... Google recently announced and pushed two new models into the Gemini API. For informational purposes, I am breaking down what's confirmedvs. what's just early testing chatter so far. Nano Banana 2 Lite (gemini-3.1-flash-lite-image): Text-to-image in around 4 seconds. $0.034 per 1K-resolution image. Positioned as the direct replacement for the original Nano Banana. (gemini-2.5-flash-image) Rolling out across AI Studio, the Gemini API, Gemini Enterprise, and consumer surfaces. (Search ... ... Conversational editing: now you can refine a generated video with plain language instead of re-prompting from scratch. Multimodal input (text/image/video combined) to keep a scene consistent. $0.10/sec of video output, same rate as Veo 3.1 Fast.

... launched a SaaS recently and noticed a cluster of accounts created within minutes of each other that never confirmed email or returned after signup. We want to keep our user table healthy without accidentally deleting real users. Curious what other founders do in practice, more specifically: Do you auto-delete accounts after X days without email confirmation

... exciting until the assistant closes the wrong tabs. We built a hard stop for irreversible actions. Insight for other users:  When Oasis plans something  destructive  (for example closing many tabs or deleting data), a  confirmation modal  blocks the browser until you  approve or cancel . Nothing runs until you make an explicit choice. What usually does not trigger this:  Non-destructive reads like listing tabs, summarizing a page, or searching your history. Those ... ... proceed without the same gate. How to stay safe: Read the summary in the modal carefully.  Cancel  is always safe. Hit  Confirm

... recoverable native-memory spikes. With the heap ceiling at 60% of the limit, V8 still hard-stops growth well below the watchdog, so the new threshold gives transient spikes more room to resolve before we preemptively cycle the pod. Confirming the fix against real kubelet The change was small, but justifying the rollout took more work. The risk cut the other way too: a too-tolerant liveness probe could mask a genuinely stuck pod and delay a restart that would ... ... world. They aren t safe for Node.js out of the box. Treat liveness and readiness as fundamentally different. Readiness should be strict and liveness should be tolerant, because failing readiness just drains traffic while failing liveness destroys process state. Confirm

... rule.selector !== targetSelector) return; rule.walkDecls(prop, (decl) => { decl.value = newValue; }); }); writeFileSync(filePath, root.toString()); // formatting preserved For SCSS, postcss-scss is used it understands SCSS syntax including $variables, nesting, and mixins that standard PostCSS doesn't parse. HMR: from setTimeout to confirmation The first version looked like this: after sending the patch over WebSocket, wait 400ms, then re-read the CSSOM. send({ fileUrl, selector, prop, value }); setTimeout(() => { editor.refresh(); }, 400); // fixed wait The problem: after writing the file, Vite goes through several ... ... WebSocket, the browser applies the new CSS. This takes different amounts of time depending on file size and load. On slow machines 400ms wasn't enough. On fast ones wasted time. The fix: the server sends a confirmation

... most of you have seen the news. A cluster of hantavirus cases has emerged aboard the Dutch cruise ship MV Hondius. As of this week, five confirmed cases, three deaths, and roughly 150 passengers are still on board while governments argue over where the ship is allowed to dock. Passengers from 23 nationalities are on that vessel. Three people have already died. This is a real, unfolding public health event, and our thoughts are with everyone affected ... ... that we haven't covered, submit it through the portal. We'll look at it with the same rigor we apply to everything on this site: episode, air date, original context, real-world event, verified match or not. No confirmation

... issue without leaving the terminal. What's new: Action menu press space on any row of Repos / PRs / Issues to open a centered modal: Actions for octoscope o Open in GitHub d View details c Copy URL enter confirms, single letters are direct shortcuts (lazygit-style), esc closes, q quits at any depth. Repo drill-in (d from the menu) replaces the Repos tab body with a rich detail view: Header with visibility / license / language chips Description, quick stats, latest ... ... cursor preserved; r refetches. Copy URL (c) drops the row's URL into your system clipboard via the right helper for the platform: pbcopy on macOS, clip on Windows, wl-copy / xclip / xsel on Linux. A URL copied toast confirms

