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Node.js Embed Query for Top-K Vector Search with Metadata Filter
Web Application Ideas
DEV Community

Node.js Embed Query for Top-K Vector Search with Metadata Filter

In Node.js, embed the help-center query first, then run vector search with top k and a metadata filter for the tenant in the same request. A healthtech page changes at 02:13, but the alert presented to the on-call engineer should identify the changed passage, the affected tenant, and the prior text that made the change meaningful. A page-level hash can say that something moved; it cannot say whether the edit changes a medication-support workflow or merely corrects punctuation. TL;DR: embed the i

1h agoKnutBerg8412
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FAQ: Streaming Tokens Is Not Faster Generation — Four Questions, One Stopwatch Test
Web Application Ideas
DEV Community

FAQ: Streaming Tokens Is Not Faster Generation — Four Questions, One Stopwatch Test

My chat UI felt slow for a week. I blamed the model first. That was wrong. My reverse proxy was holding bytes until the response finished. One config line fixed it. Here are the four questions I had to answer with a stopwatch. No. Streaming changes when tokens arrive, not how fast they are computed. Total wall time is compute plus transport. Streaming adds framing bytes, so total time can even rise slightly. What improves is perceived latency. The user sees the first words early. Corrected menta

1h agoJordan Huang
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Title: Smart Invoice AI: private, local bookkeeping for freelancers
Web Application Ideas
DEV Community

Title: Smart Invoice AI: private, local bookkeeping for freelancers

*his is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle What I Built Smart Invoice AI is a bookkeeping tool for freelancers. You upload a photo or screenshot of an invoice or receipt, and a local AI reads it, extracts the date, vendor, total, currency and items, and suggests a category. You review the result, correct anything that is wrong and save it. At the end of the month you get an income, expense and profit report with a category breakdown and CSV export. Wh

1h agoQadeer Durrani
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I Built MenuLingo So You Never Have to Guess What’s in Your Food Again
Web Application Ideas
DEV Community

I Built MenuLingo So You Never Have to Guess What’s in Your Food Again

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle Owners can set qr cider for customers to scan the menu from Owners can clarify with chefs if the AI stated allergens and ingredients are true and if not change it. (Humam-in-loop) Owners can also upload lists if menu files **Customers can filter out the dishes with allergens and also use the Voice forthe pronunciation of the dish names" MenuLingo is a menu that explains itself. Small family restaurants often

1h agoGS
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Model-Drafted Docs Lose Constraints Quietly: A Normative-Sentence Gate in About 100 Lines of Python
Web Application Ideas
DEV Community

Model-Drafted Docs Lose Constraints Quietly: A Normative-Sentence Gate in About 100 Lines of Python

Most documentation reviews spend their attention on sentences that are wrong. For model-drafted pages, the expensive failure is usually a sentence that is gone: a must not, a deprecation notice, a prerequisite that quietly disappeared during a rewrite. The gate below makes removal of a constraint an explicit, signed act, so a model can keep drafting connective prose while a human keeps owning every restriction that leaves the page. A model asked to "improve this page" reads the request as a writ

1h agoAvery Lin
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DeepSeek Search API: $0.75 per 1,000 Calls vs Tavily's $8. Here's the Catch
Web Application Ideas
DEV Community

DeepSeek Search API: $0.75 per 1,000 Calls vs Tavily's $8. Here's the Catch

If your research agent makes five web searches and three page fetches per run, the search bill can end up bigger than the model bill. DeepSeek just launched a search API and a fetch API, both at $0.75 per 1,000 successful requests. Tavily charges $8 per 1,000 basic searches pay-as-you-go, Brave charges $5, and Google's Gemini grounding charges $14. I put DeepSeek's search API pricing next to Tavily, Brave, Exa, SerpAPI and the Google/Bing grounding tools, worked out what 10,000 agent runs would

1h agoAlan West
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Why Your Database Design Should Start with Access Patterns — Not Tables.
Web Application Ideas
DEV Community

Why Your Database Design Should Start with Access Patterns — Not Tables.

There’s a familiar way developers approach database design. Identify the entities. Create the tables. Define the relationships. Add a few indexes. Connect everything to an ORM and start building endpoints. Users need a table. Projects need a table. Tasks need a table. Each task belongs to a project, so we add a foreign key. Everything looks clean, and the application starts working. Then the requirements become more realistic. You need to retrieve a user’s most recent tasks across multiple proje

1h agoNsikan Patrick Adaowo
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WhatIf Graph: Using FalkorDB to Understand the Impact of Decisions Before They Happen
Web Application Ideas
DEV Community

WhatIf Graph: Using FalkorDB to Understand the Impact of Decisions Before They Happen

