... situation, the model won't do better. Every tool definition you leave in the context is tax you pay on every turn. Cut to the minimum that does the job. Retrieve, don't dump. Pull the relevant slice of history or docs for this turn, not the entire transcript. Send everything and let the model figure it out is the expensive habit context rot punishes most. Put the thing that matters most near the end. Given the recency bias ... ... once is a prompt; re-deciding every turn is a system. What's helped us is treating context assembly as a step that runs on each turn instead of a transcript we keep appending to: re-pull the relevant slice

... technical hurdles I hit, and how I pushed this template to its limits. Day 1: The Initial Handshake The first day is always about the "vibe check" of the code. I downloaded the package and opened it up in VS Code. Some templates are a nightmare of nested folders and dead dependencies. Doclinic was actually pretty refreshing. It uses a standard Bootstrap 5 structure, which means I don't have to relearn how to position a div for the hundredth ... ... quick jQuery fix to sniff the current URL and force the parent container to stay open. Here is the snippet I added to the main app.js file: // Custom fix for Sidebar Active State $(document).ready(function() { var currentPath = window.location.pathname.split("/").slice

... window (500 in the inbox, 200 elsewhere) and then only ever looked forward . Everything older sat on the server, invisible to search and to the assistant, forever. Skim now quietly walks each folder backwards in the background a bounded slice per pass, resuming exactly where it left off across restarts until it hits message number one. New mail never waits in line behind it. Install it the nerdy way. This repo now doubles as a Scoop bucket, updated straight from ...

... Thanks! Comment from Ethan(@opaza): Looking full-stack dev based in France (CET), remote-friendly or happy to relocate. Background & skills I ship whole products solo mobile app, API and admin dashboard, not just one slice of the stack. Front: Next.js, React Native / Expo, TypeScript, Tailwind Back: Laravel, Filament, Livewire, PostgreSQL Built high-traffic platforms for international sports federations (FIM Speedway GP, FIM Endurance World Championship, UCI Mountain Bike) live-event traffic spikes, multilingual, real-time results What ...

... still regenerating a whole new artifact for what's structurally a filter, not a new question. those are two separate problems wearing one label. might be worth a cheaper "patch" path for the narrow case of same-shape-different-slice requests, kept separate from full regen for anything that actually changes the visualization type. Comment from Raffay Sajjad(@raffay_sajjad): Mine is expense category breakdowns, every finance AI I've tried gives me "Category A is 40%, Category ...

... gets more powerful, everyone is guarding their data more tightly. Paywalls, aggressive anti-scraping, login walls, bot detection it's all going up fast. So the slightly ironic result is that the more capable AI becomes, the narrower the slice of the internet it can actually read for me. A lot of the good stuff is increasingly behind walls that my tools just bounce off of. So I'm genuinely curious how everyone here handles this: Where do you actually ...

... Comment from Neeraj H(@terranicgerald): @uthappa_robb exactly! Learning alongwith the coding agent is one of the many ways vibecoders can differentiate among themselves. Comment from Chalermpon Ananwattanakit(@vollos): The cheapest independent signal I've found for the auth slice is to stop reading the diff and re-send the same request as a second account that shouldn't see anything. The explanation and the code share a context; the second account doesn't. If the row comes back ...

... organic, AEO, and GEO as one program. Forrester's 2026 research places generative AI among the leading sources B2B buyers use. The practice of structuring content so that AI assistants favour you is Answer Engine Optimization (AEO). The slice aimed specifically at generative engines like ChatGPT, Claude, and Gemini is Generative Engine Optimization (GEO). But as one SEO veteran put it: "SEO is still the foundation, even in the age of AI search". The fundamentals haven't disappeared. The interface ...

... True. It is a sign that people are noticing you. Comment from Anuj(@getosmo): Three things we learned building something that reliably provokes people - we make an AI that answers your phone calls, which a fair slice of the internet finds dystopian on sight. First, and this one cost us: the most useful feedback we ever got arrived in an unacceptable tone. Calm feedback tends to come from people who already decided you are worth being polite to. Rage comes ... ... This is garbage, it hung up on my mother" is rude and actionable. "Love the vision, excited to see where this goes!" is lovely and worth nothing. Second, the distinction that changed how we respond: hate at your product versus

... project cannot is watching a real team decide under constraints: handovers, politics, why a good idea dies in review. AI compresses how to build, not how organisations actually work. If internships survive they should lean into that, a real slice of ownership and exposure to how the business runs, not fetch work. Comment from Mustafa Arian(@thenameisarian): @busmark_w_nika   real question. the current junior pipeline assumes companies grant the credential. if that shifts to 'someone in the field ...

