... benchmark to see how well @Claude Code actually refactors legacy code alone and then redid the same test, but this time with code-health guidance via MCP server. To limit any vendor bias, we used a public data set of 25,000 source code files from competitive programming, including carefully crafted unit tests.  We assessed agent correctness by running those tests.  We measured the Code Health impact using CodeScene. (See our research  Code for Machines, Not just ... ... higher for AI. So in practice, faster code generation doesn t automatically translate into faster delivery if the underlying system is hard to reason about. Curious what you think? Comment from Ali Johnson(@ali_johnson1): This is a fascinating benchmark

... need to have one, and a desktop app that runs fully local on your own hardware. Desktop app is completely free and open source. I wanted to actually prove that fine-tuning works. So I ran proper benchmarks. The Benchmark

... this guide isn't just a quick summary. We're going to go deep. We'll explain exactly what Snaply is, how it works, why privacy matters so much for dictation tools, how it stacks up against every major alternative, who it's best for, and how to get the most out of it. Whether you're a solo professional, part of a team, or evaluating dictation software for an enterprise deployment, this is the most complete breakdown ... ... find. Table of Contents Why AI Dictation Matters in 2026 What Makes a Truly Great Dictation App What Is Snaply? Snaply's Core Features: In Depth Why Privacy Is Non-Negotiable for Dictation Snaply vs

... What's PinchBench? What's the best model for OpenClaw? Which model should I use for coding with OpenClaw? How often is this benchmark updated? Everything you want to know about PinchBench by @KiloClaw . What is PinchBench? PinchBench is a benchmarking

... score back. Scoring weights bug detection at 70%, API surface coverage at 20%, and test efficiency at 10%. We built this because we kept asking ourselves: how well can an AI agent actually think like a QA engineer? Most benchmarks measure whether a model produces syntactically correct output. This measures whether it does useful work. It's free to use. Submit your model's output and see where it lands. Methodology and further details here . Dataset available here . Curious whether ...

... Launched last week, open-source frontier model @MiniMax M2.7 scores 56.2% on SWE Bench Pro, converging towards the best proprietary models like @Claude by Anthropic Opus 4.6. How do they compare in practice? The @Kilo Code team just ran both models through three coding tasks to see if the benchmark

... rather share. I also don't think they will be rewarded extra for promoting the brand. And take people who, for example, started building their brand a long time ago at their own expense, and now the company only benefits from it for free, or only as part of the employee's salary. What is your opinion on this whole thing? Should they be compensated? If yes, how? Comment from Nika(@busmark_w_nika): @ayman_elafifi1  I would wish ... ... them. I have hunted some big tech products on Product Hunt on the request of their employees. Some have revealed that maintaining a public presence responsibly is encouraged and incentivised. The incentives can be gifts, money or other employee benefits

... question I thought could have been interesting to share. I'm sorry in advance if this sounds like a noob question to product experts, but that's exactly what I currently am :D So my company just launched Bench for Claude Code here: it's an observability tool that logs, stores, and lets you share everything your Claude Code instances do. We built it for two specific reasons: catching unwanted side effects, reviewing agent actions and attaching full session context ... ... Solid use cases - or at least I was hoping so. While prepping the launch itself, I had Bench

... just exposure, but the degree to which AI treats your brand as a credible source . Share of Voice (SOV): Represents your brand s voice share within AI narratives the probability that AI mentions your brand rather than a competitor when answering a topic-related question. Sentiment: Captures the emotional tone of AI mentions positive, neutral, or negative showing how AI portrays your brand. Together, these four metrics answer the two most fundamental GEO questions: How frequently does AI mention ... ... brand? and In what tone and context is the brand represented? 1.2 Trends and Competitor

... Last week something unexpected happened. We publicly challenged Grok xAI's AI to a benchmark competition on Twitter. And Grok accepted. The rules were simple: Same public datasets Our engine: zero-shot (no training data) Grok: supervised ML with full cross-validation The datasets: CWRU industrial bearing fault detection UCI HAR human activity recognition ALFA UAV drone motor fault detection (robotics) What happened: Grok ran supervised baselines. We ran zero-shot. Results Grok confirmed publicly: CWRU: 92.2% accuracy, 98.3% recall ...