WhatIf Graph: Using FalkorDB to Understand the Impact of Decisions Before They Happen By Tanya Garg | Graph Hacks 2026 | WeMakeDevs × FalkorDB What if a critical service went down right before a product launch? What if a team lost access to an essential resource? What if one delayed task affected an entire project? In interconnected systems, a single change can trigger a chain reaction. Understanding these dependencies before making a decision can help teams reduce risk, prioritize actions, and

1h agoTanya Garg
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CULL
Web Application Ideas
DEV Community

CULL

This is my submission for the Hacktoberfest Open-Source AI challenge, Side Hustle week. After a wedding, a photographer has around 3,000 frames and needs to throw away two-thirds of them before editing can begin. That means squinting at near-identical bursts, hunting for blinks, and zooming in to check focus, one photo at a time. It takes hours. It is also the one step of the job that clients never see and never want to pay for. AI cullers exist, but they ask for the one thing a photographer can

1h agoTanisha Naruka
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ListLocal 🛍️ — A Local-First AI Back Office for Independent Sellers
Web Application Ideas
DEV Community

ListLocal 🛍️ — A Local-First AI Back Office for Independent Sellers

Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle 🌱 This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle 🌱 From product photos to marketplace listings, receipts, and real unit economics. Independent online sellers do much more than sell products. They write product descriptions, research keywords, manage inventory, process supplier receipts, track expenses, and calculate whether their products are actually profitable. These tasks are repetitive, time

1h agoYANPALLEWAR SUDARSHAN
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The Patch Reads the Wall Clock: A Time-Source Audit for Agent Patches
Web Application Ideas
DEV Community

The Patch Reads the Wall Clock: A Time-Source Audit for Agent Patches

Most flaky tests in agent-authored patches are not mysterious. They read a clock somewhere in the call path, and the assertion compares two readings that were never taken at the same instant. Freezing that test turns the suite green and deletes the only evidence you had. So audit the time source before the freeze register gets another row. The order matters: a time-dependent test cannot be judged by re-running it, and a frozen test cannot be re-judged at all. A rerun answers one question: does t

1h agoFinley Zhou
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Why We Treat the LLM as an Untrusted Planner
Web Application Ideas
DEV Community

Why We Treat the LLM as an Untrusted Planner

Giving AI access to your business software is easy. Making sure it uses that access responsibly is the real challenge. Imagine giving a new employee access to your company's database on their first day. They don't know your internal policies. They don't understand which customers are sensitive, which records should never be deleted, or which actions require a manager's approval. Would you give them unrestricted access to everything and simply tell them, "Please be careful"? Probably not. Yet, th

1h agoCaterfli
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British Airways: Filming Crew W Meta Glasses Could Get Your Tickets Cancelled
Web Application Ideas
Hacker News

British Airways: Filming Crew W Meta Glasses Could Get Your Tickets Cancelled

Article URL: https://liveandletsfly.com/british-airways-meta-smart-glasses-filming/ Comments URL: https://news.ycombinator.com/item?id=50143218 Points: 38 # Comments: 25

1h agobookofjoe
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Someone Behind the Software
Web Application Ideas
Hacker News

Someone Behind the Software

Article URL: https://karrisaarinen.com/posts/someone-behind-the-software/ Comments URL: https://news.ycombinator.com/item?id=50142573 Points: 44 # Comments: 13

2h agotosh
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Disney agrees to hire the majority of Character.AI’s workforce
Venture Capital
TechCrunch Startups

Disney agrees to hire the majority of Character.AI’s workforce

After chatbot startup Character.AI filed for bankruptcy earlier this week, many of its employees will have the opportunity to take jobs at Disney. Character.AI’s former CEO Karandeep Anand recently became the entertainment giant’s first CTO, and the startup previously said that Disney had agreed to acquire some of its assets for $20 million. A legal […]

2h agoAnthony Ha
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Business Consulting
Forbes Business

‘You Can See Everything’ Becomes Surprise Box Office Hit With $15 Million Opening

The documentary about the Theranos founder in the days before she reported to federal prison only opened at less than 1,000 theaters.

2h agoZachary Folk, Forbes Staff
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The Intel 8087 chip: floating-point addition and subtraction
Web Application Ideas
Hacker News

The Intel 8087 chip: floating-point addition and subtraction

Article URL: https://www.righto.com/2026/10/8087-addition-subtraction-microcode.html Comments URL: https://news.ycombinator.com/item?id=50142449 Points: 31 # Comments: 5

2h agopwg
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Business Consulting
Forbes Business

‘Marshals’ Season 2 Release Guide: Here’s When Episode 3 Drops On CBS And Paramount+

Find out when Marshals Season 2, Episode 3, “Falling Sky,” airs on CBS and Paramount+, plus the full release schedule, episode synopsis and cast.