... problem or something you'd automate eventually Comment from vmonome(@taskrelayhq): This is a fun rabbit hole the repeat-founder pattern (Vogt, Kan, Conrad) is the interesting part, way more than the leaderboard itself. Would love to see it sliced by 'founders who've had one exit vs

... never been available before. You will see your website's URL, the country where impressions came from, the device used, and the date all with the same granularity as standard Search Console performance data . You can filter and slice the data by hour, day, week, or month to track exactly how your AI visibility changes over time . How to Use This Data Track your AI visibility. You can now see exactly how often your content appears in Google ... ... data is now available. There is no excuse for guessing. The report is rolling out now to a subset of sites before full availability . Start checking your account. The bar has been set. If you have data and your competitors

... friction and most don't stick around. Comment from Jose Sanchez(@norteapp): The best way to resolve this usually is a narrative with a proper arc. What is Maria problem? How does her live looks like without your product vs with it? That's the tension a good demo should resolve. Comment from Anna Ludwinowski(@anna_ludwinowski): @rahulbhavsar  Yes, good points - lead with the OUTCOME! Think of it from the lens of: what's in it for THEM? What ... ... that's such a good point and honestly something we think about a lot. the peace of mind of knowing your agents are running securely without worrying about infrastructure is hard to put a price on because the alternative

... Hunters! I wanted to share a quick milestone we just pushed live on Uppale.com, our community-driven visibility platform for local businesses. We just shipped a full vertical slice implementation of Two-Factor Authentication (TOTP) to protect our users' slots and account security. The most interesting part of this update is the architectural approach we chose, which was guided by two core principles: 100% privacy and zero infrastructure costs. Here is how it works under the hood: Adaptive / Risk-Based ...

... limits and how they drift over time, every number linked to its source. Copilot's on there: https://limitwatch.southforgeai.... Comment from fmerian(@fmerian): curious what are your preferred models? @MiniMax ? @Qwen ? else? Comment from fmerian(@fmerian): @bullterriertime  what alternative to @Github Copilot would you recommend? Comment from fmerian(@fmerian): no longer using @VS

... hiring progressively and not manically. Main focus would be: - building out a real marketing team/system/engine: content, distribution, partnerships, ads. (60%) - Then product, specifically to monitor AI agent performance and accelerate our roadmap toward bank reconciliation. (30%) - A smaller slice for sales, targeting higher-ACV deals with accountants and bookkeepers. (10%) And yes, we'd definitely waste some of it on ads and software we didn't need. That part is probably unavoidable. Comment from Dogan Akbulut(@doganakbulut): For sure ...

... actual insight, and it's bigger than it looks: making the notification say why it's waiting is what turns a ping into a triage. "Done" makes you tab back to find out what "done" means. "Needs approval vs finished vs

... really sure if the market would shift but I'm not complaining that it did :D We just thought we'd build something and open source it if nobody pays for it. But we wanted to put this alternative out there. Data silos and broad permissioning have done nothing but damage to the internet. Comment from hira siddiqui(@hira_siddiqui1): @blakeatvassant yeah funny thing is that in 2024 when I used to say we want to build an open context ... ... portable, bounded context : parse at the edge (MIT OSS importer), compress to a fixed aggregate, stateless inference your USB stick, but for portfolio signal, not chat logs. Proud you kept going on context portability; we re doing the regulated slice

... months ago we launched Orange Slice on Product Hunt and it should have been a huge moment for us instead it was honestly one of the worst days I ve had building not because people didn t show up they did but because the product couldn t handle it it slowed down then broke then people just left imagine getting your biggest spike of attention and not being able to show people what you built that one hurt we spent ...

... idea in head is strong enough, you just go deep into everything to make it happen. Comment from Kristian Hedman(@kristian12): You can learn anything. We all have innate qualities that arguably make us better suited for X versus Y. If you follow your curiosity, you can't really go wrong. And, in 2026, it is okay to be a generalist. Wearing any set of two or more hats is challenging. Put simply, there's a reason why we have ... ... that internal friction "the ideal product" hopefully emerges. It becomes about perspective. Am I too close to any discipline to understand if I'm doing the right thing overall? If I know "too much" about a single slice

... losing their appeal in the AI era . A few months ago, I personally noticed a lot of hate toward VCs and praise for bootstrapping on X. It felt like VCs were being demonised: selective investors who take a big slice once a good opportunity appears, and then founders are expected to deliver top results while entrepreneurial freedom fades. That s how it was often framed. But maybe it s not that simple. For example: A new VC fund called Zero ...

... Every tool your agency uses knows only its own slice of work. Slack sees messages. Asana sees tasks. Notion sees docs. None of them talk to each other and you pay the switching tax every single day. We built Kobin to replace all four in one tab: inbox, tasks, vault, CRM, and a client portal all connected and sharing the same data. The part we're most proud of is the AI layer. It's not a chatbot bolted ...

... complex which led us down the path of using PowerBI embed to build these. It works well, until it doesn't. Our CS team started drowning in tickets. Small stuff, mostly. A customer wants to swap out a metric, slice the data a different way based on recommendations from a consultant, see what it would look like if we used different pivots. Nothing technically hard, but they had a lot of questions and no internal BI people ...

... managed by AI went wrong. So which positions are really disappearing online, and which are emerging? I assume that security-related positions will emerge more. BTW... adding also an assumption made in 2012 by one author who predicted dying vs emerging jobs. image from the book The Future: 50 Ideas You Really Need To Know Comment from Henrik Pedersen(@henrikpedersen): @busmark_w_nika  100% agree. You can't audit what you don't understand. The people who will thrive ... ... part of almost every role now. Comment from Nika(@busmark_w_nika): @karlykingsley  IMO, it will just increase the gap size between those "comfortable and conform" people and those who are able to manage more things. One-skilled vs

... patterns, and make better-informed decisions. What the work has taught me is that the problem is rarely a lack of information. Most people are not starved of content. They are navigating what I once described as carefully shaped slices of reality where headlines, ranking systems, editorial incentives, repetition, and platform mechanics all influence what reaches us before we ve had a chance to make sense of it ourselves. That idea became the basis for The Architecture of Attention . Building ...