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ProgrammingDEV Community ·

Vercel AI Gateway's free tier offers $5 monthly credits, but ends once a card is added

Vercel's AI Gateway provides $5 in credits every 30 days with no card required, which the author finds sufficient for low-volume projects already on Vercel. The author warns that registering a payment card causes the free credits to stop entirely rather than acting as overage protection. Because the gateway key grants access to every model behind it, the author stores it in a password manager and fetches it at runtime rather than committing it to code. Rate-limit errors (HTTP 429) are handled by a fallback chain that routes requests to other model providers. The author uses the gateway only for Vercel-hosted projects and keeps the free tier card-free, moving projects needing overage protection to a paid gateway instead.

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ProgrammingDEV Community ·

Read-only checker finds unchanged MUSD supply and pool reserves across two Mezo blocks

An independent open-source tool called Mezo MUSD Proof Desk read on-chain values for selected MUSD and MEZO contracts and pools at two mainnet blocks about nine minutes apart. The sampled MUSD and MEZO total supplies, along with the MUSD reserves in three pools, were identical at both heights. The tool uses only standard-library Python, requires no wallet connection, and publishes static JSON so anyone can inspect the evidence. Its developers stress that unchanged reserves do not establish full collateral backing, executable liquidity, swap pricing, or the absence of other activity. The project is also not a security audit or a yield recommendation.

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ProgrammingDEV Community ·

Physical AI and AIoT Gain Ground in Industrial Operations

Businesses are increasingly pairing artificial intelligence with connected sensors and IoT infrastructure to move beyond basic monitoring in industrial settings. Systems that gather real-world operational data and analyze it can flag unusual equipment patterns, helping maintenance teams act before failures disrupt production. The same approach supports asset tracking, inventory visibility, and supply chain planning across multiple facilities. Safety monitoring and environmental sensing can also detect hazardous conditions, though the article stresses that privacy safeguards and clear policies remain essential. Overall, the piece presents AIoT as a way to turn large volumes of operational data into more responsive and proactive decision-making.

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ProgrammingDEV Community ·

Four Ways to Convert Typed Text into Handwriting, Including Word, PDF and Custom Scripts

The guide explains four methods for turning typed text into handwriting, ranging from handwriting-style fonts to online converters, custom fonts made from your own handwriting, and AI generators. It describes how to apply handwriting fonts in Google Docs and Microsoft Word and notes their limitations for full pages. It then walks through using an online converter that places text on lined or plain paper with a choice of font, ink colour and paper type, exporting to JPG or PDF. Finally, it covers converting Word or PDF files by copying their text, and mentions that the converter supports multiple scripts and automatically splits long texts across pages.

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ProgrammingDEV Community ·

Zammad local privilege escalation flaw CVE-2026-102490 added to CISA exploited list

Zammad packages built with packager.io, in DEB and RPM form, launched service processes as root and executed files writable by the unprivileged zammad account. A local attacker with write access to that service account could plant content that root would run on the next service restart. NVD rates the flaw 7.8 under CVSS 3.1, and CISA added it to its Known Exploited Vulnerabilities catalog on 2 October 2026. The issue did not affect containerized deployments, which do not follow the same root-launch-then-drop pattern. Administrators are advised to apply the fixed build named in the vendor advisory and audit start-up paths.

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ProgrammingDEV Community ·

Solo-built browser strategy MMO Iron Realms 2.0 enters Alpha

A developer working alone has released Iron Realms 2.0, a free fantasy strategy MMO that runs entirely in the browser with no download required, and the game has now moved from pre-alpha into Alpha. Players can build a keep from a single tower up to level 45, research troops through tier 13, raise dragons, and join alliances of up to 156 members. The game features 191 contested Seats of Power across eleven regions. The developer has pledged that nothing will be sold during Alpha, and that future purchases will only offer speed and cosmetic upgrades rather than power unavailable to free players. The release also includes a visual overhaul, and the developer is asking testers for feedback on the first fifteen minutes of play.

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ProgrammingDEV Community ·

SlothSummarizer: Open-Source Offline Tool Condenses Chat Logs Using Local AI

A developer has released SlothSummarizer, a small local script that uses the open-weight llama3.2 model via Ollama to summarize chat logs. The tool reads the last 4,000 characters of a conversation file and returns a two-line summary plus up to three action items. The developer iteratively refined the prompt so the model kept its output brief and within those limits. In a test on a 300-message WhatsApp project group export, the tool produced its result in about 8 seconds of local inference, compared with roughly 12 minutes of manual reading. The project emphasizes local, privacy-focused processing, since no data needs to leave the user's machine.

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ProgrammingDEV Community ·

Sito compromesso: i passi immediati per contenere il danno e ripristinarlo

Un articolo su DEV Community illustra come riconoscere un sito web hackerato, dai redirect verso siti sconosciuti agli avvisi di malware di Google. La prima raccomandazione è sostituire subito il sito con una pagina di manutenzione statica, per limitare infezioni dei visitatori e danni alla reputazione. Viene poi indicato di cambiare tutte le credenziali collegate al progetto, come hosting, database, CMS ed email, usando password lunghe e uniche. Il testo elenca anche le verifiche da fare per capire come è avvenuta l'intrusione, tra cui file PHP modificati di recente, utenti admin sconosciuti e cron job malevoli. Infine suggerisce di ripristinare un backup pulito, oppure di procedere con una pulizia manuale se il backup non è disponibile.