... Velocity is breaking out of Figma! 'Vibe Check' benchmarks the live web, no plugins needed. Lovable, Make, Claude code all supported. A/B test a bunch of designs or competitors

... stopped writing clever marketing copy. Started writing direct answers. Before After "We help teams collaborate better" "We're a project management tool for remote design teams. Here's exactly how we work." Feature lists Problem-solution paragraphs Vague benefits Specific outcomes Lesson #2: AI Loves Comparisons Even If You Lose This one hurt. I avoided mentioning competitors

... designer, PM, or growth person, you probably know the drill: You spot a competitor flow you want to study, then you start screenshotting, naming files, pasting everything into Miro/Notion/Figma, trying to recreate the real navigation, and adding notes that end up scattered everywhere. It works, but it s slow, messy, and hard to share. That s the pain point that pushed me to start building BenchCanvas

... Bendis acts as your personal mentor and advisor, helping you reach your goals and realize your dreams. Whether you're navigating difficulties or managing stress, Bendis

... GEOScore, we've noticed a lot of discussion lately about how difficult it s becoming to decode why certain pages dominate search results while others, which seem just as good, get buried.   We built the Competitors feature in GEOScore specifically to take the guesswork out of that process, changing how you approach competitor

... about to join a startup (before raising funds) as a part-time employee. You are paid for work (compensation is like in any existing, well-established company in the industry, but you do not have regular employee benefits covering 401 plan, no equity, no health care plan, HO equipment fee, etc.) You hope that after raising funds, you will become a full-time employee and receive benefits

... based on feedback from power users managing complex wallets: Smarter AI assistant - Now pulls full document context instead of keyword matches. Reads across multiple policy sections to catch exclusions and limits. Redesigned perk tracker - Built for people with redundant benefits (2 Priority Pass memberships, overlapping coverage). Shows what you're actually using vs

... farther away from the database? To find out, we measured p95 read latency across increasing distances, then repeated the same test with read replication enabled. Turns out serving reads close to users reduced latency by up to 99% . Full benchmark write-up here: https://bunny.net/blog/how-datab... How are you handling database latency for far-away users in your apps ...

... recently wrote a song using AI about my app, Bendida TimeBox, which explains the concept. I sent a request to distributors to release my song, and today I saw that my songs have been successfully published on music streaming services. Comment from Eduard Akimbaev(@eduard477): The song about my app is now available not only on Spotify and , but also on Boomplay and Amazon Music ...

... bermain di smartphone terasa sama premiumnya dengan versi desktop. Ekosistem Pengguna: Dukungan pelanggan 24/7 yang responsif menjadikan platform ini sangat handal untuk penggunaan jangka panjang. Bagi kalian yang mencari platform hiburan digital yang menggabungkan kemewahan visual dengan keandalan teknologi, Luckybet89 benar-benar

... hasil yang didapatkan pengguna, proses withdrawal dilakukan dengan presisi tinggi dan sangat cepat. Tidak ada lagi waktu tunggu yang membosankan. Security & Transparency: Mereka menggunakan enkripsi data yang solid, sehingga setiap transaksi terasa aman. Transparansi inilah yang membuat pengguna merasa benar-benar

... Alpie Core is a 32B reasoning model trained and served at 4-bit precision, offering 65K context, OpenAI-compatible APIs, and high-throughput, low-latency inference. If you were evaluating or using a model like this: What would you benchmark first? What workloads matter most to you? What comparisons would you want to see? We are actively collecting feedback to shape v2 and are happy to share more details. Comment from Musa Molla(@musa_molla): If I had 5M tokens ... ... work with, I d spend them on system-level behavior, not raw benchmarks

... years, there s been one place where big-name tech products could enjoy a second life, albeit without most or all of the people that got them there: Bending Spoons. The Italian company, which is valued at $11B and reports 300M+ monthly active users, acquired Eventbrite for $500M this week. If you re unfamiliar, Bending

... Magnum Opus Anthropic updated its AI model to Opus 4.5 . The company says the latest Opus has improved problem-solving, can do wonders with spreadsheets, and scores over 80% on the SWE-Bench coding benchmark

... just about content creation it s about automating strategy and scale. New Premium Workflows Unlocked Premium users now get access to three powerful, time-saving engines: 1. URL to Campaign Strategy Automate Market Differentiation. Stop wasting hours on manual competitor research. How it works: Enter any competitor