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Self-Correcting Systems
@kenielzep97 Creator on dev.to
Not known. No price benchmark we trust for dev.to.
Open on dev.to 1 to check How to reach them
average reach a post dev.to publishes no view counts, so there is no reach figure here.
reactions per article Not published nothing to show
posts every day across 12 recent posts
last posted 2d ago Read Sep 4, 2026.
Recent post performance
Likes on their last 12 posts
Average likes30
LikesAverage
Aug 15, 2026 to Sep 4, 2026. Oldest to newest.
View post data12 posts
| Post | Date | Likes | Promotion flag |
|---|---|---|---|
| A Breaker Can Be Independent. The Machine Still Wasn't. | 21 | Not flagged | |
| The Suite Was Green. Four Binding Controls Hadn't Established Their Claims. | 20 | Not flagged | |
| Banx Walk Safe: same sidewalk, two heat loads | 21 | Not flagged | |
| I Was About to Optimize Five Canvases. Two of Them Weren't Running. | 30 | Not flagged | |
| The Tests Passed. The Contract Was Wrong. | 37 | Not flagged | |
| I Built an Agent That Marked Its Own Finding as Already Known | 28 | Not flagged | |
| Git Said It Succeeded. The State Said Otherwise. | 36 | Not flagged | |
| My Commit Said "Stop Trusting the Receipt." That Is the Commit Where the Trusting Started. | 24 | Not flagged | |
| Tell Me About You | 53 | Not flagged | |
| Remember CLAIM-24? Here's what happened. | 30 | Not flagged | |
| I Followed the Appeal Path. There Was No Appeal. | 32 | Not flagged | |
| The Detector Reported Zero Because It Only Had One Item. | 24 | Not flagged |
Can you sponsor them?
Not known. Nothing on record either way. Ask them directly.
No price benchmark we trust for dev.to.
Ask them directly What we checked
20 checks, 9 passed, 1 to review
| ✓ | Metrics came from the platform | Every audience figure here is a value dev.to's own API returned, never estimated or inferred. The price estimate is the one number we work out ourselves, and it is labelled and shows its arithmetic. | not published |
| ✓ | Enough recent posts to judge | 12 recent posts sampled (target 12). | not published |
| ✓ | DEV floor: ≥25 median reactions across ≥6 articles | 29 median reactions and 13 median comments across 12 recent articles. | required |
| – | Audience size | DEV publishes no follower count and no view count. This author is scored on what their articles actually earn in reactions and comments, which is a different thing from an audience number and is labelled as such. | not published |
| ✓ | Tech / dev / software engineering | 7 distinct dev signals in the bio and post text: javascript, python, webdev, devops, architecture, testing. | required |
| ✓ | Not a gaming channel | No gaming signal in the text. DEV publishes no content category, so this is a text judgement. | required |
| ✓ | Not a hardware / gear channel | No hardware/gear pattern. | preference |
| ! | Target region (US / UK / EU / AU / NZ / SG) | This account has left its location field empty. Region is unknown and must not be claimed. | required |
| – | Engagement rate | DEV publishes no view count, so a rate (engagement ÷ views) is not computable. Absolute counts are shown instead. | not published |
| – | Average is not one viral outlier | No view counts on this platform. | not published |
| – | Comment volume matches the view counts | Comment counts were not returned for this account. | not published |
| – | Reach plausible for the audience count | DEV did not return a reactions per article count. | not published |
| ✓ | Posted recently | Last post 4 day(s) ago. | preference |
| ✓ | Publishes on a regular schedule | Median 1 day(s) between posts; the 12 sampled posts span 20 days. | preference |
| – | Sampled posts are recent enough to compare | Too few dated posts with counts to test whether the sample is comparable. | not published |
| – | Same numbers from two endpoints of the same API | No post from this account appeared in both the search index and the profile feed, so there was nothing to cross-check. | not published |
| – | Verified against the platform's own published feed | DEV publishes no independent public feed to check the API's numbers against. YouTube is the only platform here where that second source exists. | not published |
| ✓ | An independent creator, not a company's own channel | Nothing marks this as a company-run channel: it is not a known company account, the name carries no corporate designation, and the bio is not written in a company's voice. | required |
| – | Same person confirmed on other platforms | No other public profile was linked from this account, so this record covers one platform only. | not published |
| – | Runs paid promotions (platform-declared) | Sponsorships shown for this creator are parsed from the text of their own post descriptions, so they are suspected rather than platform-confirmed. | not published |