Curated developer articles, tutorials, and guides – auto-updated hourly


Today I want to give you a first look at one of the systems I’ve been working on for my game: the...


In this devlog, I’m showcasing the Flashlight, Lantern, and Battery Systems I’ve built for my game i...
!["[260927] R9700 백업 GPU, 병목 원인과 죽은 슬롯 감지기"](https://media2.dev.to/dynamic/image/width=1200,height=627,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Foargk929go58letih9kl.png)

백업 경로가 왜 동시 요청을 늘려도 안 빨라지는지 원인을 찾았고, 슬롯이 죽어서 응답이 폭주하는 문제를 잡아내는 감지기를 만들었습니다. 지난 며칠의 이어지는...
!["[260928] R9700 Backup GPU - Wiring Self-Healing In and Rechecking the Concurrency Bump"](https://media2.dev.to/dynamic/image/width=1200,height=627,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2F3nccwp7nogp812vlxm1h.png)

I wired an actual fix action onto yesterday's dead-slot detector, and found that raising concurrent....
!["[Sep 22-27] Stacking Safety Nets While Re-Checking Whether Fixes Actually Worked"](https://media2.dev.to/dynamic/image/width=1200,height=627,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fel5r6qp9b0n5o9y6qgt3.png)

From a server degeneration guard to a dead-slot detector on GPU, several safety layers went up this....
!["[260922~260927] 안전장치를 겹겹이 쌓고, 전제를 다시 검증한 한 주"](https://media2.dev.to/dynamic/image/width=1200,height=627,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Ff2wh1c9v3z72p19jqfxn.png)

서버 퇴화 감지부터 GPU 죽은 슬롯 감지까지 안전장치를 여러 겹 쌓았고, 그 사이사이 "고친 게 정말 원했던 걸 이뤘나"를 다시 검증해 틀린 전제를 찾아냈습니다. 이번 주는 두...
!["[260928] R9700 백업 GPU 자가치료 배선과 동시요청 상향 재검토"](https://media2.dev.to/dynamic/image/width=1200,height=627,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2F5wsam6i6svuvawg5s5do.png)

죽은 슬롯을 고치는 코드를 실전에 붙였고, 동시 요청을 더 늘리자는 판단이 틀린 전제 위에 있었다는 걸 확인했습니다. 어제 만든 감지기에 조치를 붙이는...


Vulkan이 이겼고, 동시 슬롯은 4개가 무릎이었고, MTP는 단일 요청에서만 도움이 됐습니다 R9700 구매 후기(새 창)에서 "결과가 나오면 따로 정리하겠다"고 약속했습니다...
!["[Sep 25] Making News Collection Real-Time and Shipping a Standby-GPU Safeguard"](https://media2.dev.to/dynamic/image/width=1200,height=627,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fgfv5rzu4moa5zyuu87ed.png)

A structural change to news collection solved what a simple time shift couldn't, and a safeguard for...
!["[260925] 뉴스 수집 범위 실시간화와 보조 카드 안전장치 배포"](https://media2.dev.to/dynamic/image/width=1200,height=627,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fibmjiil2r7ftj4ahqly1.png)

어제 시각 조정만으로는 풀리지 않던 문제를 오늘 뉴스 수집 구조 자체를 바꿔서 풀었고, 보조 카드 상시운용을 위한 안전장치도 실제로 배포했습니다. 어제 못 푼.....


Vulkan won, four concurrent slots was the knee, and MTP only helped with a single request This is.....


100종목 야간 배치를 6시간대에서 3시간 안쪽으로 줄인 과정과, 그 숫자를 믿으면 안 되는 이유들 밤마다 도는 100종목 분석 배치에 27B dense 모델을 쓰기로 했습니다....
!["[Sep 26] Retiring self-consistency checks and catching a test that was polluting the live ledger"](https://media2.dev.to/dynamic/image/width=1200,height=627,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Flvqnz28k1fdf5xkknrau.png)

I fully turned off a measurement I decided was wasting resources, and in the process found a test...


How I cut a 100-stock nightly batch from six-plus hours to under three, and why you shouldn't fully....
!["[260926] self-ρ 측정 전면 퇴역과 테스트발 원장 오염 발견"](https://media2.dev.to/dynamic/image/width=1200,height=627,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2F2rfu17pss2tu118lkk68.png)

자원 낭비로 판단한 측정 하나를 완전히 껐고, 그 과정에서 테스트가 실거래 원장에 가짜 기록을 남기고 있던 걸 찾아 정리했습니다. self-ρ 측정을 전면...

On 2026-09-25, a false green report buried a real fix. I built append-only status receipts in config...

On September 23, I added write-time checks to my agent claim recorder. Six bad rows needed retractio...

On 2026-09-26, three checks passed with clean exits while hiding broken work: empty scans, crawler t...

On 2026-09-27, I fixed my traffic counter after bot rows inflated human sessions. I also shipped sho...
!["[260930] 모의계좌 장부대조 잔차 원인 규명과 방치된 경보 정리"](https://media2.dev.to/dynamic/image/width=1200,height=627,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Farftetk7k14isg3ked3m.png)

9일 전 전혀 다른 종목 체결이 엉뚱한 매도에 잘못 붙었던 사고를 찾아냈고, 한 달 넘게 매일 울리던 미사용 경보 항목도 함께 정리했습니다. 원장과 브로커가 계속...
!["[2609] 공유계좌 실거래 확장과 GPU 이중화, 그 사이 측정 도구 자체의 결함들"](https://media2.dev.to/dynamic/image/width=1200,height=627,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fohfwxs7eaceasqscuqu3.png)

이번 달은 공유계좌로 실거래 범위를 넓히고 두 번째 그래픽카드로 처리 능력을 이중화하는 진전이 있었고, 그 과정에서 벤치마크·리포트·안전장치 같은 측정 도구 자체의 결함을 반복해서...
!["[Sep 2026] Expanding Live Trading to a Shared Account, Doubling Up on GPUs, and the Measurement Tools That Kept Lying"](https://media2.dev.to/dynamic/image/width=1200,height=627,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fm8gi1g87fbz2jq67jaog.png)

This month's progress was expanding live trading to a shared account and doubling up on GPU capacity...
!["[260929] R9700 Backup GPU Total Failure - Getting the Cause Wrong Twice"](https://media2.dev.to/dynamic/image/width=1200,height=627,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fhdgp7b06eo6k0ihqiu0g.png)

The self-healing I wired in last night didn't work at all this time, and while bringing back missing...
!["[260927] R9700 Backup GPU - Bottleneck Root Cause and a Dead-Slot Detector"](https://media2.dev.to/dynamic/image/width=1200,height=627,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fphap62eolg0zav5lrzqf.png)

I found why the backup path doesn't get faster with more concurrent requests, and built a detector.....