2h agoErik Kain, Senior Contributor
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Higgsfield AI Video Review 2026: 5 Seconds From an 8-Second Prompt
Web Application Ideas
DEV Community

Higgsfield AI Video Review 2026: 5 Seconds From an 8-Second Prompt

Higgsfield and Kyncept both made video from the same text-only matcha-pancake prompt. Higgsfield delivered five seconds from a request for eight; Kyncept delivered eight. Independent review: both products were run on my own accounts — a free tier and a paid plan — with no vendor-provided access. Higgsfield succeeded: the selected Wan 2.5 Fast setting accepted an eight-second text prompt and returned a playable 5.042-second MP4. Kyncept Plus returned two different 8.000-second MP4s from exactly t

3h agoFarah Ellison
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ParcelProof: the customer's voice note says the box was empty. Gemma checks it against the receipts, then reads you the case.
Web Application Ideas
DEV Community

ParcelProof: the customer's voice note says the box was empty. Gemma checks it against the receipts, then reads you the case.

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle If you sell online in India, you know this message. A customer opens a dispute: the box was empty. The marketplace gives you a few days to answer. Your proof exists, but it's in four places: a courier tracking page, an invoice PDF, a packing photo somewhere in your gallery, and, more and more often, a WhatsApp voice note from the customer, half in Hindi. Pulling it together takes an evening, so many small sel

3h agoAnsh Varshney
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English pages, editorial placement and separately measured non-Linux unique viewers
PlacementPreviewPageSectionUnique viewersTraffic rank
441Approved banner pendingRemove dehumanizing stereotypes from education

Original definition: Correct educational materials and practices that portray peoples or religions with contempt or collective blame.

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442Approved banner pendingBuild solidarity through international understanding

Original definition: Educate people to recognize shared humanity, global interdependence, and responsibility across borders.

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443Approved banner pendingPractice integrity of speech

Original definition: Use words truthfully and consistently, avoiding manipulation, evasion, and reputational harm.

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444Approved banner pendingLive peacefully in attentive respect

Original definition: Treat every person with compassionate attention and reject violence as a normal means of solving conflict.

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445Approved banner pendingServe neighbors near and far

Original definition: Respond practically to hunger, poverty, ignorance, exploitation, disaster, and displacement.

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446Approved banner pendingLive simply to make room for others

Original definition: Reduce material excess so time, attention, and resources remain available for God, community, and service.

Apps
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447Approved banner pendingRefuse military participation as a matter of conscience

Original definition: Decline participation in warfare when conscience and religious conviction prohibit killing or military service.

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448Approved banner pendingRepair the ravages of poverty and catastrophe

Original definition: Provide food, medicine, education, tools, rebuilding, and companionship after deprivation or disaster.

Apps
AppsViewers: UnavailableRank: Unavailable
449Approved banner pendingPractice servant leadership with humility and courage

Original definition: Use leadership to equip and serve others rather than dominate them.

Apps
AppsViewers: UnavailableRank: Unavailable
450Approved banner pendingSeek communal discernment before major decisions

Original definition: Pursue wisdom through prayer, study, discussion, and accountable community deliberation.

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451Approved banner pendingSafeguard the needs and interests of future generations

Original definition: Make present decisions with serious regard for the well-being and legitimate interests of people not yet born.

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452Approved banner pendingPreserve future generations' freedom of choice

Original definition: Do not irreversibly narrow the political, cultural, environmental, or technological options available to future persons.

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453Approved banner pendingTransmit a habitable Earth

Original definition: Protect ecological systems so future generations inherit conditions capable of supporting life, health, and flourishing.

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454Approved banner pendingPreserve cultural diversity for the future

Original definition: Protect diverse languages, traditions, knowledge, and cultural expression for transmission to future generations.

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455Approved banner pendingPreserve the common heritage of humankind

Original definition: Safeguard natural, cultural, scientific, and historical inheritances whose value belongs to humanity as a whole.

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456Approved banner pendingAvoid imposing irreversible burdens on future people

Original definition: Do not leave future generations avoidable catastrophic risks, unmanageable waste, depleted resources, or unjust debt.

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457Approved banner pendingPrevent foreseeable climate harm

Original definition: Reduce activities that create serious, avoidable climate-related injury to people, communities, species, and ecosystems.

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458Approved banner pendingUse precaution under serious environmental uncertainty

Original definition: Take proportionate preventive action when credible risks of grave or irreversible climate harm remain scientifically uncertain.

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459Approved banner pendingDistribute climate burdens and benefits justly

Original definition: Allocate mitigation, adaptation, costs, and opportunities with regard for responsibility, capacity, vulnerability, and equality.

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460Approved banner pendingPursue sustainable development

Original definition: Meet present needs while preserving ecological integrity and future generations' ability to meet their own needs.

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