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ProgrammingDEV Community ·

Why local RAG systems succeed or fail on chunking, retrieval, and index freshness

Self-hosted models such as Ollama, llama.cpp, and vLLM have made private inference affordable, but retrieval-augmented generation still breaks in familiar ways, including poor chunks, stale indexes, and citations to documents the model never used. The article argues that local RAG is mainly a product decision, since chunking, embedding choice, and refresh cadence determine whether users trust the system. It recommends structure-aware chunking, hybrid dense and keyword retrieval for identifiers and proper nouns, and freshness commitments backed by reindexing. It also advises requiring quoted supporting spans and rejecting answers drawn from empty retrieval sets. Local deployment is favored for privacy, predictable cost, and regulated environments, though some teams pair it with cloud models for demanding reasoning tasks.

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ProgrammingHacker News ·

Essay Argues AI Should Not Be Classified as a Mere Tool

A short essay published on the write.as platform contends that artificial intelligence is not simply a tool in the conventional sense. The piece was shared on Hacker News, where it gathered 4 points and no comments at the time of reporting. The available material offers only the headline and metadata, so the specific arguments the author makes cannot be confirmed. The discussion reflects an ongoing debate about how to categorize increasingly autonomous AI systems.

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ProgrammingHacker News ·

Moonshot AI Releases Kimi K3.1 Pro and K3.1 Pro Highspeed Models

Moonshot AI has introduced two new models, Kimi K3.1 Pro and Kimi K3.1 Pro Highspeed, according to documentation published on its Kimi Code site. The model details are outlined on a dedicated page of the company's developer documentation. The announcement drew notable attention on Hacker News, where the linked post gathered 86 points and 21 comments. The source material provides only the model names and documentation link, so specific capabilities and performance claims are not detailed here.

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ProgrammingHacker News ·

Analysis Argues UUIDv7 Lacks Some Properties Developers Often Assume

A blog post by Alex Sci examines UUIDv7, a time-ordered identifier format, and contends that it does not guarantee several properties commonly attributed to it. The piece suggests developers may overestimate its ordering, uniqueness, or sortability characteristics. The argument was shared on Hacker News, where it attracted 24 points and five comments. The source material provided is limited to the link and discussion metadata, so the specific technical claims are not detailed here.

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ProgrammingHacker News ·

Retrospective Examines Missed Opportunities in Sonic the Hedgehog 06

A new retrospective by Isaac Marovitz revisits Sonic the Hedgehog (2006), the widely criticized entry in the long-running Sega franchise. The piece focuses on the game's unrealized potential rather than simply restating its reputation for poor reception. It argues that several of its ideas and design choices could have produced a stronger result. The article was shared on Hacker News, where it gathered modest attention.

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ProgrammingHacker News ·

Essay Explores How Music Is Possible at All

A Hacker News post links to an essay by Henrik Karlsson titled "How Is Music Possible." The item has gathered 4 points so far and no comments at the time of posting. The linked piece takes up the question of how music can exist given its underlying structure. The source material available here contains only the title, link, and engagement metrics, so the essay's specific arguments cannot be summarized.

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ProgrammingHacker News ·

eMudhra Login Bypass Reported in Discussion on Hacker News

A post on Hacker News highlights a reported login bypass affecting eMudhra, a digital signature and identity services provider. The issue was shared via a link to a Mastodon post, which is the primary source of the claim. The Hacker News submission gathered 25 points and 5 comments from readers discussing it. The article text provided contains no technical details, scope, or confirmation from the company about the vulnerability's severity or fix status.

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ProgrammingHacker News ·

"Total Historian": An Essay on the Historian's Expansive Role

An essay titled "Total Historian" has been published by The Ideas Letter, a platform for longer-form intellectual writing. The piece is discussed on Hacker News, where it has gathered 3 points and no comments so far. The article text itself was not included in the source material, so its specific arguments cannot be summarized in detail. The item is shared primarily as a link to the essay and its discussion thread.

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ProgrammingHacker News ·

Researchers report hacking the iPhone, the target they originally set out to breach

A security research team has published a blog post describing a successful compromise of the iPhone. The write-up frames the effort as the realization of an original goal the researchers had set for themselves. The post was shared on Hacker News, where it gathered 146 points and 40 comments. The source material provided is limited to the headline and metadata, so specific technical details of the method, the affected iOS versions, and any responsible disclosure steps are not confirmed here.

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ProgrammingHacker News ·

Oxford University Press Blog Revisits Proposals for Reforming English Spelling

An Oxford University Press blog post, published in October 2026, discusses the long-running debate over reforming English spelling. The article is shared on Hacker News, where it has drawn five points and three comments. The provided material includes only the headline, URLs, and engagement figures, so the specific arguments and proposals in the post cannot be detailed here. Readers seeking the author's positions should consult the original OUP article directly.

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ProgrammingDEV Community ·

Sloth Sort: local Gemma 3 tool automatically renames messy screenshots and downloads

Sloth Sort is an open-source tool that watches the Desktop and Downloads folders for files with generic names like screenshots and scans. When such a file appears, Gemma 3 running locally through Ollama identifies its contents and renames it with a date-first, descriptive name. Only throwaway names are changed, and every rename can be reversed from a review page on the local machine. The model runs entirely on the user's computer so sensitive screenshots never leave it, and it unloads after five idle minutes. The project was submitted to the Hacktoberfest Open-Source AI Challenge.

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