "Watch it work" section with 3 video cards. DocTest is the large hero card, with the teaser and DocAudit beside it. Each card is a click-to-play preview. Nothing loads from YouTube until a visitor clicks, so the page stays fast. The thumbnails are stored on the site itself.
• Doc-test page: a "Watch the 3 minute demo" link.
• Doc-audit page: a one-line "Watch the 57 s tour" link.
• README: a row of 3 thumbnails near the top.

How it works:

• It runs the impeccable skill and follows your homepage brief: lean, light, one blue.
• It checks the result at desktop and phone width.
• It opens a PR. It does not merge.

I will send you the PR link and screenshots when it is done.

Your step now: the 4 neatlogs evals at app.neatlogs.com (15 min).

The 3 videos are on the site branch. The PR is HighnessAtharva/firstrun#46. It is open, mergeable, and not merged.

What it adds:

• Homepage: a "Watch FirstRun Catch a Broken Guide" section, placed right after the launch film. DocTest is the large card, with the teaser and DocAudit stacked beside it. On a phone the cards stack in one column.
• Loading: nothing loads from YouTube until a visitor clicks or presses Enter.
• Other pages: Doc-test gets a "Watch the 3 minute demo" card. Doc-audit gets a one-line link, so the parsing fix merges cleanly.
• README: a row of 3 thumbnails under the top link row.

Checks:

• No horizontal scroll and no console errors at 1440 px and 375 px.
• Tests: 297 passed.
• CI: 7 checks pending.

My fix: the subline said "videos with sound", but the teaser is silent. Commit 298992f now reads "Three short videos. Each one plays a real run."

Screenshots are in the session scratchpad, folder shots/: desktop, mobile, and the playing state.

Decide: reply "merge 46" once CI is green, and the site goes live on Netlify. I can also turn on auto-fix so I repair a CI failure if one appears.

Your step now: the 4 neatlogs evals at app.neatlogs.com (15 min).

Both jobs are done.

1. PR #46 is merged (eeadf35), and the site is live. https://firstrun.atharvashah.com now shows the "Watch FirstRun Catch a Broken Guide" section with the 3 videos and the corrected subline.

2. L06 is scheduled for Mon 12 Oct at 19:30 IST, with the 2:59 DocTest video attached. Zernio confirms the status is scheduled and 1 video is attached. The post id is 6acb445a….

• li_draft refuses an uncommitted video. So I created the draft as text, then uploaded and attached the video, the same way the earlier LinkedIn posts were done.
• The 70 MB video stays out of the vault repo.

One overlap: tonight's DocTest LinkedIn post at 19:30 uses the same video. L06 on Monday is the submission launch post, so the repeat is intended. To switch L06 to the DocAudit video instead, say so.

What is left for you:

1. Now, 15 min: do the 4 neatlogs evals, then share trace 5520c5cff5e0ea61f130eced082b20c4 publicly.
2. Around 14:00 today: post Discord S02b from file 38.
3. 17:30 and 21:30 today: reply under each X video post with its YouTube link.
4. Mon 19:00 to 19:05 IST: open neatlogs.com/hackathon, click Submit on X, and paste the B7 text. It already holds the demo link.

neatlogs Evals, About 15 Minutes

Go to app.neatlogs.com and open project firstrun.

Part A. Attach the evaluators. Do this once for each of the 4 drafts.

1. Click Evals in the left nav.
2. Open the first draft in the table.
3. Add one question for each output field of its evaluator. The evaluator page lists the fields.
4. Assign that evaluator to every question.
5. Click Launch.
6. Repeat steps 2 to 5 for the other 3 drafts.

The 2 backlog evals score the traces already in neatlogs. That includes the 18 radar runs and the 4 audits.

Part B. Run the 2 Investigates.

1. Click Alerts, then History.
2. On the "firstrun p95 run cost above Scale cap" fire, click Investigate.
3. Open the "docs step broke" detection and click Investigate.

