Delete Correction Hints to Stop Model Hedging
One engineering decision in GigaML's hallucination correction system is easy to overlook but changes everything: correction hints are deleted after each use. When the detector catches a hallucination, it creates a note about what went wrong. That note is used to repair the current response. Then it is gone. It does not carry into the next turn. In early experiments, leaving that metadata in the conversation state caused the model to start hedging on everything. "I believe..." "If I'm not mistaken..." The model was interpreting its own correction history as a reason to be less confident about all future answers. Hedging rates doubled. This maps to well-documented research. Models that are challenged mid-conversation flip their answers nearly half the time and lose accuracy by up to 27%, even when their original answer was correct. Correction signals that persist in context degrade the turns that follow. The fix is precise and temporary: patch the spoken output, then clear the signal. The agent corrects one error and resumes with full confidence. Across 1.2 million live turns, false positives stayed under 0.3%.
Thine AI Turns Reactive Help Into Proactive Intelligence
the AI industry has a prompting problem. every tool assumes the user knows exactly what to ask and when to ask it. thine flips that. it observes, connects, and surfaces things before you even realize you need them. that's proactive...
Lock a Single Face Across All AI Video Clips
This is kind of insane. I just found the fix for every AI video creator's biggest headache. Bach lets you upload one photo, AI locks that face across every clip. Same face, same skin, same eyes and no drift, no reshoot, no fixing...
Moms' 17‑Hour Week Sparks AI‑Powered Solution Challenge
Most moms spend 17 hours a week just coordinating family life. Nori, the world's first Family AI, is doing something about it this Mother's Day. The challenge is called "Mom Dreams It, We Create It with AI." Here's how it works: Moms post the...
Cut Claude Code Costs by up to 55% with WozCode
Switched from Copilot to Claude Code two months ago. The capability jump was real. The bill was a horror show. I assumed that was just the price of using a better tool. It isn't. Vanilla Claude Code is structurally inefficient. Too many...
Multi‑agent AI Beats Solo Models on Tough Queries
Single-model AI is dead for hard questions. @amereidxyz just launched Serno which instantly assembles a full multi-agent team of the best frontier models. Think top strategists, analysts, economists… They debate every angle, pressure-test evidence, and ship a verdict you can actually defend. Built for...
Serno: AI Canvas Where Claude, GPT, Gemini Debate
Serno just dropped and it's the first AI tool that doesn't feel like a chatbot. It's a canvas. With a team of expert personas. Who debate before they answer you. Claude, GPT, and Gemini all run the same question side by side. Here's...
Speak Requirements, AI Generates PRD Instantly
This is genuinely wild. Rezonant just dropped a PM layer for Claude Code and Cursor and it might be the end of spec docs. Record your screen, talk through what you want built, and it generates a structured PRD your AI coding...
India's Deep-Tech Startup Crafts Next-Gen Sleep System
This is wild. Look at how seriously the Indian deep-tech scene is taking sleep now: > bed senses your sleep stage in real time > auto-cools when you hit deep sleep > auto-elevates when it detects snoring > tracks HRV, RHR, breathing without a wearable >...
No-Code AI Agents Automate My Entire Workflow
Ok this is wild. I just built a team of 5 AI agents in plain English. No code. > Inbox agent replying to emails in my tone 24/7 > Research agent pulling competitor intel every morning > Calendar agent booking and rescheduling meetings > Content...
Design Custom Homes Instantly with Free AI Tool
I just found the easiest way to design a custom home. Drafted lets you draw any shape, AI builds the rest. Professional plans, unlimited layouts, realistic 3D models, and all in real time. Best part: 100% free. https://t.co/xdzI8QOkNJ
Atlas Turns Any Topic Into Walkable Visual Maps
This is genuinely impressive. Gauth just dropped Atlas and it might be the end of textbooks. Type any topic like "Silk Road," "how a camera works," "fall of Constantinople" and it builds you a hand-drawn, interactive visual world you can walk through. No...
Kilo Code V7 Launches with Advanced AI Coding Tools
Kilo Code v7 just launched on Product Hunt. @kilocode rebuilt the entire VS Code extension on OpenCode server now packing: - Parallel agents - Inline diff reviewer - Multi-model comparisons - Subagent delegation The ultimate all-in-one agentic engineering platform just got way more powerful. #1 on OpenRouter,...
Fintech Founder Personally Saves Users After Platform Collapse
Class act in a tough moment. Parker Card just shut down and @defyneric from @FlexSuperApp is personally stepping in to onboard every affected user. No corporate fluff. Straight to DMs. Luxury business banking built for the long term “next decade and beyond” level commitment. If...
AI Image API Understands Brief, Eliminates Prompt Engineering
I just watched a single API call replace an entire creative team's workflow. @LumaLabsAI shipped Uni-1. It is the first image API that thinks before it generates. Here is what that actually means. Every other image model treats your prompt like a search...
Free AI Room Designer Lets You Visualize Homes Instantly
Free AI room design just dropped. @Maketplans now lets anyone draw from scratch for FREE no paywall, no limits. The full workflow: > Sketch your space directly on the canvas (exact dimensions & layout) > Drag & drop furniture from the toolbar to furnish...
