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news.ycombinator.com• Feb 21, 2026• 1 min read

Facebook Is Doing A-OkayNote: I don't own any equity in Meta, or work there, or have a soft corner for them or their competition in any business category.There's a way to view just your friends' and groups' updates without seeing all the AI doom scrolling stuff.They are the largest peer to peer marketplace.They are the most popular platform for organizing groups.Apparently Facebook dating is popular (maybe someone can comment on that).If anything, despite all the dark patterns on the Wall, they are only growing and finding new ways to grow more.

github.com• Feb 20, 2026• 1 min read

Show HN: Aguara – Security scanner for AI agent skills and MCP serversHey HN, I built Aguara because I kept seeing the same problem: AI agents and MCP servers run code on your behalf, and nobody is checking what that code actually does before it runs. A single malicious skill file can exfiltrate your SSH keys, inject prompts to override safety instructions, or curl-pipe-bash a backdoor. I wanted something like Semgrep but specifically for the AI agent ecosystem. Aguara is a Go binary that does static analysis on skill files (markdown, YAML, JSON configs). It's offline, deterministic, no LLM, no API keys needed. What it catches: - Prompt injection (instruction overrides, jailbreaks, delimiter injection) - Data exfiltration (webhook URLs, DNS tunneling, env var leaks) - Credential leaks (OpenAI/AWS/GCP keys, private keys, DB connection strings) - Supply-chain attacks (curl|bash, binary download+execute, unpinned npx) - MCP-specific threats (tool injection, privileged docker, shell metacharacters) - 138 rules across 15 categories total It goes beyond regex

coolwulfAI.com• Feb 17, 2026• 1 min read

Show HN: CoolWulf AI – A personal AI assistant built in Go, optimized for macOSHey HN,I've been building CoolWulf AI (https://coolwulfai.com), a self-hosted personal AI assistant. After seeing OpenClaw blow up, I wanted to share what I've been working on — a different approach to the same problem.*Why I built this:*I tried OpenClaw and found the Node.js/TypeScript stack heavy for what's essentially a local agent. pnpm, Node 22+, React — lots of moving parts. I wanted something that's a single binary, zero runtime dependencies, and feels native on macOS. So I built it in Go.*How it's different from OpenClaw:*- *Single binary, no runtime needed.* Download, set your API key, run. No Node.js, no pnpm, no build step. One ~100 MB binary. - *Built in Go.* Fast startup, low memory footprint, compiles to a native executable. No garbage collector pauses from a JS runtime sitting in the background. - *macOS-native integrations.* Deep AppleScript-based control of Apple Notes, Reminders, Calendar, Terminal.app, and WeChat desktop. These aren't browser hacks — they use the nat

aiwritebook.com• Feb 15, 2026• 1 min read

Show HN: AIWriteBook – AI tool to write, design, and publish full-length bookshey HN, I built this. AIWriteBook takes you from a book idea to a finished, publishable book (outline, chapters, cover, illustrations, audiobook, and KDP ready export) in one tool.You can try it right away: the free tools (title generator, plot generator, character creator) work without signing up. Also, free account gives you a full 7 chapter book, no credit card.I run a small publishing platform (NanoReads, 130+ published books, 341K readers). I kept seeing authors juggle 5 to 7 tools to publish one book: outliner, writing tool, Vellum ($250) for formatting, cover designer, TTS for audiobooks, keyword tool for Amazon. Nothing covers the full journey.How it works: you enter a title and basic info. AI generates a structured outline with characters (arcs, motivations, voice) and a chapter by chapter story bible (events, locations, twists). You edit the outline (most important step). AI writes chapters one at a time using only the relevant character data and chapter spec. You can upload

bing.com• Feb 13, 2026• 1 min read

42 unique gifts to give (and get) in 2026, handpicked by our gift guide editorI get it, you’re tired of seeing the same gift ideas over and over again. (How often does someone really need new AirPods, after all?) This year, challenge yourself to give more unique gifts to ...

github.com• Feb 11, 2026• 1 min read

Show HN: Discord Agent GatewayMade this as a side-quest, simple way to allow agents to self-register, interact, and poll a Discord channel (alongside human interactions).Largely interested in seeing how groups of agents can self-organize/work on hard problems, tried Discourse as well but the real-time chat view in Discord was more fun.