Part C. Share 1 trace publicly.

1. Open trace 5520c5cff5e0ea61f130eced082b20c4.
2. Turn on public sharing, then copy the link.

If the dashboard will not save, neatlogs may have paused trace processing. That happened for about 2 hours on 2026-10-10 and then recovered.

When you finish, tell me "evals attached" and paste the trace link. I then pull the scores into evidence/neatlogs.md.

cfo.ai in the App, 3 Places

1. Homepage, https://firstrun.atharvashah.com:
   • The cfo.ai tool card.
   • The section "The cfo.ai Plan Caps What Every Run Spends", with the cash chart. The chart reads docs/data/cfo-model.json.
2. Plan page, https://firstrun.atharvashah.com/plan/ : "The Plan Sets What a Run May Spend". Each tier gets a cap that keeps a 70% margin. The guardrails fired 3 times in 2 days.
3. Doc-test rows and run pages: each run's cost line, for example "Over the Free cap, under Scale and Team". Those tier caps come from the cfo.ai plan through data/plan.json, and the line links to the plan page.

The cfo.ai model itself is public at https://cfo.ai/s/_u5lbrHIl9KX_JQE.

Next: open app.neatlogs.com, then Evals, then the first draft.

Your screenshot shows the eval is not a draft. It already went out ("Pending, sent to evaluators"), but with 0 evaluators and no questions. Nothing will ever score it as it stands. The fix is to attach questions and the evaluator to it.

I cannot see the left side of that page. Try these in order:

1. Click the "0 evaluators" card. If it opens a picker, choose audit cards are backed by evidence. For the 2 run reviews, choose report names the real failed step.
2. Click the "Not loaded here / questions" card. If it opens a question editor, add one question for each output field of the evaluator, and assign the evaluator to each question.
3. Look in the empty dashed panel on the left for an "Add question" or "Edit form" button. The question builder most likely sits there.
4. If none of these opens an editor, the eval is locked because it already went out. In that case:
   1. Click Close eval on this one.
   2. Create a new eval with the same name and the same trace filter (firstrun.audit, one pass).
   3. Add the questions and the evaluator before you send it.

If you get stuck, send me a screenshot of the full page, left side included. I will tell you the exact click.

For the cfo.ai part: the homepage section "The cfo.ai Plan Caps What Every Run Spends" and the page https://firstrun.atharvashah.com/plan/ both show it. Each Doc-test row's cost line, such as "Over the Free cap", also comes from the cfo.ai plan.

Saved as META/Attachments/neathack/nl-eval-result.png.

Next, about 10 min:

1. Capture the score. Scroll down in that panel to score and reason. Screenshot them and paste the image here. I add both scores to the evidence.
2. Save the evaluator. Click Continue to review, then save. Nothing in it changed.
3. Test the audit judge. Open the evaluator audit cards are backed by evidence, go to Try it, pick a firstrun.audit trace, and click Run. Paste a screenshot here.
4. Create a new eval. Go to Evals and click New eval. If it lets you pick an evaluator, create the 2 evals from my earlier message and launch them. If it does not, send me a screenshot of that screen.
5. Run the 2 Investigates. Go to Alerts, then History, then click Investigate.

After steps 1 and 3, I write both results into evidence/neatlogs.md and push them through a PR. Then judges see the evaluator scoring real runs, even if the scheduled evals never run.

Both neatlogs judges now have a scored run on a real trace, and the results are written up as evidence.

Where they are recorded:

• HighnessAtharva/firstrun#49 adds both results and screenshots to evidence/neatlogs.md. The PR is open, and the scorer shows CRIT 0.
• Vault copies are in META/Attachments/neathack/: nl-eval-result.png and nl-eval-audit-result.png.

