... replays the stored response. Two requests a millisecond apart both find nothing and both charge the card. And if the worker dies between charging and recording it, the retry charges again. Neither reproduces locally. idemkit does it properly: an atomic claim instead of check-then-act, a lease that expires on the storage server's clock, and a fencing token so a stalled worker can't overwrite a good result. from idemkit import idempotent, RedisBackend, MethodConfig @idempotent( backend=RedisBackend.from ...

... 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 ... ... here that names the thing our routing was actually built for. You are right that the link is a bearer token, and by default that is all it is. Ours is HMAC signed and resolves once, first answer wins, atomically

... single-delivery fixture, and still double-writes under the exact condition that triggers it, concurrent redelivery. the unique constraint on event id is the only version that actually holds, because there the check and the write are one atomic thing. which is sort of the whole point. you can't tell the racy version from the correct one by reading either, both dedupe. you only find out by firing two copies at once and seeing whether the second bounces ...

... moment it was made.' the two compose. consent without decision context means the reviewer signed under conditions you cant reconstruct. decision without consent means you can replay the situation but nobody agreed to be answerable for it. the useful atomic unit is probably a bundle: what was proposed, what the reviewer saw, what they knew about the policy state at the time, and their signature attached. that bundle is the trail that survives three years later when someone asks ...

... problem I am trying to solve by building Shipmoor.dev To make the shift from "opinion-based review" to "evidence-based verification," I built Shipmoor with the Claim Check tool. It takes the original prompt/ticket, freezes it into atomic obligations, and binds them to deterministic evidence: your builds, your tests, scans for AI code defects, a check that the tests weren't quietly gutted to force a green, and an in-depth AI-assisted code review. If you're dealing with ...

... building in almost the exact same lane with FounderFlow. Curious how you're handling the "which business needs me right now" problem specifically, that's the part I've found hardest to get an agent to judge well, versus just executing tasks it's told to. Comment from Darren Colclough(@gameplan): Gameplan went live today an AI marketing team you don't have to run. A coordinated team of AI agents that builds and runs the brand, website, content ... ... quests live in short seasons, not a foggy someday. Product Development Flow twelve worlds, never more. You can't traffic-jam yourself. Getting Things Done empty your head into the sun. It carries the list so you don't. Atomic

... lightweight language model, Atome LM (944K parameters) has been successfully run on a $5 ESP32-WROOM-32 microcontroller not in simulation, but on real hardware. The model generates text offline at about 1 token per second, proving that LLM inference is possible on tiny chips without cloud support. For the little details and Open Source GitHub : https://atomelm.com/blog/atome-r... https://github.com/TilelliLab/at... What do you think ...

... hope you are doing well. New here, don't really know what to do. Let's start by an introduction. Tilelli Lab is Small AI Lab in Marrakech, Morocco. So far, we we released 3 models. Atome LM : Atome

... Built on Atome LM v2, (SuperESP Edition) it transforms a standard ESP32 into a tiny AI appliance capable of running twelve practical applications entirely offline. No GPUs. No subscriptions. No datacenter. Just a microcontroller that costs less than a cup of coffee. Every claim is verifiable and tied to a script. What SuperESP Actually Is SuperESP is not another chatbot squeezed onto a microcontroller. It is a collection of specialized ternary AI models designed to classify events, patterns, behaviors ...

... encrypt anyway whereas direct derive means once rotation finishes that old passphrase is dead everywhere, no wrapped-key blob left around. on the window you mentioned, meaning the gap while it runs: rotation re-seals into temp files and atomically swaps, so there's never a plaintext window, and it's crash-safe (an interrupted rotate rolls forward or back on next open, never split-key store). one command rotates whole local store under new passphrase and that is: transcript ...

... guess which element on a busy screen I actually meant, and it edits the wrong one. Then I'm re-prompting, which is its own iteration tax. Curious how much of your rework is this specific thing versus raw model quality. And what's your fix, crop hard, or describe the element in text? Comment from Alexander Bickov(@bickov): @r_aghababa  SwiftUI is where I feel it worst, no DOM, no Figma, so the agent has only the pixels ... ... thenameisarian  "The absence is the spec" is the perfect way to put the counterfactual case, nothing to point at, so you need before/after or a recording. And yeah, that's the seam: structured point-at-one handles the atomic

... Agent Safety Tool Tired of runaway agents burning your API credits in endless hallucination loops? Kinetic gives you: Real-time entropy & hallucination monitoring Smart auto kill-switches (70% warning 85% auto-kill) One-click atomic "KILL ALL" for your entire fleet Webhooks, detailed telemetry, and audit logs Kinetic stands out with active prevention: real-time entropy monitoring + reliable auto/manual kill switches that stop runaway agents before they drain credits or cause damage. This is the monetizable differentiator. Enterprises ...

... window buttons, plus a spacious/compact density toggle. Under the surface: Edit files in place. Open a file from the diff and change it right there. Real editor, syntax highlighting, find, go-to-line, Cmd+S to save. Atomic writes that keep your line endings and BOM intact. Start a command without it stealing your screen. Hit play in the sidebar and it runs in the background. Click in when you actually want to look. A real welcome screen when nothing ...

... custom autonomous AI agent fleets. Stop expensive runaway agents before they burn your credits. Key Features Live LLM entropy & integrity scoring (detects hallucinations and drift in real time) Smart auto kill-switches (70% warning 85% auto-kill threshold) Atomic fleet-wide "KILL ALL" with proper transaction safety Rich alerts feed: Jailbreaks, Cost Spikes, Tool Misuse, Tone & Toxicity, Drift . Execution Trace Explorer with latency breakdowns Configurable policy engine (Anti-Jailbreak Basic/Aggressive, Cost Guardrail, PII Filter, Latency SLA, etc.) Webhooks ...