Cross‑Device Handoff Untethers AI Coding with TRAE SOLO
TRAE SOLO Mobile is here, and it changes how AI coding works. the killer feature isn't the mobile app itself. it's the cross-device handoff. assign a Cloud task from your phone. open the desktop or web app. the agent is already running, with full context,...
AI-Powered Website Chat Doubles Conversions, Boosts Leads
This is the future of websites. Interact AI is a new interface that actually talks to every visitor the second they land. No more static pages. No more demo forms or waiting for sales. It answers questions, showcases your product, and gets smarter with...
AI Turns Marketing Into One-Click Viral Machine
This is terrifying. Look at how easy it is to do marketing now: > upload your website link > describe your AI influencer > get 1000s of viral content made for you > post straight to TikTok, Instagram and YouTube...
Unlock Google NotebookLM: 10 Prompts for Faster Learning
GOOGLE QUIETLY BUILT THE SMARTEST LEARNING TOOL ON THE INTERNET Google's NotebookLM has been free for months and it's better than any tutor I've ever paid for. But 90% of people are using it completely wrong. I'll give you 10 NotebookLM prompts to...
One Extension Turns Browser Into 30‑Engine Reverse Image Search
There's a browser extension that turns your browser into a reverse image search machine across 30+ engines. You literally right-click any image and pick where to search. That's it. It handles everything: - Works on Chrome, Firefox, Edge, Safari, and even iOS - Searches Google,...
Self‑hosted Immich Replaces Paid Cloud Photo Services
Google Photos charges $3/month after 15GB. iCloud charges $1/month and scans your images. Amazon Photos bundles you into Prime. Someone open-sourced a Google Photos clone that runs on your own hardware for $0. And no company can delete your memories. It's called Immich. Here's what...
Free, Cross‑platform Screen Recorder Adds Auto‑zoom Polish
If you make coding projects, product walkthroughs, tutorials, YouTube content, or demo videos, you have probably hit the same wall: Raw screen recordings look amateur. Cursors jitter. Clicks have no emphasis. Backgrounds are ugly. Zooms have to be added in post. The standard...
Deleted ChatGPT Chats Still Stored, Court Orders Disclosure
Every ChatGPT conversation you ever deleted is still saved on a server. Not a guess. Not a theory. A federal judge ordered OpenAI to preserve every chat, even the ones you deleted, from May to September 2025. 20 million ChatGPT logs were ordered...
GPT-IMAGE-2 Launches: All‑In‑One Visual & Audio AI
Good news, GPT-IMAGE-2 are now live on @GlbGPT This is not another “AI tool directory” update. You can now create images, posters, comics, cinematic shots, and AI videos with physics + native audio from one workspace. https://t.co/vM8cwrzGiv
AI Becomes a Behind‑the‑scenes Tool for Creators
Studios are quietly moving past the "AI experiment" phase. Obsidian Studio is a good example. They're shipping work with Longchamp and Beyond Noise not as AI demos, but as actual commercial productions. The setup isn't what you'd expect: → Storyboard artists, cinematographers, and...
AI-Powered Premarket Scanner Delivers Daily Trade Signals
Ok this is wild. Claude can now watch the stock market 24/7 I just built a premarket scanner that every day at 8:30 ET: > Heat grid of 26 AI names across 6 sub-stacks (chips, power, hyperscalers, foundry, memory, infra) > Which sub-stack...
Claude Now Creates Professional Videos From a Single Prompt
The Pika x Claude MCP integration is wild. 26 video skills now sit inside Claude. No editing software. No timeline. No render queue. Drop a GitHub URL → get a walkthrough video with a lip-synced presenter and captions. Hand it a topic →...
Open‑Source Protocol Turns Reactive AI Agents Proactive
A team just open-sourced the missing layer that turns reactive AI agents into proactive ones. It's called World2Agent Protocol (W2A). Think of it as MCP, but for perception. Your agent stops waiting for prompts and starts perceiving the real world like a...
Ling‑2.6‑1T Delivers Better Results With Minimal Reasoning
Ling-2.6-1T is interesting because it’s built to do more with less. It can give better results without needing long, detailed reasoning steps, which a lot of teams will find helpful.
AI-Powered Platform Generates Full GTM Stack Instantly
The music is about to stop.Vibe coding rewired software. Vibe marketing is about to rewrite everything else. Lantern just dropped the first real platform: 50+ agents running on a full Revenue Ontology. Feed it a creative brief → get personalized campaigns, ABM...
China Releases Trillion‑parameter Model, Out‑efficiency US Rivals
China just open-sourced a trillion-parameter model that burns fewer tokens than your favorite "efficient" US model. Ling-2.6-1T is now public, inspectable, and benchmarkable. The closed-model moat just got smaller. https://t.co/88jM7qsmh5
AI Dev Tools Build Full Traffic Simulator in 100 Seconds
This is straight-up insane 🔥 Opus 4.7 + Kilo CLI just one-shotted a full traffic simulator with live metrics, rerouting, traffic lights, congestion handling in under 100 seconds. Dev tools have officially entered god mode.