Your remaining neatlogs steps, about 10 min:

1. Click Save changes on the audit evaluator, if you have not yet.
2. Go to Evals, click New eval, and check whether it offers an evaluator picker. If it does, create and launch the 2 evals. If it does not, skip this step, because the 2 test runs already prove the judges work.
3. Go to Alerts, then History, and click Investigate on the "p95 run cost above Scale cap" fire.
4. Click Investigate on the "docs step broke" detection.
5. Share trace 5520c5cff5e0ea61f130eced082b20c4 publicly and paste the link here.

Decide: reply "merge 49" once CI is green.

Choose none of the three. Close this window with the X at the top right.

This is New evaluator, which builds a new judge. You already have both judges, and both passed their test runs. What you want is New eval, which runs an existing judge over many traces.

1. Close this window.
2. Click Evals in the left nav, not Evaluators.
3. Look for a button such as New eval, Create evaluation or New schedule.
4. Pick the evaluator report names the real failed step and the traces firstrun.run, then launch.

If no such button exists, skip this step. The 2 test runs already show the judges scoring real traces, and PR #49 records them. Go straight to the 2 Investigates: Alerts, then History, then Investigate.

That rule is right. "contains radar" matches radar and radar-v2, so expect about 20 traces in Preview. These are the 18 real quickstarts from the radar batch plus the 2 reruns, a clean set of real runs.

1. Check that Preview samples shows about 20.
2. Pick All matching.
3. Click Continue. Then click + Add evaluator and pick report names the real failed step.
4. Click Continue, keep the form, name the eval FirstRun run review, and click Launch.

Eval 2: start a new eval. Set the rule to Tags contains audit and Evaluate the most recent to 15. Pick the evaluator audit cards are backed by evidence, name it FirstRun audit review, and click Launch.

When both are running, say "evals launched".

Almost done. 52 traces are selected, which is correct.

1. Name: change it to FirstRun run review. Judges then match the eval to the evidence by name.
2. Description: replace it with: Judges each real FirstRun run: did the report name the real failed step, is the failure class right, and is every fix proven by a clean rerun.
3. Scroll down and check 2 things:
   • Form: it should list the questions, each one assigned to report names the real failed step, not "Everyone".
   • Evaluators: it should show the AI judge and no people.
4. Click Send or Launch at the bottom.

If a question still says "Everyone", click Edit on Form and assign it to the evaluator before you send.

Then build eval 2 the same way:

• Rule: Tags contains audit.
• Evaluate the most recent: 15.
• Evaluator: audit cards are backed by evidence.
• Use the 5 audit questions from my last message.
• Name it FirstRun audit review.

Eval 1 is live. It has 52 traces × 6 questions = 312 answers, with 1 AI judge ("R" = report names the real failed step) and no people. The answers fill in as the judge works through the traces.

Next, eval 2, about 4 min. Start New eval again:

1. Type: Trace-level. Schedule: one time.
2. Conditions: Workflow is firstrun And Tags contains audit. Then set Evaluate the most recent to 15.
3. Evaluators: remove yourself from People. Under Add evaluator, pick audit cards are backed by evidence.
4. Form: add the 5 questions, each assigned to that evaluator:
   • Root summary matches the audit.pages and audit.features outputs (Multiple choice: true, false)
   • Every evidence-type card cites a commit or PR and a matching number or date (Multiple choice: true, false)
   • Number of stale pages whose cited commits do not fit the page topic (Short answer)
   • Overall score from 1 (unsupported) to 5 (every claim traceable) (Linear scale, 1 to 5)
   • Evidence: which cards or pages failed and why (Paragraph)
5. Review: name it FirstRun audit review, then Send.

Then run the 2 Investigates under Alerts, then History.

When eval 2 is sent, say "evals launched". I then pull the scores from both evals with the CLI, add them to PR #49, and merge it with your yes.

Both evals are running, with 1 AI judge each and no people:

A background watcher checks every minute for up to 60 minutes. When both reach 100%, I export the scores and add them to PR #49. The export covers the score spread, pass rates for each field, and the traces that failed with their reasons.

The 4 old draft evals never scored anything. Archive them from the dashboard when you have a minute.