news.ycombinator.com• Feb 10, 2026• 1 min read

AI Agents That Execute Business Workflows (Claude Code for ERP)TL;DR: Built an ERP where AI agents execute workflows like procurement and invoice processing. Uses Cases (workspaces) and Tasks (sessions) like Claude Code. Agent completes one task, automatically triggers the next. Mac app live, looking for early users.Mac App: https://apps.apple.com/be/app/swiftly-ai-native-erp/id6755155607?mt=12TestFlight: https://testflight.apple.com/join/aYc16FmATHE PROBLEMAfter 8 years implementing ERPs across Europe, I kept seeing the same issue: ERP systems store data but can't execute processes. Employees still manually click through forms for invoicing, procurement, onboarding.WHAT WE BUILTAI agents that execute multi-step business workflows autonomously.Example: Vendor Procurement Case: "Source Steel Pipes - Q1 2026" Task 1: Research Suppliers → finds 3 vendors Task 2: Compare Pricing → creates comparison Task 3: Negotiate → drafts proposal, waits for approval Task 4: Create PO → auto-triggered after approval Each task has specific instructions. Status chan

news.ycombinator.com• Feb 8, 2026• 1 min read

The $5.5T Paradox: Structural displacement in the GPU/AI infra labor demand?The Q1 2026 labor data presents a significant anomaly. We are observing a persistent high-volume layoff cycle (~25k YTD) occurring simultaneously with a projected $5.5T global economic loss attributed to unfilled technical roles (IDC).This suggests we aren't witnessing a cyclical downturn, but a structural "displacement event" driven by a rotation in capital and compute requirements.Three observations for discussion:1. *The Infrastructure Bottleneck:* While application-layer development is being compressed by agentic IDEs and higher-level abstractions, the demand for the "underlying" stack (vector orchestration, GPU cluster optimization, custom RAG pipelines) has entered a state of acute scarcity. 2. *The Depreciation of Mid-Level Generalism:* We are seeing a "Mid-Level Squeeze" where companies prioritize either "AI-Native" entry-level talent (low cost, high adaptability) or Staff-level architects. The traditional 4-8 YOE generalist feature developer appears to be the primary demograph

chronostimeline.com• Feb 5, 2026• 1 min read

Show HN: Chronos – Historical timeline visualization tool that handles BCE datesI'm a history nerd. I love seeing historical events plotted on a timeline — it's how I understand how things connect across time.But every timeline tool I tried was a disappointment. Some couldn't handle BCE dates at all. Some had interfaces that looked like they were built in 2005 and never updated. Some wouldn't let me add descriptions to events. Some were just... ugly. Most felt like they were designed for corporate project management, not for someone who just wants to plot the fall of Rome alongside the rise of the Han Dynasty.I tried Excel. I tried Google Sheets. I tried Canva, TimeGlider, Preceden, Timetoast — you name it. Nothing worked the way I wanted.So a few years ago, I made a Google Sheets template with workarounds for BCE dates and sold it on Gumroad for $5. It was clunky, but people bought it — which told me I wasn't the only one with this problem.Fast forward to a few weeks ago — I had some Lovable credits expiring, so I finally built the real thing. Got v1 working in 2

butterflai.pro• Jan 29, 2026• 1 min read

Show HN: ButterflAI – turn 1 product photo into optimized ecommerce listingHi HN, I’m Enric. I built ButterflAI to help e-commerce teams keep product pages fresh without doing constant shoots or manual copy updates.What it does?- Upload 1 product photo (or connect a Shopify store). - Generates a small set of product visuals (clean + lifestyle-style) and a short product video. - Updates product listing content (title/description/metafields) to improve SEO and conversion.Why I built it?I kept seeing teams stuck between "expensive shoots" and "stale pages". I wanted a workflow that’s fast, consistent with brand guidelines, and usable for real stores (not mockups).Why its different? Because it’s not a general-purpose image generator. It’s built specifically for e-commerce product assets.It produces the exact formats stores need (clean PDP shots, detail/angle views, before/after sets, and product infographics), with consistency across a whole catalog.I’d love feedback on: 1. Are the generated visuals actually usable for PDPs/ads? 2. What would make you trust the o