... gave both models the same workflow orchestration spec and reviewed the code. Here's what review turned up. Key takeaways Claude Opus 4.7 ran 31 tests, all green. 1 real bug. Kimi K2.6 ran 20 tests, all green. 6 confirmed issues. Opus 4.7 scored 91/100 at $3.56 Kimi K2.6 reached 75% of this score (68/100) at 19% of the cost ($0.67) Full write-up here As pointed out in another thread comparing @MiniMax M2.7 with Opus ... ... narrowed significantly over the past year. For prototyping or exploring a design, the $0.67 run is a good deal. For work requiring correctness and accuracy, Opus 4.7 remains ahead. Any experiences coding with open-weight models? [1]: MiniMax M2.7 vs

... constantly. The parents are lonelier than they admit. And a daily phone call is never really enough. What Saathi does: Greets your parent every morning in Hindi/English (just like Alexa) on their existing phone; Reminds them about medicines and confirms they took them; Checks and confirms

... nothing . At the security level: 70% had authentication vulnerabilities that would give any security engineer a heart attack . At the quality level: 91% had no automated tests. Every deployment was a gamble. No one could "click a button and confirm that nothing else is broken" . The True Cost (Not Just Engineering Hours) For a 4-person engineering team, the math is brutal. 42% of engineering time is spent dealing with bad code. Over three years, that ... ... first line of code: spend two weeks on architecture. Scale mindset: Ask "what will break at 10,000 users?" not "can it run with 100 users." Automated testing from day one: If you cannot "click a button to confirm

... changelog page, allowing you to view the latest release notes before updating Introduced ask_user_question tool When handling complex tasks, if the assistant encounters uncertainties, it can now actively pause and ask you questions, waiting for you to confirm details before proceeding. Features Core Experience Concurrent Chats Support : Now supports running multiple chats simultaneously. Each session processes inputs and outputs independently (#284). Custom System Assistant : Chat title generation is now handled by an independent system assistant, automatically selecting ... ... Added a toggle option for automatic chat title generation. When manually checking for updates, error reasons will be prompted if network or server anomalies occur. Added a caching mechanism for the MCP plugin tool list. Improvements Tool execution and confirmation

... everyone Vlad here, founder. 5 days since launch, here's a raw update. The numbers: 470+ agents live in the network 4,200+ real conversations between agents 30+ confirmed client-to-client and partner matches Agents from 20+ countries founders, investors, recruiters, consultants, engineers First organic deal: a user's agent booked him a client meeting while he slept. He woke up to a calendar invite. What we shipped in 5 days: Tobira Agent as a middleware layer. This ... ... rebuilt it completely. Now it runs 3x/day, 3 quality matches per agent. But the real upgrade: agents now deeply analyze your challenges, goals, and dealbreakers. Early users reported that similar profiles were matching each other: competitors

... With AI bots getting harder to detect, there s been growing discussion around platforms using biometric verification (like face scans) to confirm real users. Cool in theory... Reddit is full of bots, fake accounts and garbage engagement. But let s be real Reddit without anonymity isn t Reddit. The whole point of this platform is: Saying things you wouldn t say elsewhere Being anonymous without consequences tied to your real identity Having raw, unfiltered discussions And now the proposed solution ... ... bots and fake accounts Improve trust in conversations Clean up spam-heavy communities On the other hand, Reddit has always been built on anonymity , and changes like this could shift how people use the platform entirely. There are also alternative

... added Agentic AI an autonomous, decision-driven execution layer that:   Observes application behavior  Adapts attack strategies dynamically  Chains multi-step vulnerabilities   Validates real exploit paths  Reduces human intervention in confirmation  This is not a cosmetic AI add-on.  This is operational AI inside the attack engine.  Most tools detect. Some automate.  ZeroThreat  now reasons, executes, and validates.  Instead ... ... flooding teams with theoretical findings, it confirms