... leaked. BurnLink flips the script: make sharing fast, then make the trace disappear. What it does (in plain terms) Encrypts in your browser the server never sees plaintext. Produces a single-use link download once, it s deleted atomically. Detects unfurlers and serves a neutral preview so bots don t accidentally burn links. Optional password + rate limits + Turnstile for extra safety. Open source & self-hostable run it where you actually trust it. A tiny story (so it lands ...

... others existed. Under any real traffic spike, the instances collectively hammered EDGAR well above the rate limit while each individual instance thought it was behaving perfectly. The fix was rebuilding the rate limiter on Upstash Redis: a single shared atomic bucket that all instances hit together. One distributed token bucket, enforced at the union rather than per instance. The lesson: Anything that needs to be true across your entire fleet cannot live in memory on a single instance. I knew ...

... most difficult What are your special tricks for productivity? Comment from Minhajul (Mj)(@minhajulll): Cold shower in the morning even 30 seconds - I know no one would want to try it but it really does help, Make your bed - atomic habits if ykyk, I use a habit tracking app on my phone which encourages me to do more as I don't like breaking a long streak, I write down one task I want to do without fail the next ... ... know me) :D Comment from Blake at Vassant(@blakeatvassant): Even though young people love doing it, I m convinced listening to music while working harms true productivity by forcing your brain to constantly switch between two modes (work mode vs

... spent 6 months paying for shortcuts you took in the first 6 weeks. The cost breakdown is not about the money. It is about the lost features you never got to build. The customers you never acquired. The competitors who passed you while you were debugging. The most expensive code is not the code that broke. It is the code that worked just well enough to keep around while it slowly drained your team's energy. Have you ever ... ... with correlated subqueries. Roles in a separate user_roles table via SECURITY DEFINER has_role() never on profiles. Validation triggers preferred over CHECK for time-based or mutable rules. No changes to reserved schemas (auth, storage, realtime). Saves are atomic

... with Kotlin + Jetpack Compose using MVVM Clean Architecture. The core is a ~400-line C++ JNI bridge that streams tokens directly from raw GGUF models in real-time, handling sampling and full UTF-8 support (yes, emojis too) with atomic thread safety. This JNI bridge was genuinely the hardest engineering challenge I've tackled. Models Supported The app auto-detects your CPU/RAM and recommends the best fit. Supported GGUF models with Q4_K_M quantization include: Qwen ... ... 31MB size is a huge advantage . Most people assume local LLM = heavy and slow. You re breaking that assumption. The phone automation agent is probably your most underrated feature. If it becomes reliable, that s a real differentiator vs

... host these data centres (just kidding). This era totally reminds the 50s or 60s. But some events also remind 40s :/ Comment from Nika(@busmark_w_nika): @tereza_hurtova  In such a case, the person can create an alternative route, or maybe the same. Because what if my copy would like to do the same things as me? (but that is not so likely if my copy will be formed by a different background there will be different possibilities). Comment ... ... experience reading this right now wouldn't feel anything different. You'd still die. The copy would wake up. This is what philosophers call the "teleportation problem." If you step into a machine that destroys you and recreates you atom

... wasn t just to build another state-of-the-art AI agent efficiency tool. Of course we want Scribe to be the best possible at the intelligence layer. But more importantly, we wanted to create something real in the atomic world: a tangible, beautifully textured efficiency tool that people genuinely love to use and appreciate as an aesthetic experience. That s why we spent countless hours obsessing over details most people may never consciously notice the perfect weight balance ... ... supports your thinking and feels delightful in your hands. I m genuinely looking forward to more people getting Flowtica Scribe in their own hands and experiencing its unique charm. If you re into thoughtful hardware that lives in the atomic

... still being accessible to non-technical users. Key features: Powerful drag & drop Page Builder Developer-first CMS + Admin Panel SSR + prerendering support Dark / Light mode + color customization Reusable, independent modules Clean override system for full control over code Atomic Design architecture + CSS Modules Modern stack no legacy code Performance-focused rendering flow Flexible structure for devs and non-technical users This is just v1. The roadmap is big. Nights, weekends, rewrites, production hydration battles, UX/DX improvements - all leading ...

... modern, modular full-stack framework (built with Laravel + Vue/Nuxt ) designed to speed up building websites, CMSs, and web apps - without the pain of legacy CMS systems. Technologies Laravel backend and module logic Vue / Nuxt frontend, SSR, and optimizations Atomic Design + CSS Modules Storybook UI component library What s already working CMS with full admin panel Custom module system Override system extend without touching the core Nuxt + SSR optimized for Core Web Vitals 2000+ backend tests (92% coverage) Live Demo ...

... working on Prestashop, Wordpress or larger Nuxt projects, I kept hitting the same wall: Real apps need more flexibility, feature-based modules, clean structure overrides, and modern, standarized UI. That s why I built Nucleify . What makes it different: Atomic Design structure (bosons, atoms

... widely seen as the best. And Sonnet is definitely a high-quality model. BUT if you re building a SaaS product powered by AI, pricing is important. It directly impacts margins, scalability, and how competitive you can be. If alternatives are only a few percent behind at 3 7x lower cost (+ you can train them to achieve better quality), that gap is hard to ignore. If there is a way to bring Sonnet closer to Haiku pricing, that ... ... Opus and Codex. Less to clean up when finalizing the feature. Fewer bad-coder behaviors like deleting tests that are failing to get a passing test suite. Comment from Sacha MORARD(@sachamorard): @alina_petrova3  I agree! There are alternatives