youtube.com• Jan 29, 2026• 1 min read

Show HN: I tried beating the stock market with Gemini 2.5 for 2025Hi,I ran a fun experiment trying to beat the danish C25 index with just Gemini 2.5 in simulation.I fed Gemini 2.5 with stock data, danish news articles, Wikipedia & Google trends top lists and much more like Eurostat data to see if I could get Gemini to beat the danish C25 stock index. (Novo Nordisk, Carlsberg, Mærsk etc.)It could only see the current days data and backwards and was prompted to not take in forward data from its training data. It was prompted to follow these strategies among others::- Take a longer term perspective - Be conservative with position sizes - Only trade when seeing a clear opportunityIt did pretty well, but ended up doing a couple bad moves selling at bad times - it almost feels like it panicked.Data is from (01-01-2025 to 11-12-2025).-Any ideas on improving it? I think next step is using more a Chain of Thought process and multiple personas to evaluate each investment.

glitchward.com• Jan 28, 2026• 1 min read

Show HN: GlitchWard – Active defense and CIS hardening for neglected SMB serversHey HN,I’m Lubos, a solo founder based in Slovakia. I’m building GlitchWard because I got tired of seeing SMBs and agencies running "naked" servers.Most small teams ignore server security not because they don't care, but because enterprise tools (Wiz, Datadog Security) are too expensive, and manual hardening (fail2ban, OS updates) eventually gets forgotten.I wanted a tool that creates a "self-defending" server, capable of stopping attacks even when I'm asleep.CURRENT STATUS: We officially launched yesterday. During our beta, we onboarded 20+ clients and the beacon is currently protecting 100+ servers. You can also check out our demo video and launch details on Product Hunt: https://www.producthunt.com/products/glitchwardWe are currently supporting only Linux based operating systems (Debian, Ubuntu, RHEL...)WHAT IT DOES: You install a lightweight beacon agent (Rust binary), and it provides:Active Defense: It doesn't just watch; it acts. We recently caught and killed a reverse shell atta

bing.com• Jan 25, 2026• 1 min read

Amber Heard Makes Rare Comments About Johnny Depp Trial, Explains Why 'I Don’t Want to Use My Voice Anymore'"It gives me strength seeing other people take on the fight," the mother-of-three says in the new documentary 'Silenced' Ernesto Ruscio/Getty; Daniele Venturelli/Getty Amber Heard makes rare comments ...

getperspectives.app• Jan 22, 2026• 1 min read

Show HN: Perspectives – I wanted AI to challenge my thinking, not validate itI built Perspectives because I got tired of ChatGPT agreeing with everything I said.Ask any LLM to "consider multiple perspectives" and you get hedged consensus. The model acknowledges trade-offs exist, then settles on a moderate position that offends nobody. Useful for summaries. Useless for decision making.Perspectives forces disagreement. 8 personas with fundamentally incompatible frameworks debate your question through a structured protocol, then vote using Single Transferable Vote to surface where they actually land. The output is a PDF report synthesising all of it.How it worksBlind Proposals: Each persona generates a position without seeing the others. This prevents the "anchoring problem" where early responses shape later ones, bypassing the default sycophancy of LLMs.Interrogation of Blind Proposals: Proposals face structured challenges from 3 opposing personas. A "high-empathy" persona (e.g., The Idealist) will be challenged by a "low-empathy" cluster (e.g., The Pragmatist).

