... workspaces Web: Next.js 15 (App Router) Mobile: Expo sharing the same tRPC API API: tRPC v11 for end-to-end type safety Database & ORM: Postgres (Neon/Supabase) + Drizzle ORM Auth: Better Auth handling email/password and Google Sign-in with incremental OAuth scopes AI: Anthropic Claude (Sonnet) powering the Daily Review agent What s Working Right Now Multi-Platform Support: Web and mobile CRUD clients are fully live sharing a unified tRPC backend. Agentic Loop: A tool-calling Daily Review agent ... ... prioritizes tasks and retains user memory/preferences across runs. Google Calendar Sync: Automatically ingests calendar events as actionable tasks using incremental

... nothing, the reviewer's normal experience becomes an empty screen, and empty screens train people to expect empty. Whether the one that is not empty gets read properly on day forty is an open question. It still beats the alternative, because a difference against a background of silence is about as salient as anything gets. And yes to the small pile. Most of what gets called judgement is work nobody has bothered to make mechanical yet. Comment from Aadil Ghani ... ... because it's dumb, but because the radius is determined by capabilities it isn't even looking at. That's the strongest version of the "worst judge of its own reach" point I've seen. And your authority-armed-versus

... immediately because the goal was simple: make backups easy and reliable. Now I want feedback from a broader audience to see if the onboarding and workflow are truly intuitive without me personally explaining the app. Key Features Smart Incremental Backup Multi-Destination Backup & Sync Long Path / UNC Path Support Fully Offline & Private Automatic Daily/Weekly Scheduling The app works with: USB drives NAS devices mapped cloud drives external HDDs/SSDs No subscriptions. No external servers. Your data stays under your ...

... When it comes to AI Memory, everyone's arguing "RAG vs. grep" like it's a religious war. It's not. It's just a cost curve. I've gotten this question so many times that I thought I'd just share my thoughts. So here goes: Vector search wins when your corpus is massive, messy, and unstructured. Thousands of docs, no clean boundaries, meaning matters more than exact words. Filesystem plus grep wins when your corpus is structured ... ... NotebookLM for roughly this reason the retrieval is great, but people still want the underlying sources to stay theirs and legible. Curious how you handle re-embedding when files change: do you diff and re-index incrementally

... uploaded directly without re-editing or re-cropping. Does YouTube Shorts help grow a music channel? It can, particularly for catalog discovery. Shorts are surfaced to non-subscribers more aggressively than long-form video. Artists who post consistently see incremental subscriber growth and, more importantly, streams on songs that never got much organic discovery when they first released. What's the best way to post music on YouTube Shorts? Use a vertical video rather than a static image. Add your ...

... /health slow, and 3 of those in a row got kubelet to kill the pod. The blocked event loop meant the SIGTERMhandler that would have logged the kill couldn t run, so the process exited silently, the restart count incremented, and we got another empty gap in the logs. So the whole crash loop boiled down to kubelet correctly enforcing a probe timeout set too tight for the runtime underneath it, with no bugs, no OOMs, and no actually-unhealthy ...

... 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

... decision or goal stays untouched. Second, the compression trigger is per-tag volume. Once more than 10 entries share a tag, that tag becomes a compression candidate on the nightly run. So a well-tagged project with lots of incremental updates gets synthesized, while a single high-importance decision entry just sits there accumulating recall history. The score is assigned at storage time by the LLM, or inferred if left blank. Comment from Anthony Adams(@anthony_adams ... ... decide when a memory is important enough to keep separate versus

... sprint planning Funnel and onboarding optimization UX friction reduction Feature prioritization Growth-focused workflows The model is simple: 0 upfront consulting fee No fixed monthly payment You only reward me if measurable growth happens That can be through: Incremental profit share or Equity partnership And if I fail to deliver measurable results within the agreed targets, you owe me nothing. You still keep every roadmap, PRD, workflow system, and framework I build during the collaboration. If you're building ...

