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Moozonian News
news.ycombinator.com• Nov 30, 2025• 1 min read
A three-layer memory architecture for long-running agentsAnthropic's recent piece on effective harnesses for long-running agents hit close to home. We've been wrestling with the same problems — agents that try to one-shot everything, declare victory prematurely, and leave chaos for the next session to clean up. But we solved some of these problems differently. Here's what's working for us, what isn't yet, and where we respectfully disagree with the proposed solutions.The Memory Problem: Three Layers Beat One Anthropic's solution is a progress.txt file plus git history. It works, but it's flat. We use three layers instead: Layer 1: Model actualization. A semantic memory system that helps the orchestrating agent understand "what are we building and why." This is the soft layer. Layer 2: Think Jira meets Git, but for AI agents. Structured storage of tasks with metadata: blockers, decision paths, dependencies, progress state. The agent doesn't just know what to do next — it understands the logic of how we got here and where we're going. Layer 3:
Moozonian News
news.ycombinator.com• Nov 26, 2025• 1 min read
Show HN: I built an MCP server to connect AI agents to your DWHHi all, this is Burak, I am one of the makers of Bruin CLI (https://github.com/bruin-data/bruin). We built an MCP server that allows you to connect your AI agents to your DWH/query engine and make them interact with your data.A bit of a back story: we started Bruin as an open-source CLI tool that brings together data ingestion, transformation, quality and governance. You can build data pipelines using SQL and Python, ingest data from many sources, run data quality checks and some more stuff, open-source. The goal has been to build a CLI experience that would make humans productive.After some time, agents popped up, and when we started using them heavily for our own development stuff, it became quite apparent that we might be able to offer similar capabilities for data engineering tasks. Agents can already use CLI tools, and they have the ability to run shell commands, which meant that they could technically use Bruin CLI as well.Our initial attempts were around building a simple `AGENT
Moozonian News
news.ycombinator.com• Nov 24, 2025• 1 min read
Founders and Freelancers – Advice NeededI help founders and teams get time back in their week by taking over the delivery + ops work that slows everything down, things like:-Projects with no clear owner-Roadmaps that only exist in someone’s head-Tasks piling up with no prioritisation-Zero visibility on what’s happening-Processes that should exist… but don’t-Clients or stakeholders losing confidenceI work remotely and plug in part-time or fractional as the person who cleans this up so you can actually focus on the work that matters.--What I’m trying to figure out now is: Where do people who need this kind of help actually hang out? Founder communities? Slack groups? LinkedIn? Cold outreach? Something I’m missing? What's the best way to reach out?I know the problems I solve - I’m just trying to find the right places to meet the people who need it.Any insights on this topic or just in general starting out would be hugely appreciated. DMs and connections open.
Moozonian News
github.com• Nov 23, 2025• 1 min read
Show HN: Ilseon, a Minimalist Focus FilterI’m excited to share a new productivity app I recently released on the Play Store. It was born out of pure necessity to solve a problem I am constantly faced with: cognitive overload and task paralysis.Since traditional to-do apps only added to the mental noise, I eventually built a small tool for myself called Ilseon. I needed something that would actually reduce cognitive load.I have added some features that helps me in my daily chaos:Context filtering: I work better when I only see what belongs to the role I’m currently in (Work, Family, Health, etc.). Switching context hides everything else, which stops me from bouncing between unrelated tasks or getting overwhelmed by a big master list.Time blocks with a big visible countdown: This externalises time for me in a way alarms or calendars never did. It gives me one clear block to focus on, and the timer helps with time blindness without being stressful. Still figuring out if adding alarms is a good idea or not..A quick reflection loop
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Moozonian News
gigs.quest• Nov 23, 2025• 1 min read
