... system and turn parts of it into focused regression tests automatically. Curious whether others are already using legacy-code testing techniques for vibe-coded projects. Comment from Yolanda S.(@yolanda_c_schneider): Golden master testing seems like a good vit for vibe-coded apps because the expected behavior can matter more than understanding every implementation detail. Comment from Okechukwu Anya(@okeany): Contract test tend to ensure that the behavior of the functionalities is according to expectation. This keeps any further ...

... return value of the function that was supposed to write it. One of those can lie to you and the other cannot. Curious whether anyone has something better than case by case paranoia here. Comment from Viktar Patotski(@xp_vit): Ours is a spreadsheet. We built the financial model in Excel first, until it was complicated and correct, and only then wrote the code. The sheet is the second arm. When the code and the sheet disagree about runway ... ... write to check a thing inherits the assumption you are checking. How do you keep the control from being written by the same head as the thing? That is where I get stuck. Comment from Serdar D(@serdarships): @xp_vit

... wrong, it is a normal number in a normal range. So which one did you measure wrong? Not on purpose for a deck. The one where you found out later the definition had moved. Comment from Viktar Patotski(@xp_vit): @albert_nelson1  Who counts as a customer is the worst one, because both versions are defensible. Free trial with a card on file, is that a customer? I can argue it both ways. What did you do after ...

... right-click any clip see visually related footage. - Duplicate / retake detection automatically flags near-identical takes so you can clean up your bin. The catch? There isn't one. Everything runs locally . We use a CLIP model (open_clip ViT-B-32) to embed sampled frames and your text query into vectors and those vectors live entirely on your device (IndexedDB). Your footage never gets uploaded, stored, or indexed by anyone but you. Under the hood - New self-hosted `clip ...

... Vision Transformers waste 90% of their compute recalculating stationary asphalt. NeuroFlow tracks semantic surprise in embedding space, physically eliminating background tokens before the encoder. Result: 55.8x wall-clock speedup for ViTs on high-res video (1792p) with 97% fidelity. No fine-tuning required. NeuroFlow is a dynamic routing framework for Vision Transformer video inference. It exploits temporal redundancy by tracking per-patch embedding-distance threshold via an Exponential Moving Average (EMA) of patch-level embeddings, effectively answering the architectural ...

... copie les mots, pas les cicatrices. Elle peut crire "handicap devient arme" mais elle l a pas v cu. Moi 40 ans de "je repasse demain" sans 1 . a IA peut pas faker. Ya Fattah : Le vrai se vit, le faux se g n re. Comment from Ghost Kitty(@ghost-kitty-9793220): Comment Deleted Comment from Aadarsh(@aadarshpixel): Launching Cairn today as a 17 year old solo founder with $0. No paid hunters, no ad budget, just showing up in threads like this ...

... dungeon reacts to them. As knights grow stronger, harder monsters emerge. The ecosystem scales in real time. COREKNIGHT STAT SYSTEM Every knight runs a full derived stat model:   Base Stats      STR AGI VIT AUR INT   Combat Stats    ATK DEF SPD DODGE PARRY BLOCK   Body Traits      VISION LUNG GRIP BALANCE ENDURANCE REFLEX   Aura Influence  AURA INSTINCT FLOW CONTROL AURA VISION AURA PRESSURE Stats unlock dynamically. ENDURANCE only appears ... ... VIT

... Product Hunt! I'm Brad, the creator of Vitly. I built this because I was tired of the same frustrating pattern: "We should hang out!" 47 messages later "Maybe next week?" The Problem We Solved: Coordination chaos - Group chats are where plans go to die Hidden unfairness - One person always drives 45 minutes while others walk 5 Decision paralysis - Too many options, no one wants to pick and be wrong Starting from scratch - Every meetup requires the same exhausting process ...

... Portfolio: https://nosheenkanwal.me LinkedIn: www.linkedin.com/in/nosheen-kanwal Comment from Ibe Godswill(@ibe_godswill): hello @fmerian are Thier more open roles Comment from Jalal Nasser(@jalalnasser): looking for work: Web developer "NextJS, WordPress, HTML, PHP", Api integration, AI, translation, Next React, Vit, Native React Roles: not sure full-time, part-time, freelance Languages: Arabic, English How to get in touch: https://www.linkedin.com/in/jala... Comment from Nika(@busmark_w_nika): Just out of curiosity: Do you filter these manually? How much time ...

... Recently, I've been impressed by tools like Notion, they feel crafted by people who actually use their own products daily. Every friction point has been smoothed out through real experience. Human-centered design isn't about adding personality,vit's about removing barriers between intention and action. Comment from Daniel(@dan16): At the end of the day AI can not understand and replicate the fine lines of humor, cultural topics, and true human invention. It s spits out what ...

... their profile? Comment from Elena Oprea(@elena_opreag): I found a great resource on the website of @savian_boroanca He listed some very important points, check it here: https://savianboroanca.com/my-se... Comment from Savian Boroanca(@savian_boroanca): @xp_vit, if you are planning to launch and need some assistance, DM me anytime ...