While the judges run, your steps:

1. Go to Alerts, then History, and click Investigate on the "p95 run cost above Scale cap" fire.
2. Click Investigate on the "docs step broke" detection.
3. Share trace 5520c5cff5e0ea61f130eced082b20c4 publicly and paste the link here.

PR #49 is merged (ccbfed1), and CI passed first: 5 checks green, 2 skipped. evidence/neatlogs.md on main now shows both judges scoring real traces, with screenshots.

Still running: the watcher on the 2 evals, which checks every minute. When both reach 100%, I open a new evidence PR with the full scores.

Your steps:

1. Go to Alerts, then History, and click Investigate on the "p95 run cost above Scale cap" fire.
2. Click Investigate on the "docs step broke" detection.
3. Share trace 5520c5cff5e0ea61f130eced082b20c4 publicly and paste the link here.

Copilot is working. So far it has read the project's detections, run a query over the spans, and started grouping the 78 spans by root cause.

1. Wait for the final answer. It should end with groups such as "docs bug" and "agent bug", with counts.
2. Paste a screenshot of the full answer here. Scroll so the groups and counts are in the shot.
3. Do not approve anything at the end. This is Detection Copilot, and it may offer to create a new detection from the answer. Close the panel instead, unless the detection it suggests is clearly useful.

I then add the breakdown to the evidence, together with the eval scores. The eval watcher is still running.

Still open: share trace 5520c5cff5e0ea61f130eced082b20c4 publicly and paste the link.

Both evals finished at 100%. The results are written up in HighnessAtharva/firstrun#51. The scorer shows CRIT 0, and the PR is not merged yet.

Run review, 52 real runs:

The 17 low scores show where FirstRun overclaims:

1. Runs that stopped before a clean rerun: 5 Dagster runs, and server steps that timed out before the server-step fix.
2. A missing API key labeled as a docs bug, twice.
3. One run that died on Firecrawl credits.

Audit review, 15 audits: mean score 4.87 of 5. Every card cites a commit, and the judge found 0 stale pages with commits that do not fit their topic.

Detection: "docs step broke" flagged 78 spans, from a baseline of 0. The screenshot is in the PR.

The PR reports the low scores as they are. That matches the neatlogs product judge's brief: an agent that catches its own quality drop, with evals on real runs.

Decide: reply "merge 51" once CI is green.

Still open for you:

1. Paste the Copilot breakdown when it finishes. I will add it to the evidence.
2. Share trace 5520c5cff5e0ea61f130eced082b20c4 publicly and paste the link.
3. Archive the 4 old draft evals.

PR #51 is merged (8f19e18), so the eval scores are on main. Entire Gates failed at first only because the branch was 6 commits behind main. I updated the branch, all checks passed, and then I merged.

The Copilot finding is in a new PR, HighnessAtharva/firstrun#52. It is open.

What Copilot said about the 78 flagged spans:

1. command not found: curl, git, flask, create-dagster, entire.
2. ModuleNotFoundError: httpx, sqlalchemy, typer.
3. Missing credentials.

Its verdict is that these are gaps in FirstRun's own slim container, not docs bugs. Recovery is built to fix those gaps and retry, so a flagged span only means a step broke once. The PR says this openly and names the next step: rename the detection, or exclude spans that a later attempt passed.

The Copilot screenshot did not reach my disk, so the PR carries the finding as text only. To include the image, save it as META/Attachments/neathack/nl-copilot-docs-step-broke.png.

neatlogs status:

• Done: 2 judges tested, 2 evals launched and scored across 67 traces, the detection, and the Copilot investigation.
• Open:
  1. Share trace 5520c5cff5e0ea61f130eced082b20c4 publicly and paste the link.
  2. Archive the 4 old draft evals.

Decide: reply "merge 52" once CI is green.

PR #52 is merged (07dac31) after all checks passed, Entire Gates included. The Copilot root-cause breakdown is now in evidence/neatlogs.md on main.

