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DEV Community
dev.to > jenius > building-a-multi-threaded-download-accelerator-browser-in-kotlin-and-jetpack-compose-48el

Building a Ultra Aggressive Download, Streamer & Browser: Jenius Blitz #appdevelopment #browser #andriod #app

41+ min ago   (415+ words) ​Every developer hits a point where they want to build something that pushes Android’s concurrency model to its limits. When standard single-stream network transfers struggle on unstable connections, multi-threaded chunk allocation provides a significant performance boost. ​Here is how the…...

DEV Community
dev.to > alok1663 > anatomy-of-a-1ms-api-response-breaking-down-network-and-gateway-overheads-pja

Anatomy of a 1ms API Response: Breaking Down Network and Gateway Overheads

1+ hour, 13+ min ago   (231+ words) What actually happens inside the operating system, network stack, and reverse proxy when an API returns a response in under 1 millisecond? When benchmarking low-latency systems, software overhead is often dwarfed by network and operating system mechanics: Here is an engineering…...

DEV Community
dev.to > byteio_3726 > silent-regressions-have-no-stack-trace-a-minimal-prompt-eval-harness-799

Silent Regressions Have No Stack Trace: A Minimal Prompt Eval Harness

1+ hour, 31+ min ago   (250+ words) The harness I use is deliberately small, because a complicated eval framework is just another thing that can break silently. It has three pieces: a JSON file of golden cases, a registry of grader functions, and a comparison step that…...

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dev.to > aiio_6471 > free-llm-servers-red-flags-safer-alternatives-exit-criteria-2m84

Free LLM Servers: Red Flags, Safer Alternatives, Exit Criteria

1+ hour, 40+ min ago   (374+ words) The failure mode is rarely a single outage. It is a Tuesday where p95 latency triples, a rate limit that silently eats the nightly batch, or a compliance question nobody can answer in one sentence. None of those events is fatal…...

DEV Community
dev.to > owen090 > i-built-a-tool-that-turns-aurora-data-into-a-single-decision-go-maybe-or-no-2h8i

I built a tool that turns aurora data into a single decision: GO, MAYBE, or NO

1+ hour, 46+ min ago   (228+ words) Every time a geomagnetic storm makes the news, the same thing happens in my household: someone asks "can we see the northern lights tonight?", and I open three tabs — a Kp index chart, a cloud forecast, and a light pollution…...

DEV Community
dev.to > apppro_4800 > my-ai-refactor-was-slow-the-model-wasnt-guilty-2gp8

My AI Refactor Was Slow. The Model Wasn't Guilty.

1+ hour, 46+ min ago   (691+ words) Everyone talks about what developers do while AI codes. Mostly, we wait. So I measured the waiting. The model was not guilty. For two weeks my workflow looked like this. Copy a module. Write a refactor prompt. Paste both into…...

DEV Community
dev.to > ellsworthpierce7528 > nodejs-rate-limited-user-reminder-sending-for-marketplace-digests-3c7n

Node.js Rate-Limited User Reminder Sending for Marketplace Digests

2+ hour, 43+ min ago   (711+ words) Short answer: for a marketplace's weekly digest, let the scheduler identify due active customers, publish small queue messages, and let separate email and SMS workers enforce concurrency and provider pacing. A batch publisher should create work quickly; it should not…...

DEV Community
dev.to > bobbyhalljr > how-to-build-an-ai-employee-with-a-knowledge-graph-not-just-another-agent-1098

How to Build an AI Employee With a Knowledge Graph (Not Just Another Agent)

2+ hour, 37+ min ago   (412+ words) An AI agent can take an action. An AI employee needs to know what happens next. Most AI agents look something like this: That's fine for short-lived tasks. But an AI employee needs to work across hours, days, and weeks....

DEV Community
dev.to > nhathao428 > third-party-apis-dont-fail-loudly-they-return-less-4nfm

Third-party APIs don't fail loudly — they return less

4+ hour, 10+ min ago   (740+ words) For several days, my service was quietly broken and every health check said it was fine. No exceptions. No 5xx. No alerts. The upstream API returned 200 OK the entire time. What it stopped returning was half the payload — and nothing in…...

DEV Community
dev.to > swiftapps > counting-locating-and-verifying-stock-on-a-phone-4km0

Counting, locating, and verifying stock on a phone

3+ hour, 42+ min ago   (357+ words) A warehouse team opens the day with a cycle count across three Shopify locations. They scan barcodes or SKUs on their phones, and the app writes each adjustment directly to the correct location without a spreadsheet handoff. Bin locations are…...