Opera Neon: Fully Autonomous AI Browser Handles Tasks Alone
Wow... Opera just built a browser that runs your computer for you. It's called Opera Neon. A fully autonomous AI agent that fills forms, replies to emails, organizes files, and does deep research while you sleep. No prompts. No babysitting. Just open...
Freepik Rebrands as Magnific, Serving Millions Worldwide
Freepik just changed its name to @magnific. Here are some big numbers: • Over 1 million people pay for it. • Over 100 million people visit every month. • Over 175 million images and videos get made each month.
HappyHorse 1.0 Delivers Cinematic Text‑to‑Video Magic
This HappyHorse 1.0 demo on @WayinVideo is actually cinematic gold. From starry beach horse to full fantasy ride through enchanted gardens text-to-video just hit another level.
Unified Employee Data Makes SOC 2 Compliance Effortless
Hot take: compliance feels complex because of how it gets handled. SOC 2 turns painful when teams try to recreate reality inside a compliance tool using integrations, exports, and manual checks. That’s what turns it into a second job. @Rippling takes a different...
DeepSeek V4 Launches on ZenMux: Free, Powerful, Ultra‑cheap
DeepSeek V4 just went live on ZenMux with free versions at launch. Same coding power as Claude Opus 4.7. 7x cheaper on Pro. 90x cheaper on Flash. 1M native context. MIT licensed. Here's how to swap it into Claude Code in 3 minutes 👇...
Jared IRL: AI Coworker Replaces Assistants, Everywhere
This is actually wild. Not another prompt-based assistant, an actual AI employee that lives in your Slack, joins your stand-ups, remembers context, brainstorms with the team, and works while you sleep. Jared IRL feels like the first real step toward AI teammates...
Create Playable Browser Games From Simple Text Prompts
Wow... A YC-backed startup just turned game development into a single text box. It's called CodeWisp. Type what you want and it gives you a playable game right in your browser. No Unity. No Godot. No 5 years of tutorials. Just describe...
Lightricks Launches AI Video HDR Generation
FINALLY: Lightricks just did the unthinkable. They just shipped HDR generation for AI video. Highlights hold. Shadows breathe. Footage finally grades. Resolution was never the problem. Dynamic range was. https://t.co/SY23Fy6zeS
Free Pinterest-Style
Wow... Someone built the Pinterest of AI image prompts and it's 100% free. It's called MeiGen. A massive gallery of viral prompts for GPT Image 2, Nano Banana 2, Seedance 2.0, Veo 3.1, and Midjourney all in one place. No prompt engineering....
Seedance 2.0 Offers Unlimited Free Video Generation
Seedance 2.0 is now completely free to use. It's available on GlobalGPT and it's the same model ByteDance charges premium pricing for, except now you can generate unlimited videos without paying a cent. No credits system. No watermark. No 5-second teaser clips...
Auto‑configure Claude Code with Official Setup Plugin
Stop using Claude Code without this plugin. There's an official Anthropic plugin called claude-code-setup. It scans your entire project and tells you exactly what to activate. → Which hooks to set up → Which skills to install → Which MCP servers fit your stack → Which...
Medeo Launches Free Instant Image‑to‑Video Conversion
Medeo now lets you use its Image-to-Video tool for free. Just upload a picture, and it will turn into a video in a few seconds.
1T‑parameter AntLingAGI Delivers 7B‑speed
Ok this feels like cheating. AntLingAGI dropped a 1T parameter model that runs like it's 7B. No reasoning-model delay. No 40-second thinking spiral. Just instant answers at frontier scale. Free on OpenRouter starting tonight for a full week. Here's what I found after testing...
One Query, Instant Answers: End Tab Overload
This is the exact pain every product builder lives with daily 😂 Scattered notes everywhere + constant research doomscrolling = death by 1000 tabs. Hermes × ByteRover just turned that into “ask once → answer before you finish typing” This stack is...
Async Benchmark Shows Voice AI Still Fundamentally Broken
Async just dropped a benchmark that exposes why every voice AI still sounds broken. 81.2% sentence-level accuracy on inline text normalization. Zero preprocessing. Zero rewriting. Pure streaming. The entire voice agent stack everyone's been building for 2 years is now legacy code.
Open‑Source Platform Enables Self‑Improving AI Agents
Goodbye agents that silently hallucinate in production. Future AGI just open-sourced a full platform that makes AI agents self-improve... and it's wild. You literally plug in your agent and it traces, evaluates, simulates, guardrails, and optimizes it. That's it. It handles everything: - Traces across...
Open‑weight Coding Finally Beats Closed‑source Pricing
BytePlus just shipped Opus 4.6-level coding for $10/month. GLM-5.1, MIT-licensed, 8-hour autonomous agent runs, 6 frontier models on auto smart routing, plugs into Claude Code, Cursor, and TRAE. This is the moment open-weight coding caught closed-source pricing and undercut it. Here's the full...