... weights placement by device density. A conference room at 0.8 devices/m pulls APs harder than a stairwell at 0.03. Unlabeled rooms default to the median of whatever you've labeled so far, so there's no penalty for incremental setup. Set a room to zero and the optimizer genuinely avoids it. Coverage bar matches the optimizer - Coverage percentage now uses the exact same scoring model as the optimizer, including density weighting. It updates live as you assign room types ...

... quantum and shielded-chain designs, you need an execution layer that s deterministic and testable. VeilChain provides a real, runnable base in Zig so the next milestones (p2p connectivity, persistence, shielded transaction circuit/proofs, full RPC surface) can be added incrementally without losing correctness. How to try it (from the repo): ```bash zig build zig build test zig build test-integration zig build run -- status zig build run -- mine 5 zig build run -- testnet 3 3 ``` GitHub: https://github.com/gorusys/veilc... WhitePaper ...

... current pricing model. I do plan on testing different prices once I have more active users/customers. And honestly, I can probably charge more, especially for the business plan. I thought I would start a little lower ($129/m) and increase incrementally to see how it impacts conversions. Comment from Hans Desjarlais(@ismaelyws): @shanntlt  hmm, good insight. Especially the part about picking one rather than trying to service both. Yes, I would say my best consulting clients are small marketing teams ... ... that surprised me: the customers who complained about price the most during beta were almost never my actual ICP. The ones who saw real value barely flinched. Have you segmented the feedback by who matches your ideal customer profile vs

... foreign keys, business rules, and optional anomaly injection. Built for demos, UAT, integration testing, and pipeline development. Schema-driven: Use your DDL, JSON Schema, or OpenAPI 10+ domain packs: SaaS, e-commerce, fintech, healthcare, IoT ETL modes: full snapshot, incremental, CDC, bronze/silver/gold Export to Parquet, JSON, CSV, SQL, load to Postgres, Snowflake, BigQuery Integrations: dbt seeds, Great Expectations, Airflow DAGs Open source. Python backend. Next.js UI. Local-first. https://github.com/ojasshukla01/... Would love feedback, especially from other data engineers. What ...

... just letting it rip . I m very curious whether others have struggled with free trial versus freemium and whether doing both is a bad idea (I m leaning towards that being a yes by the way). I also wonder if we are giving away too much for free and should be feature gating more. The challenge then shifts from a pricing perspective vs

... Comment from Emmanuel Afolabi(@emmanuel_afolabi): This is a classic freemium challenge. A few strategies I ve seen work well without alienating free users: Value gating: Keep the core free, but make premium features clearly transformational rather than incremental. Users should feel the upgrade is unlocking something meaningful. Free trials of premium: Let users experience the upgrade fully for a limited time, then let them decide. I ve found that the key is framing premium not as a restriction ...

... takes real actions inside your UI. Clicks buttons, fills forms, runs checkout, guides onboarding. Through conversation. <script src=" https://rover.rtrvr.ai/embed.js "></script> Why we built it: Amazon spent billions building Rufus (embedded AI agent $12B incremental revenue, 3.5x conversion lift). Google just dropped WebMCP asking websites to expose APIs for Chrome's agent. But 99.9% of websites can't build either. We made it one line of code. How it works: DOM-native Rover reads ...

... taught me this the hard way: an AI that gives a confident-sounding answer when it's actually guessing is more dangerous than one that says it isn't sure yet. We ended up building explicit confidence grading (Verified vs Needs Review vs

... Workflow & Philosophy Local-first : no cloud, no accounts Non-destructive editing by design Smooth, distraction-free UI inspired by macOS photo apps GPU-accelerated previews for responsive color editing Who It s For Photographers looking for a FOSS alternative for managing and grading local photo libraries Users who want advanced color tools without subscriptions Anyone interested in open-source photography workflows iPhotro is not trying to replace Lightroom overnight, but to provide a free, open, and transparent photo workflow ... ... with serious color control. Release (v4.0.1): https://github.com/OliverZhaohai... Source code (FOSS): https://github.com/OliverZhaohai... Feedback from photographers is very welcome especially around color tools and workflow expectations. Comment from Haibin Zhao(@haibin_zhao): @aarav_krishna  It performs incremental

... complex spatial ideas into something clients understand immediately. Foursite isn t about being trendy. It s about solving a real business problem. Visualization was the bottleneck. We re working on removing it. It s a slow painful, iterative and incremental process. The result? Designers who have time to actually design. Projects that close faster. Clients who feel like they re working with modern professionals. We re not from this industry. That s our strength. We saw the gap. We built ...

