开发者
Influencer screenings aren’t going away
For a few days, it seemed like Universal decided that there would be no advanced screenings of Christopher Nolan's The Odyssey for influencers. But on Monday, influencers sat alongside traditional critics and journalists at special showings of The Odyssey specifically for the associated press junket. Despite what it may have looked like, Universal was not […]
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Trovio For Brands
Communities love your brand - Our AI team finds them for you Discussion | Link
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Achieving operational excellence with AI
Frameworks like Lean Six Sigma and business process management (BPM) first gained traction because they promised clarity in the chaos—a structured way to bring order to messy, sprawling operations. Lean Six Sigma emphasized statistical rigor and quality control; BPM created end-to-end maps of how work should flow across departments. Both offered a repeatable way to…
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Building a typed CMS for business data with PHP, OpenAPI, and MCP
In my previous article, I introduced the NeNe series: a family of small, self-hosted business tools for teams operating in Japan. Previous article: https://dev.to/hideyukimori/i-am-building-self-hosted-business-tools-for-small-teams-in-japan-4i26 This article is a deeper look at one of those tools: NeNe Records . Repository: https://github.com/hideyukiMORI/nene-records NeNe Records is an API-first typed CMS and flexible entity platform built on NENE2 , my small PHP framework for AI-readable business APIs. It is not trying to be a WordPress clone. It is not trying to run WordPress plugins or themes. The goal is different: manage business data and public content through typed schemas, documented APIs, and clear AI tool boundaries. Why not just use WordPress? WordPress is useful. It has proven that a generic content model can support blogs, pages, shops, media, and many small business workflows. But when I think about business data, a few problems keep coming back: untyped metadata plugin-specific data shapes hooks and filters that can change behavior from many places API contracts that depend heavily on plugins AI integrations that may not know where the real application boundary is The postmeta model is flexible, but it often becomes stringly typed storage. That is fine for many websites. But for business data, I usually want the API to know more: this field is text this field is an enum this field is an image this field is a relation this field is required this record belongs to this organization this operation requires this role That is the space where NeNe Records lives. Typed records instead of metadata chaos The core model is simple: Entity Type -> Field Definition -> Record An Entity Type defines what kind of data exists. Examples: posts pages products events internal documents A Field Definition describes the shape of a field: text markdown html blocks int enum bool datetime image file relation A Record is the actual data. The important part is that the schema
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Puppet Enterprise Introduces Database-Backed CA Storage in 2025.11 release
The latest Puppet Enterprise releases are out and this one has a huge load of improvements, fixes, and security patches included! Puppet Enterprise (PE) 2025.11 released! The full PE 2025.11 release notes are always the best way to get a full detail on what has changed, but here are some highlights of PE 2025.11! Certificate Authority (CA): Database-backed Storage This new optional feature adds support for storing CA data in a PostgreSQL database instead of the file system. This improves performance and reliability and introduces API-driven capabilities and enhanced backup and recovery handling. PostgreSQL 17 Supported PE-managed installations will automatically upgrade from verson 14 to 17 as part of the upgrade process, or you can update yourself before upgrading to PE 2025.11 Infra Assistant Goes GPT-5 GPT-5 series models are now running under the hood of Infra Assistant, improving the quality of responses and the consistency for queries. Advanced Patching Enhancements The advanced patching feature now has improvements across a variety of areas New puppet_run_concurrency setting allows you to get better performance out of patch group enrollment Improved validation of scheduled and immediate jobs to reduce risk of unintended or skipped executions. Cron scheduling has better user experience and improved validation across features. New configurable option to enable Puppet to run after patch jobs to refresh pe_patch facts New Endpoints for Classifier and Activity Service APIs The Classifier API introduced new tags , add-tags and remove-tags endpoints to manage node group tags. The Activity service API now has subscriptions endpoints to create subscriptions, list subscriptions, or fetch/delete a specific subscription. Agent Platform Updates, Resolved Issues, and Security Fixes The macOS 26 platform is now supported for both ARM and x86_64, while support has been removed for Ubuntu 18.04 and Ubuntu 20.04. Nearly 60 CVEs were addressed in this release, along with many r
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Digital Signatures: Format, Certificate, and Validation Policy Are Not the Same Thing
Digital Signatures: Format, Certificate, and Validation Policy Are Not the Same Thing The right move when a digital signature fails validation is don't look at the cryptography first . I know that sounds backwards. If the algorithm is RSA-2048 and the certificate chain is intact, why would validation fail? Because a signature can be cryptographically perfect and still get rejected by the validator. The problem isn't the hash or the private key — it's the format, the wrong certificate, or the validation policy the system is applying. My thesis is simple: most errors that look cryptographic in digital signatures are actually upper-layer errors — incompatible format, a certificate that doesn't meet the required profile, or a validation policy that the issuer and receiver never aligned on. And confusing those three layers has a real cost: debugging time wasted in the wrong place. The Real Mess: Three Layers People Keep Mixing Up When a digital signature fails validation, the typical mental sequence is: "Is the algorithm correct? Does the private key match the public one? Did the certificate expire?" Those are reasonable questions, but they're all in the same layer. The problem is there are three distinct layers, and each one can fail independently. Layer 1 — Signature Format The format defines how the signature is packaged together with the signed data. CMS/PKCS#7 is not the same as XAdES, PAdES, or JAdES. Each has variants: BASELINE-B , BASELINE-T , BASELINE-LT , BASELINE-LTA . Choosing CAdES-BASELINE-B when the receiver expects XAdES-BASELINE-LT produces a rejection that has nothing to do with the cryptographic algorithm. The public documentation for DSS (Digital Signature Service) from the European Commission describes these variants in detail. DSS is the reference library for eIDAS-compliant signatures, and its documentation is one of the most complete and verifiable resources publicly available. Layer 2 — Certificate The certificate is the signer's identity, but it
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Stratagems #5: Leo Walked Into an AI-Powered Burning House. He Walked Out With a Client.
