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Parlor Runs a Full Voice + Vision AI on Your MacBook — No API Key, No Cloud, 2.6 GB Total
Six months ago, running a real-time voice AI locally required an RTX 5090. Now a 2-billion-parameter model on an M3 Pro does voice, vision, and conversation at 83 tokens/sec. That’s the entire pitch behind Parlor — and it’s more impressive than it sounds. Parlor grabbed 265 points on Show HN, landed #6 on bestofshowhn.com’s April… Continue reading
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$300M and 100M Users Later, PixVerse V6 Generates Multi-Shot Films With Audio From One Prompt
Sora died on March 24. Six days later, PixVerse shipped V6. The timing tells you everything about where the AI video market is heading. V6 does something no other commercial model has pulled off: you write one prompt, and it generates a multi-shot short film with synchronized audio. Not silent clips you stitch together in… Continue reading
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PixVerse V6 Does Multi-Shot Video with Native Audio from a Single Prompt — and It’s $0.22 a Clip
One week after OpenAI killed Sora, and two days after LTX 2.3 shipped open-source video+audio generation, PixVerse dropped V6. The timing is deliberate. The AI video market just lost its most hyped player, and PixVerse is sprinting to fill the gap. Here’s what makes V6 different from everything else right now: you type one prompt,… Continue reading
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Parlor runs real-time voice + vision AI on a MacBook — 2.6 GB, zero cloud, zero API keys
Remember that GPT-4o voice demo? Camera on, talking naturally, AI responding in real time. Impressive — except it runs on OpenAI’s servers, costs money per minute, and every frame of your face goes to the cloud. Parlor does the same thing on an M3 Pro. Entirely local. 266 points on Hacker News in a day.… Continue reading
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Parlor puts real-time voice and vision AI on your laptop — 2.6 GB, no cloud, no API keys
Remember when OpenAI demo’d GPT-4o voice mode and everyone lost their minds? Camera on, voice flowing, AI responding in real time. Cool — except it runs on OpenAI’s servers, costs money, and sends your data to the cloud. Parlor does the same thing on your MacBook. Entirely local. What Parlor Actually Does You open a… Continue reading
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Shannon scores 96% on XBOW — most security scanners top out at 30%
Most security tools find problems. Shannon exploits them. That’s not marketing — it’s the architecture. Keygraph’s Shannon is a white-box AI pentester that reads your source code, maps every attack vector, then fires real payloads against your running app. SQL injection, XSS, SSRF, auth bypass — if it can’t actually break in, it doesn’t report… Continue reading
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Shannon (Keygraph) scores 96% on XBOW — the AI pentester that actually hacks your app
Most security scanners find problems. Shannon exploits them. That’s the core difference. Keygraph’s Shannon doesn’t just flag a potential SQL injection and hand you a report full of maybes. It reads your source code, maps the attack surface, then fires real payloads — injection attacks, auth bypass, SSRF, XSS — against your running application. If… Continue reading
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740 Jobs Evaluated, 100 Custom Resumes, 1 Hired — Inside Career-Ops
Santiago Fernández de Valderrama was job hunting. Instead of opening another spreadsheet, he turned Claude Code into a full-blown job search command center. The result: Career-Ops, now sitting at 8.1K GitHub stars and climbing. He used it to evaluate 740+ job offers, generate 100+ tailored resumes, and land a Head of Applied AI role. The… Continue reading
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DeepTutor hit 11K GitHub stars — HKU built what Google NotebookLM should have been
Upload a textbook. Get a personal AI tutor that actually understands the material, generates quizzes, builds knowledge graphs, and reasons through problems step by step — with citations pointing back to the exact page. That’s DeepTutor. Built by HKUDS, the Data Intelligence Lab at the University of Hong Kong, led by Chao Huang. Open-source. Self-hosted.… Continue reading
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awesome-design-md: 16K Stars in 5 Days by Giving AI Agents Something They Never Had — Design Taste
Every developer who’s used an AI coding agent knows the pain. You prompt Claude or Cursor to build a dashboard, and what comes back works — technically. But it looks like a 2014 Bootstrap template. Default blues, generic spacing, boxy cards with no visual hierarchy. The code runs. The UI screams “a robot made this.”… Continue reading
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