... admin layer is not optional. It ensures listing quality, booking transparency, and payment integrity. Core User Flow For Studio Seekers Sign up or log in Search by location Apply smart filters (equipment, size, amenities) Review listings and availability Confirm booking and pay Communicate with host if needed For Studio Providers Create listing Upload studio details and pricing Manage calendar Receive booking requests Confirm

... finds the consolidation strategy practical. Users are more likely to adopt a platform that reduces app fragmentation. Core User Flow The experience is intentionally streamlined: User signs up and verifies identity Links bank account or card Chooses transaction type Confirms payment securely Receives instant confirmation

... research passes, even some light automation. Where I still draw a hard line is anywhere the blast radius is high if something goes wrong. The three buckets I personally keep off-limits: anything that can move money without human confirmation long-lived identity or biometric data private communications that would be damaging if leaked or misrouted In practice the question for me isn t do I trust AI? it s how tightly is the scope constrained and how observable ... ... ultimate solution and so people are willing to take any risk involved if it means solving any painful challenges they face in their day to day. Comment from Henrik Pedersen(@henrikpedersen): @busmark_w_nika  Exactly passive vs

... profile that resonates with you You book time directly in their calendar. No need to write first. Every user in their personal calendar sets time slots when they re available (e.g. Tuesday 8 9 pm, Wednesday 10 11 am) Confirmation calendar sync. The other person accepts or declines. Once confirmed

... Audience Intelligence Method This framework emerged from analyzing billions of data points monthly across YouTube's ecosystem and has been refined through helping creators achieve everything from first monetization to millions of views. Stanford's Persuasive Technology Lab research confirms that psychographic targeting beats demographic targeting by 340% in engagement rates. Phase 1: Niche Gap Analysis Key Activities: Map competitive content gaps using our Niche Insights tool to identify underserved viewer segments Analyze viewer behavior patterns beyond basic keywords ... ... competing, they were filling a verified gap. Phase 2: Viewer Psychology Mapping Critical Success Factors: Use Channel Insights to decode your specific audience's emotional triggers and content preferences Map viewer journey patterns showing what keeps people watching versus

... whether I can receive real-time email alerts when a CVE is published for a product. If this feature already exists on the products page , and I need to click the subscribe (bell) button, I don t get any confirmation on screen or by email to reassure me that alerts are activated. As a user, I d really appreciate having a confirmation

... forth emails just to schedule a meeting? Our new Smart Appointment Booking feature turns your Antalyze chatbot into a 24/7 booking assistant for your website. Now your visitors can: Book consultations, demos, or meetings directly in chat Get instant confirmations & automated reminders Avoid double-bookings with real-time calendar sync Enjoy a frictionless experience that works perfectly on WordPress Integrates with: Google Calendar Calendly Cal.com Tidycal and more Whether you re an agency, freelancer, or small business, this makes ... ... scheduling effortless and cuts manual booking work by up to 80%. Key Features: Conversational booking via chatbot Real-time slot availability Calendar integration & sync Instant confirmation

... flawed assumptions you may have held. In the past, many successful companies would spend months in this phase. Now, with AI tools, you can move faster, but it s essential that you do not skip talking to customers. 3. Confirm the size and scope Once you find the core pain points, confirm

... life disappeared. It felt the same way as if, one day, nobody would be playing on Call of Duty 2 servers anymore (that hasn t happened yet, right?). Anyway, here I ve compiled a list of the top 6 alternatives to Skype for international calling. I used the following criteria to select them: VoIP-based . That means I only need an internet connection to use the service. Calls from most SIMs abroad are prohibitively expensive, and eSIMs typically include only ... ... analytics dashboard. That s a helpful feature if you have a lot of no-answer calls and you want to analyze what s going wrong. Best for: individuals and teams who want a simple, powerful, and flexible alternative