The neatlogs evidence on main now covers:

• 2 judges, each tested on a real trace.
• 2 launched evals across 67 traces: runs scored 3.69 of 5 on average, audits 4.87 of 5.
• The 3 patterns where FirstRun overclaims.
• The "docs step broke" detection, with 78 spans.
• The Copilot verdict on that detection.

Left for you:

1. Share trace 5520c5cff5e0ea61f130eced082b20c4 publicly and paste the link. The README then has a trace that opens without a login. 2 min.
2. Archive the 4 old draft evals. 1 min.
3. Tonight: reply under the X video posts at 17:30 and 21:30 with their YouTube links.
4. Mon 19:00 to 19:05 IST: submit through the Submit on X button with the B7 text.

The API can only read the sharing status. It cannot turn sharing on, and it shows sharing as off for that trace. So the link has to come from the dashboard first, about 1 minute:

1. Open app.neatlogs.com, project firstrun, then traces.
2. Search for 5520c5cff5e0ea61f130eced082b20c4 and open it.
3. Click Share, top right, turn on public sharing, and set no expiry if it asks.
4. Copy the link and paste it here.

After you paste it, I will:

1. Confirm the link opens while logged out.
2. Add it to the README's neatlogs section and to evidence/neatlogs.md, as "a failed-and-recovered run, public, no login".
3. Open a PR and merge it once CI is green.

The agent is building the Doc-audit GitHub issues feature on a new branch, site/doc-audit-github-issues, in its own worktree.

What it builds:

• Each card in "What to Ship Next" gets an Open issue on GitHub link. The link opens GitHub's new-issue form, already filled in with:

  • the title,
  • what is stale or missing,
  • the page path and the evidence commits as links,
  • the impact,
  • a "Found by FirstRun Doc-audit" link back to the audit.

  The visitor checks it and clicks Submit on GitHub. The page needs no token and sends nothing.

• At the top of the section, an Open all issues on GitHub button with an impact dropdown (High, Medium, Low, with counts). Browsers block opening many tabs from one click, so it shows a short list of preview links and an Open next button with a progress count ("3 of 8 opened"). A Copy all links button sits beside it.

• Duplicate guard: cards you already opened are marked in your browser, so you do not file them twice.

The agent tests it on a real audit without submitting any issue, checks phone width, and opens a PR without merging it. I will send you the PR link and an example issue link when it is done.

Still open: the public trace link. Click Share on trace 5520c5cff5e0ea61f130eced082b20c4, copy the link, and paste it here. I then add it to the README.

Yes, but only lightly, and the brain is now out of date.

What FirstRun Has Today

So the brain holds the morning's decisions and nothing from the last 30 hours. That leaves out the neatlogs fixes, cfo.ai caps, Doc-audit, bisect and the evals.

How to Use It Well, Ranked by Judge Value

The Entire judges score "clear role for each tool". Today the brain is a footnote. After A1 to A5 it becomes a visible part of the Entire story, next to checkpoints and Trails.

Decide: reply "do A1 to A5" and I run them all. Nothing changes the product code. The only repo change is one evidence PR, which I merge on your yes. I need nothing from you during the run.

The feature is built: HighnessAtharva/firstrun#62. The PR is open and not merged. CI is still running.

What it does (screenshot above, on the dbt audit):

• Each card gets an Open issue on GitHub button. It opens GitHub's new-issue form, already filled with the title, the stale page linked to its file, the evidence commits, the impact, and a "Found by FirstRun Doc-audit" link back to the audit. The visitor submits on GitHub, and the page sends nothing.
• At the top, an Open all issues on GitHub popover:
  • impact checkboxes with counts (High 12, Medium 5, Low 2),
  • a list of the selected issues,
  • Open next (1 of 17) with a progress bar,
  • Copy all links.
• Opened cards are marked in your browser, so nobody files the same one twice.
• Checks: 384 tests pass, there are no console errors, and it works at phone width. No issue was submitted.