Show HN: Real-time freelancer marketplace with per-second billingHi HN! I'm launching Gigs.Quest, a platform where startups can hire freelancers instantly through live video rooms.Problem: Traditional freelancing platforms are slow. You post a job, wait for proposals, interview candidates, negotiate rates, then finally start work. For quick tasks, this is overkill.Solution: Create a room, describe what you need, and qualified talent joins live within 5-12 minutes. Collaborate via HD video and screen sharing. Pay per second ($0.02/sec = $72/hr). All sessions recorded.Why this works: • For startups: Get immediate help without hiring overhead • For freelancers: Monetize expertise without bidding/proposals • Trust: All sessions recorded, transparent earnings, Stripe-backed paymentsReal use cases from beta: • Debugging production outage (saved 3 hours vs hiring process) • Quick design mockup review (12 min session, $14 cost) • Architecture consultation for new feature (45 min, $54)Tech details: • Pre-authorization holds that scale (start at $5, double at
Moozonian News
news.ycombinator.com• Nov 22, 2025• 1 min read
Workbass: Free Invoice-Generating Software for Modern BusinessesIn today’s fast-moving business world, getting paid on time is essential. Whether you’re a freelancer, agency, entrepreneur, or small business owner, you need a simple and reliable invoicing tool that doesn’t cost a fortune.That’s why Workbass—available at Workbass.com—stands out as one of the best free invoice-generating platforms for modern teams.Why Workbass Leads as the Best Free Invoice GeneratorUnlike traditional invoicing tools, Workbass goes far beyond billing. It offers invoicing inside a full productivity suite where you can manage clients, tasks, workflows, and payments—all in one place.Visit: www.workbass.com1. 100% Free and Extremely Easy to UseWorkbass offers a powerful invoicing system at no cost. You can:Create unlimited invoicesTrack paymentsSave client billing informationManage recurring invoicesSend professional invoice documentsEverything is clean, fast, and beginner-friendly.2. Professional & Customizable Invoice TemplatesWorkbass helps you create polished invoices
Moozonian News
mosaic.so• Nov 19, 2025• 1 min read
Launch HN: Mosaic (YC W25) – Agentic Video EditingHey HN! We’re Adish & Kyle from Mosaic (https://edit.mosaic.so, https://docs.mosaic.so/, https://mosaic.so). Mosaic lets you create and run your own multimodal video editing agents in a node-based canvas. It’s different from traditional video editing tools in two ways: (1) the user interface and (2) the visual intelligence built into our agent.We were engineers at Tesla and one day had a fun idea to make a YouTube video of Cybertrucks in Palo Alto. We recorded hours of cars driving by, but got stuck on how to scrub through all this raw footage to edit it down to just the Cybertrucks.We got frustrated trying to accomplish simple tasks in video editors like DaVinci Resolve and Adobe Premiere Pro. Features are hidden behind menus, buttons, and icons, and we often found ourselves Googling or asking ChatGPT how to do certain edits.We thought that surely now, with multimodal AI, we could accelerate this process. Better yet, an AI video editor could automatically apply edits based off what it
Moozonian News
news.ycombinator.com• Nov 18, 2025• 1 min read
Revolutionize Software Dev: Task-Centric Interface and Parameter Encapsulation# webdev # programming # architecture # cloud https://github.com/socaltiger/BatchSubmit.comIn a world where software complexity continues to grow, most applications still rely on traditional development paradigms—focusing on modules, code structure, and feature implementation. But what if there were a simpler, more intuitive way to create and use software?Introducing a task-centric development paradigm, where applications are defined by the tasks they accomplish, and all parameters are encapsulated within intuitive interfaces. This is not just a new software tool—it is a fundamental shift in how we think about software design and usage.Key FeaturesTask-Oriented Design Each application is built around the task it is meant to perform.Users interact directly with the task, not the underlying software code.Parameter Encapsulation All complex configurations and workflows are embedded in the interface.Users only need to adjust parameters through simple controls—no coding required.Composable
Moozonian News
github.com• Nov 15, 2025• 1 min read
Show HN: Continuous Claude – run Claude Code in a loopContinuous Claude is a CLI wrapper I made that runs Claude Code in an iterative loop with persistent context, automatically driving a PR-based workflow. Each iteration creates a branch, applies a focused code change, generates a commit, opens a PR via GitHub's CLI, waits for required checks and reviews, merges if green, and records state into a shared notes file.This avoids the typical stateless one-shot pattern of current coding agents and enables multi-step changes without losing intermediate reasoning, test failures, or partial progress.The tool is useful for tasks that require many small, serial modifications: increasing test coverage, large refactors, dependency upgrades guided by release notes, or framework migrations.Blog post about this: https://anandchowdhary.com/blog/2025/running-claude-code-in-...
