🌍 Dev.to

Downloads Without Boilerplate: Saving HTTP Responses to Local Disk with `--output`

Downloading a file in OkHttp means streaming ResponseBody , choosing a sink, and closing resources correctly. In JQuickCurl, a download is just another curl command: add --output './download/report.pdf' (or -o ) and the executor writes the response bytes to that path for you . No InputStream juggling, no try-with-resources plumbing in your business code. This post covers: The --output one-liner that saves straight to disk. Returning byte[] and saving in Java for full contro...
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Menavigasi Tantangan Concurrency di Go: Mengatasi Data Race dan Optimasi Performa di Tahun 2026

Menavigasi Tantangan Concurrency di Go: Mengatasi Data Race dan Optimasi Performa di Tahun 2026 Berbicara tentang Golang hampir certainly akan membawa kita pada pembahasan mengenai concurrency . Sejak awal kemunculannya, goroutines dan channels telah menjadi daya tarik utama yang membuat Go menjadi pilihan favorit untuk membangun sistem backend yang scalable. Namun, seiring dengan berkembangnya kompleksitas aplikasi yang kita bangun di tahun 2026, kita mulai menyadari bahwa kemudahan me...
Why we built recall-first search on PostgreSQL
🌍 Dev.to

Why we built recall-first search on PostgreSQL

Our careers page search often felt broken. Searching for “Java” could return JavaScript roles. A misspelling could produce no results at all. Searching for “manager” could collect assistant-manager vacancies across unrelated departments, without distinguishing what those jobs involved. The implementation was matching words inside job metadata. It did not understand spelling variations, equivalent terminology, or descriptions of the work a candidate wanted to do. Relevant vacancies could disap...
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NFL playoff odds after Week 1 (2026): why my Monte Carlo model barely trusts a 31-10 win

Week 1 of the 2026 NFL season is done. Sixteen teams are 1-0, sixteen are 0-1, and every sports show is already telling you who is "for real." I build a Monte Carlo simulator that estimates NFL playoff odds for all 32 teams, so I wanted to know how much one week should move those numbers. The model's answer is "not much," and the reasons are more interesting than the numbers themselves. The problem with one game of data A common way to estimate team strength is the Pythagorean...
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Conceptual Contours

Domain Excavation Because it requires constant discovery and refinement, building software is much like excavating a buried house. One requirement exposes a section of wall. A bug fix reveals a doorway we hadn’t accounted for. A conversation with a user turns up a hearth or a pottery shard. Gradually, the pieces begin to suggest architectural features yet to be discovered: rooms, connections, and the activities they supported. Recognizing the architectural whole changes how we understand ...
🌍 Dev.to

Examining the "Boolean-Switch" in Java \_(ツ)_/

While reading through some ai-generated code today, I was caught off guard when I saw a switch statement inside of a boolean. What on earth has ai done now, I wondered. Here is the suspect: public boolean canChangeTo ( OrderStatus newStatus ) { switch ( this ) { case PLACED: return newStatus == PROCESSING || newStatus == CANCELLED ; case PROCESSING: return newStatus == ...
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Expiry Windows: Node.js Email Status, SMS Escalation, and Event Traces

TL;DR: For Node.js event notifications, send transactional email first, poll its delivery status, and use SMS fallback only while the password-reset token remains useful. The deciding constraint is the expiry clock: a late fallback can create noise without helping a locked-out customer. For a customer-support system, this is a reliability problem with a security boundary. The useful outcome is not “an API accepted a request.” It is a reset message that is observable, bounded by its expiry, an...
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‘Gotten Lazy’: A Week of Users Watching Their AI Do Less

There is a complaint that sounds like nostalgia but usually isn’t: “it used to be better than this.” Last week we listened to paying users ask what their money still buys — a story about price, ads and upsell. This week the sum people are doing is different, and quieter. Not “what does it cost” but “what does it still do.” Across the busiest AI forums, the through-line was a felt sense that the tools they already pay for are being hollowed out from the inside: shorter answers, tighter limits, ...
Building Answer Lineage for Enterprise Data Agents
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Building Answer Lineage for Enterprise Data Agents

If a data agent returns €18.6M, production observability should tell you exactly how that answer was constructed. Most Text-to-SQL pipelines log prompts, generated SQL, latency, tokens, and execution status. Those signals matter, but when a business user says, “This number is wrong,” they are not enough. The failure may have happened before SQL generation: "Revenue" → wrong metric "Germany" → wrong dimension Customer data → wrong relationship path "Last quarter" → wrong...
HackerNews

Which Is Worse: AI Groupthink or Extinction?

Article URL: https://www.bloomberg.com/opinion/newsletters/2026-09-15/which-is-worse-ai-groupthink-or-extinction Comments URL: https://news.ycombinator.com/item?id=49719317 Points: 2 # Comments: 0
HackerNews

How Google Ads made me an AI doomer

Article URL: https://dayzlegame.com/blog/google-ads-ai-doomer/ Comments URL: https://news.ycombinator.com/item?id=49719581 Points: 2 # Comments: 0
HackerNews

AI will not make mathematicians obsolete

Article URL: https://hxstem.substack.com/p/ai-will-not-make-mathematicians-obsolete Comments URL: https://news.ycombinator.com/item?id=49719635 Points: 5 # Comments: 3
HackerNews

We Keep Humans at the Center of AI Skill Transfer

Article URL: https://rapidkt.com/pages/blog/why_we_keep_humans_at_the_center_of_ai_skill_transfer Comments URL: https://news.ycombinator.com/item?id=49719718 Points: 2 # Comments: 0
HackerNews

Skill Poisioning turning AI agents into malware droppers

Article URL: https://ministryofcyberaffairs.com/news/skill-poisioning-turning-ai-agents-into-malware-droppers-warns-china-s-national-cert-66b8bba4-9ffd-4583-a6c7-122e8149e0e8 Comments URL: https://news.ycombinator.com/item?id=49719882 Points: 1 # Comments: 0
HackerNews

Has anyone made any money/successes making SaaS's with AI?

I've had a few attempts on side projects throughout the years. Nothing seems to stick and now with AI it's as if everything is possible yet equates to 0 value. Can I get some feedback? What am I doing wrong? Is it just too late? My actual public attempts so far: cluekangaroo.com - structured homework help with clues for middleschoolers and highschoolers (I use AI, but anonymize any personal data and encrypt it all) drawesome.art - this is a personal love project because I love drawing esp with m...
HackerNews

Say No to AI Filters

Article URL: https://percentshop.vercel.app/ Comments URL: https://news.ycombinator.com/item?id=49720015 Points: 1 # Comments: 0
HackerNews

Show HN: Agenttik – work on multiple projects in parallel with AI agents

Hi! I've been reading HN daily for almost 16 years. Really glad this community exist. This is my first Show HN, so I hope you find this tool useful/interesting. During my summer holidays I started playing with latest AI models on personal projects. At one point I started working in parallel with the same project and tried different approaches. The one that worked best for me was to clone the repo and distribute work among different AI workers, work in parallel but with different branches & folde...