... exactly what to do next. Right now I am inviting in the first 30 founders personally instead of opening it up to everyone. Curious how you are validating that people would actually pay to have less on their plate, versus just agreeing that the problem is real. Comment from Stacy Wycoff(@stacywycof83995): I built FounderFlow after almost 30 years in organizational development, watching companies lose track of what mattered. I did not think it applied to me until I ended ... ... constant gating at every turn, so I set out to create a tool more powerful, more feature rich that didn't require a massive budget to get access to. The AI chameleon avatar ended up being the surprise vs

... filtering feedback and not changing everything at once. Comment from John Baek(@fitnessrefined): Having to focus on the upgrade while also securing funding is no easy feat. Congrats on being able to juggle both! We will be making small incremental upgrades weekly as we anticipate small bugs that we will need to address right away. Because we have so many variables which we can't fully cover during the beta phase, the challenge will be to prioritize the feedback quickly ...

... flows, and generates an interactive visual map you can annotate and analyze with AI. Think of it as what Cursor did for developers, but for designers and PMs doing UX benchmarking. Right now, most product teams are still screenshotting competitor apps and pasting them into Miro or Figma. It's manual, slow, and impossible to keep up to date. Comment from Abdul Rehman(@abod_rehman): I m really interested in AI Guidance for Physical Work. Most AI startups target digital ... ... Nika(@busmark_w_nika): @shaunak_sayta  The question is: How do you want to monetise this business? Comment from Shaunak Sayta(@shaunak_sayta): @busmark_w_nika We have to charge a license fee per tree - for orchards. The incremental

... Explain how dogs associate "exit cues" (grabbing keys, putting on shoes) with abandonment, spiking cortisol before you even leave. * **The Muted Exit:** Techniques for performing these cues 20-30 times a day without actually leaving to break the association. * **Incremental Absences:** Starting with 5-second "departures" to keep the dog below their threshold of panic. ## Rewiring the Brain with Counter-Conditioning * **High-Value Associations:** Using "special-only" treats (like frozen peanut butter mats) that appear only when you leave ... ... depart. * **Predictability:** How a rigid routine lowers baseline cortisol levels in high-strung breeds. ## When to Consult a Professional (The Medication Myth) * **Knowing the Signs:** Distinguishing between mild boredom and severe physiological distress (drooling, self-mutilation). * **Behavioral Modification vs

... tremendously grateful for our fantastic launch yesterday, ending at #1 for the day. Thank you all for your support! I started Tonkotsu because I saw a huge opportunity for a complete rethink of AI coding not just incremental adjustments to established tools and workflows. Having managed teams of hundreds of engineers at Meta, Microsoft, and Atlassian, it s been fascinating to me to find that the role of the developer has shifted overnight: you're now the manager ... ... first on a multi-agent refactor or greenfield prototype. Excited to see how the UI evolves based on real usage. Comment from AJ(@build_with_aj): Tempted to build an agentic coding harness. dw it won't be a competitor

... platform that handles seemingly anything you throw at it, blowing others like @Replit and - shockingly - even @Claude Code out of the water, in my experience, when it comes to "zero to deployment" (CC better at incremental stuff than Lindy tho) - I recently built a new personal homepage with Lindy - www.greyseymour.xyz - and was amazed at its design sensibilties and overall ease of use... the only drawback is that it sorta started choking towards the end, and took extra handholding (this seems ... ... Relay is the way to go (soo intuitive + incredible support). I use it for: Finding relevant threads for my product on Reddit and drafting SEO optimized comments (super effective) Monitoring brand mentions on Reddit Monitoring customers' complaints about my competitors