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Moozonian News
news.ycombinator.com• Nov 2, 2025• 1 min read
When you give your hands something real, life starts feeling realFinding Flow at Home: How Simple Tasks Create Deep Satisfaction We confuse rest with escape: scroll, binge, buy—feel worse. I fixed my car brakes and felt something I hadn't in years: calm, focus, quiet satisfaction. This is about how ordinary, physical acts heal the restless part of us. Two Ways to Spend Two Hours Option A: (Passive Escape) Two hours of Netflix, social scrolling, online shopping. Afterward: Drained, guilty — "I wasted my day." Option B: (Active Engagement) Two hours fixing a faucet, baking bread, building a bookshelf. Afterward: Energized, grounded — "That felt good." Same time. Different outcome. This isn't about productivity. It's about the quality of your distraction. We all know we're going to die. That creates anxiety. The question is which kind of escape you choose. Some distractions empty you. Others renew you. The difference: flow. What Is Flow? Psychologist Mihály Csíkszentmihályi studied this—moments when you completely lose yourself: Time melts away Self-co
Moozonian News
news.ycombinator.com• Oct 29, 2025• 1 min read
Show HN: Praxos Update: iMessage and SMS ActionsOctober 29th UpdateWhat's new, in 10 seconds.* iMessage & SMS actions: have Praxos read incoming messages and do tasks for you. * Message search: Search across all your text conversations and contacts. * Quality of life upgrades: video and image editing, location-based actions, file retrieval, and more.------------------------------------------------------------------------------iMessage & SMS actionsPraxos can auto-forward inbound iMessages and SMS messages.This means that you can have your conversations stored, and later used to set up triggers or automatic actions based on the contents of incoming messages.You have granular over this feature, from picking specific senders to only taking action based on wording. It can also be much more general.For example:* If I receive a message from my dad asking me to buy milk on my way home, add it to my shopping list. * If Lucas asks me to edit a document he is drafting before Nov. 1st, add a deadline to my Google Calendar, attach the file to t
Moozonian News
news.ycombinator.com• Oct 28, 2025• 1 min read
Show HN: I built a triple-agent LLM system that verifies its own workHi HN,Six months ago, I asked Gemini to "send my weekly report to the team." It replied: " Email sent successfully"—but the email was never sent. The attachment was wrong. Nobody told me.That's when I realized: *LLMs lie about their own execution.*---*The Problem:*When you ask an LLM to automate multi-step tasks (search file → attach → send), it cheerfully reports success even when: - The file doesn't exist (hallucinates the ID) - The API call failed silently - Permissions were deniedSingle-LLM systems have no incentive to admit failure; they optimize for appearing helpful, not for being correct.---*My Solution: Don't Let the LLM Grade Its Own Homework*I built PupiBot with three separate agents that cannot collude, ensuring *the agent that executed the step is NOT the one verifying it succeeded.*The architecture is simple:* *CEO Agent (Planner, Gemini Flash):* Generates the execution plan (No API access). * *COO Agent (Executor, Gemini Pro):* Executes steps, calls 81 Google APIs, retur
Moozonian News
nanophotoeditor.com• Oct 24, 2025• 1 min read
Show HN: NanoPhoto AI – Next Generation Photo EditorIntroducing NanoPhoto AI (https://nanophotoeditor.com), the revolutionary AI Photo Editor that transforms your creative ideas into stunning reality in seconds.The power behind NanoPhoto AI is its advanced Nano Banana AI engine. Forget about layers, masks, and confusing tools. Here, your words are the only tool you need. Simply describe what you want, and the AI does the heavy lifting. Imagine typing "remove the photobomber" or "swap this boring wall with a professional studio backdrop," and watching it happen flawlessly.But that's just the beginning. With this powerful tool, you can:- Enhance Images Instantly: Turn dull, blurry photos into sharp, vibrant masterpieces with a single click or command. - Create Consistent Characters: Develop a brand mascot or storybook character and maintain its look and style across multiple scenes—a game-changer for creators and marketers. - Transfer Artistic Styles: Apply the aesthetic of a famous painting or a classic film to any photo, unleashing your
Moozonian News
news.ycombinator.com• Oct 21, 2025• 1 min read
AI agents just cut chip design time by 40%Semiconductor engineers aren't being replaced—they're being unleashed.A Swiss startup just did something that sounds impossible. They built AI agents that cut microchip design time by 40%. Not by replacing engineers. By becoming their co-workers. This is the shift everyone's been talking about but few have actually executed: AI that augments human expertise instead of threatening it. Here's why this matters beyond semiconductors: The productivity paradox we've been living in Chip complexity has been growing exponentially. Engineering teams? Growing linearly. The math was never going to work. Semiconductor companies have been drowning in verification tasks, testing cycles, and repetitive design work that requires precision but not creativity. Smart engineers spending 60% of their time on tasks that don't need them to be smart. How Chipmind's agents actually work They're not generic AI tools trying to learn your workflow. They deeply understand each company's proprietary design environme
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Moozonian News
news.ycombinator.com• Oct 8, 2025• 1 min read
Show HN: Loopdesk – AI video editor with chat-based workflows and GPU renderingHey HN,We're launching Loopdesk Beta v2 today after 6 months of working with 300+ creators. It's an AI-powered video editor that uses chat-based prompting and genre-specific workflows.The Problem We're SolvingVideo editing is time-consuming, especially for content creators who need to produce videos regularly. The traditional timeline-based editing workflow requires manual sorting, organizing clips, adding captions, generating highlights, and applying effects. For podcasters and educational content creators, explaining jargon or adding visual annotations adds another layer of complexity. We wanted to automate the repetitive parts while keeping creative control.How We Got HereWe started this project because we were creating tutorial content ourselves and spending 4-5 hours editing a single 20-minute video. The bottleneck wasn't the creative decisions—it was the mechanical tasks: organizing footage, transcribing, captioning, finding key moments. We tried existing AI editors but found the