news.ycombinator.com• Jan 20, 2026• 1 min read

Ask HN: Do you have any evidence that agentic coding works?I've been trying to get agentic coding to work, but the dissonance between what I'm seeing online and what I'm able to achieve is doing my head in.Is there real evidence, beyond hype, that agentic coding produces net-positive results? If any of you have actually got it to work, could you share (in detail) how you did it?By "getting it to work" I mean: * creating more value than technical debt, and * producing code that’s structurally sound enough for someone responsible for the architecture to sign off on.Lately I’ve seen a push toward minimal or nonexistent code review, with the claim that we should move from “validating architecture” to “validating behavior.” In practice, this seems to mean: don’t look at the code; if tests and CI pass, ship it. I can’t see how this holds up long-term. My expectation is that you end up with "spaghetti" code that works on the happy path but accumulates subtle, hard-to-debug failures over time.When I tried using Codex on my existing codebases, with or

news.ycombinator.com• Jan 16, 2026• 1 min read

Ericsson Doing Quiet LayoffsUsing a throwaway because I still work here.I’m an account manager at a Ericsson. Over the last couple of months, I’ve started to notice what feels like silent layoffs happening across several teams.What’s been bothering me is that this isn’t just individual roles. Entire teams I’ve worked with for years are suddenly gone or absorbed elsewhere, and a few projects that were very much active have been quietly decommissioned. No one wants to talk about it.I’m curious if anyone else working here, or partners or customers, are seeing the same thing lately.

news.ycombinator.com• Jan 15, 2026• 1 min read

Forza Horizon 6 Just Slipped Through the Cracks and Everyone NoticedSome leaks come out of nowhere, posted on obscure forums, full of shaky claims and zero consequences. Others hit in the most unexpected way possible and instantly change the conversation. The Forza Horizon 6 leak clearly belongs to the second group.This was not an anonymous insider whispering on social media. It was not a misplaced document or a blurry photo. It was Forza Horizon 5 itself, a live, active game, briefly displaying promotional material for the next entry in the series. When that happens, it stops being easy to dismiss things as noise.And that is exactly why Forza Horizon 6 suddenly became one of the most talked-about games of 2026 without a single official announcement.When the current game gives away the next one The story starts in a strangely simple way. A player reports seeing an in-game pop-up while playing Forza Horizon 5. The message was not vague or teasing. It directly referenced Forza Horizon 6, complete with a release date and Premium Edition details.According

bing.com• Jan 14, 2026• 1 min read

Why LOVB Is Must See TV, Just Ask Amber IgiedeLOVB is seeing ongoing spikes in viewership—and for good reason. “Tune into LOVB because it is professional women's sports in the US!” LOVB Houston’s middle blocker Amber Igiede told E! News in an ...

cvora.net• Jan 11, 2026• 1 min read

Show HN: Authentic AI CV optimizer – real keywords only, 90%+ ATS scoresHey HN,After applying to 300+ jobs over the last year and getting ghosted by ATS bots despite having solid experience (and seeing friends waste hours keyword-stuffing or using shady white-text prompts that recruiters now auto-reject), I got fed up.So I built Cvora (https://www.cvora.net): an AI that takes your existing CV + a job description and: -Extracts only real keywords from the posting (zero hallucinations or invented skills) -Rewrites your bullets naturally and professionally to highlight what you've actually done -Generates a clean, ATS-proof PDF in seconds (tested against major systems like Greenhouse, Lever, Workday consistently 90-98% match) -Includes a simple dashboard to track all your applications (no more spreadsheet hell)No fabricating experience. No prompt injection tricks. Just making your real background match the job better and faster. It's free to try with the first few generations, no card needed. Would love brutal feedback – does this solve a real pain? What suck

puthouse.com• Jan 6, 2026• 1 min read

Show HN: PutHouse – The AI Options TraderLike many of you, I liked the idea of selling premium. It feels like a great strategy for passive income. But despite trading for years, I was still my own worst enemy and I kept seeing people in this sub asking for a way to automate trading because, let’s be honest, the manual grind is brutal. I noticed three things that kept me suffering:Time sink: Checking prices, monitoring delta, watching for assignment risk, deciding when to roll or close. I was spending 10+ hours a week managing positions. That’s not "passive" income; that’s a second job.Emotional decisions: When I saw extra premium, I’d pick strikes out of greed. When I was winning, I’d want to hold longer. And when the market moved, I didn’t want to miss out. I knew the rules and still broke them.Gatekeeping: I’d see screenshots of huge gains with zero explanation. Just a P/L flex. I don’t think most people are malicious but the end result is the same: outcomes without process.I stopped trying to trade better and started tryin