When the enemy is in distress, exploit the opportunity to seize advantage. — The 36 Stratagems, Loot a Burning House Who's Leo — In the last story , he was CoreStack's backend lead — the guy who built the core system alone over five years with zero P0 incidents. Then a new CTO named James showed up, spent $8M on his old employer's product, and laid off Leo's entire team. Thirteen days later, that $8M AI system collapsed — three agents fighting over context, OOM taking down six GPU servers, a 37% order duplication rate, and 2,300 customer complaints. Leo pulled the old system off his laptop, flipped one line of Nginx config, and restored service in thirty seconds. The CEO called him at 3 AM begging him to come back. He came back. Three conditions: kill the paid AI product, AI assists only — never touches the primary pipeline — and engineers decide the architecture, not the guy writing checks. The CEO agreed to all of it. So who's Leo now: CoreStack's CTO. Technically confident to the point of arrogance. Zero talent for upward management. No idea how many people he pissed off on the board with those conditions. Doesn't care. He only knows one thing — the system he built is still running. That's all the proof he needs. Then a Slack message cut him off. The Signal 12:47 AM. CoreStack's CTO gets a Slack notification. The account has no profile picture, no display name, no status. Account creation timestamp at the bottom — 00:43. Four minutes old. Seven characters: Check CodeForge's status page. Leo taps it open. CodeForge's status page is all red. Payment Routing — Major Outage. Investigating. All customers affected. Status has been active for approximately 3 hours. He pulls up CoreStack's CRM. The sales team's prospect list has ShopStream at #2 — a potential whale, with "Current Provider" reading CodeForge. E-commerce platform doing 470,000 transactions a day . An hour of downtime costs them $210,000 . If this drags on until morning? He doesn't want to do the math. Core
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Melinda Gates’ venture firm backs Magnify Ventures’ $46.6M Fund II
Early-stage firm Magnify Ventures has raised a $46.6 million Fund II from LPs including Melinda French Gates’ Pivotal Ventures
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OpenAI proposed donating 5% of its equity to a US sovereign wealth fund
OpenAI CEO Sam Altman has reportedly proposed giving 5% of the company’s equity to a U.S. sovereign wealth fund, reviving discussions about letting the public share in the financial gains from the AI boom.
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Popular TV-tracking app TV Time is shutting down as company focuses on AI
TV Time, the popular TV-tracking app, is shutting down on July 15 as parent company Whip Media pivots toward enterprise AI products.
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Trump gets OpenAI to offer US 5% stake, far lower than Sanders’ target
Insiders say Sam Altman is in active talks with the Trump administration.
开发者
Godox’s feature-packed key light is down to its best price yet
If you don’t want to spend $180 on the Elgato Key Light, the Godox ES45 Desktop LED Key Light is a more affordable option that offers nearly as much brightness and plenty of features, including adjustable brightness and color temperature. Right now, it’s cheaper than usual for the first time this year, selling for $119 […]
创业投融资
Lucid Motors’ CFO is out as its new CEO continues leadership shakeup
The company announced a new slate of executive hires meant to help turn things around, as Gravity SUV sales are not taking off as expected.
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Musk’s X poses “serious risk to Americans’ privacy,” advocates warn FTC
FTC urged to reject Elon Musk’s bid to end X monitoring amid AI concerns.
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US government says it got hacked — again
A top Democrat on the Senate's Intelligence Committee warned that the information accessed on a Homeland Security intelligence-sharing network may risk national security.
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Tesla’s Q2 sales jump 25 percent
Tesla just released its second-quarter delivery and production report, showing that the automaker is starting to recover after a particularly brutal sales year in 2025. The company said that it produced a total of 451,758 vehicles between April and June of this year, including 442,936 Model 3 and Model Y vehicles, as well as 8,822 […]
产品设计
Woman's puzzling decline turns out to be cobalt poisoning from hip replacement
Doctors find grey fluid and dead, metallic flesh inside poisoned woman's hip.
开源项目
Congrats to the GitHub Finish-Up-A-Thon Challenge Winners!
We are so excited to finally announce the winners of the GitHub Finish-Up-A-Thon Challenge, our...
开发者
Internals of Express.js , how memory is allocated for Express API request and it's data internally
Memory allocation of Express API request and it's data Who is the actual web server in Express.js framework Why Node js did not have network handling capabilities and how Node JS team implemented it All are covered in the Article submitted by /u/Ok_Stomach6651 [link] [留言]
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AI won’t save advertising, says Digitas’ Amy Lanzi
We’ve got a special Decoder today — I had the chance to talk with Amy Lanzi, the CEO of Digitas North America, in front of a live audience at the Uber Villa at the Cannes Lions advertising festival in the South of France. I know, it’s a hard gig, but I do it for you. […]