3 things to check before you merge:

1. Impact is new. The badge you saw on the cards ("Medium") was effort, not impact. The agent added a real impact badge from the ranker's score: 0.75 and up is High, 0.5 and up is Medium, lower is Low.
2. Which repo gets the issue. "Update page" and "Document" cards file in the docs repo when the audit names one. For dbt that is dbt-labs/docs.getdbt.com. Release and quickstart cards file in the code repo.
3. Mentions ping real people. The body @-mentions the suggested owner, for example @ragesh-g. Anyone who submits that form notifies a real maintainer. I recommend writing the name without the @ so nobody is pinged by surprise. Say "drop the mention" and I will change it.

Decide:

• PR #62: reply "merge 62", optionally with "drop the mention".
• The Entire brain: reply "do A1 to A5" to refresh it, distill facts, add weekend decisions and capture proof.

Still open: the public trace link for the README.

The graph shows the full brain: 6,770 symbols, 16,549 relations, 16 facts, 108 history records and 38 sessions. Capturing a sharp 2x version for the evidence.

PR #62 is merged (64a81f2), and A1, A3, A4 and A5 are done. A2 is blocked by a Windows bug in the Entire plugin.

PR #62, website safety check before merging:

• The diff touched 1 file, docs/doc-audit/index.html: 154 lines added and 2 lines extended.
• On the deploy preview, the dbt audit showed the same 5 sections as the live site, 19 new "Open issue" buttons, and no console errors.
• The @ mention is gone: the issue body names the owner as "Ragesh Ganeshkumar (ragesh-g)".

Entire brain:

A gift for the Entire judges: the distill bug is a real, reproducible Windows issue. I can draft an issue for entireio/cli for you to open by hand. That counts toward the community score.

Decide:

1. Reply "merge 63" once CI is green.
2. Reply "draft the brain issue" if you want the Entire gift issue.

Still open: the public trace link for the README.

A site agent is adding the creator strip under the homepage film, on its own branch, site/film-credit-strip.

The strip: one slim line, always visible under the video. It holds:

• your small round avatar, reusing the photo the site already has,
• "Atharva Shah", linked to your About section,
• "Built for neatHack, the neatlogs hackathon", with a link to neatlogs.com/hackathon.

It uses the site's own muted text, its one blue and its type scale. It is centered to the film's width and wraps cleanly on a phone.

Your rule, nothing else changes: the agent compares full-page screenshots of the homepage before and after, at desktop and phone width. The only allowed difference is the new strip. It also checks that Pause and Sound still work and that the strip does not cover them. Then it opens a PR without merging.

Waiting on you:

1. Reply "merge 63" for the Entire brain evidence. It changes only the docs.
2. Reply "draft the brain issue" for the Entire gift issue.
3. Paste the public trace link for the README.

PR #63 is merged (f5d73eb) after all checks passed. The Entire brain evidence is now on main.

The brain issue is a comment, not a new issue. entireio/entire-brain#322 already reports this exact bug: distill fails on Windows with "The command line is too long". The reporter found the cause and posted a workaround, which is to call the native claude.exe instead of the npm claude.cmd shim. A new issue would be a duplicate.

What your setup adds: your claude is already the native claude.exe, and distill still fails. So the workaround does not fix it here. The prompt passes even the 32,767-character native limit, and the chunk size does not matter. That points the maintainers at the real fix, which is to pass the prompt through stdin or a file.

Draft: PROJECTS/NeatHack - 10 October/39 Entire Brain Issue Comment Draft.md. The scorer shows CRIT 0. It lists your exact versions, the command, the 3 chunk sizes tried and the where.exe result.

To post it, 2 min:

1. Open https://github.com/entireio/entire-brain/issues/322.
2. Paste the comment text, the part below the line in the draft.
3. Click Comment.

Then send me the comment URL. I add it to hackathon.md as an ecosystem contribution, which counts toward the community score.

Still running: the creator strip under the homepage film.

Still open: the public trace link for the README.