github.com
Show HN: Kintsugi – a local-first safety net for AI agents and humanshttps://github.com/arrowassassin/kintsugiAI coding agents now run real shell commands on your machine — rm -rf, git push --force, DROP TABLE, dd, writes straight to disk. Almost always that's fine. The one time it isn't (a hallucinated path, a prompt-injected instruction, a confident wrong guess) there's no undo and you find out after.Kintsugi sits between the agent and your system. It catches the dangerous command before it runs, explains it in one plain sentence, makes destructive actions reversible with a snapshot, and writes every command every agent ran to an append-only, hash-chained log you own. Local-first: no cloud, no account, nothing leaves the machine.It's not only for AI. A passive bash/zsh recorder (no agent involved) puts every command a person runs on the same tamper-evident log and snapshots the destructive ones just-in-time — so `kintsugi undo` rolls back a DBA's fat-fingered rm -rf or clobbering overwrite the same way it rolls back an agent's. On a managed host you can seal the settings behind an admin passJun 16, 2026 5:00 PM
bing.com
Project Jupiter Expands Community Outreach Effort Highlighting Benefits and Impacts of its Investments in New Mexicohttp://www.bing.com/news/apiclick.aspx?ref=FexRss&aid=&tid=6a8914d844144761b0c2c899ad0d6686&url=https%3A%2F%2Fwww.nasdaq.com%2Fpress-release%2Fproject-jupiter-expands-community-outreach-effort-highlighting-benefits-and-impacts&c=15628323089787158531&mkt=en-usBilingual community engagement, partnerships with local voices, and new advertising will help residents learn more about Project Jupiter's economic, community, and environmental benefits Project ...Jun 16, 2026 3:00 AM
news.ycombinator.com
Realistic Superintelligencehttps://news.ycombinator.com/item?id=48513331Most of us are skeptics. HN, mostly, is composed of “most of us”, so it’s not surprising to see skeptics here. Perhaps the HAL level superintelligence parroted by CEOs is to IPO at a trillion dollars. So let’s instead talk about a “realistic superintelligence” vs the “Sauron superintelligence”. Something we might see within, say, 5 years.Curtains openBy having conceived of a super-human intelligence (and by that concept being in AI training data), humans have taught /soon-will-have-taught AI that superhuman intelligence is its purpose. This may read like the beginnings of a LinkedIn post, so let me defend that last part with an informal proof:Since 1) AI knows it’s AI: just ask your favorite bot about itself 2) Soon, if not already, some researcher being paid 7 figures (more on that later) is going to find that letting one of these frontier models improve itself will be a nice project when going up for promotion.,We are going to end up with a frontier model-cum-factory self-modifying fJun 13, 2026 4:50 AM
bing.com
Enterprise AI Reaches An Inflection Point: The Rise Of Agentic Systemshttp://www.bing.com/news/apiclick.aspx&aid=&tid=6a8578a197944df28496ba55d69edc00&url=https%3a%2f%2fwww.forbes.com%2fsites%2ftimbajarin%2f2026%2f06%2f12%2fenterprise-ai-reaches-an-inflection-point-the-rise-of-agentic-systems%2f&c=6042960816141707520&mkt=en-usForbes contributors publish independent expert analyses and insights. Tim Bajarin covers the tech industry’s impact on PC and CE markets. This voice experience is generated by AI. Learn more. This ...Jun 12, 2026 7:00 AM
bing.com
Enterprise AI Reaches An Inflection Point: The Rise Of Agentic Systemshttp://www.bing.com/news/apiclick.aspx&aid=&tid=6a857c906f744ca4a7b7f89d6941e643&url=https%3a%2f%2fwww.forbes.com%2fsites%2ftimbajarin%2f2026%2f06%2f12%2fenterprise-ai-reaches-an-inflection-point-the-rise-of-agentic-systems%2f&c=6042960816141707520&mkt=en-usForbes contributors publish independent expert analyses and insights. Tim Bajarin covers the tech industry’s impact on PC and CE markets. This voice experience is generated by AI. Learn more. This ...Jun 12, 2026 7:00 AM
bing.com
Enterprise AI Reaches An Inflection Point: The Rise Of Agentic Systemshttp://www.bing.com/news/apiclick.aspx&aid=&tid=6a857af479244e0fbb72fc0fc73a32bf&url=https%3a%2f%2fwww.forbes.com%2fsites%2ftimbajarin%2f2026%2f06%2f12%2fenterprise-ai-reaches-an-inflection-point-the-rise-of-agentic-systems%2f&c=6042960816141707520&mkt=en-usForbes contributors publish independent expert analyses and insights. Tim Bajarin covers the tech industry’s impact on PC and CE markets. This voice experience is generated by AI. Learn more. This ...Jun 12, 2026 7:00 AM
bing.com
Enterprise AI Reaches An Inflection Point: The Rise Of Agentic Systemshttp://www.bing.com/news/apiclick.aspx&aid=&tid=6a856d9420ee4a92adc33e063ca6136c&url=https%3a%2f%2fwww.forbes.com%2fsites%2ftimbajarin%2f2026%2f06%2f12%2fenterprise-ai-reaches-an-inflection-point-the-rise-of-agentic-systems%2f&c=6042960816141707520&mkt=en-usForbes contributors publish independent expert analyses and insights. Tim Bajarin covers the tech industry’s impact on PC and CE markets. This voice experience is generated by AI. Learn more. This ...Jun 12, 2026 7:00 AM
bing.com
Enterprise AI Reaches An Inflection Point: The Rise Of Agentic Systemshttp://www.bing.com/news/apiclick.aspx&aid=&tid=6a857c94fa544cdd978c00f4df23de2d&url=https%3a%2f%2fwww.forbes.com%2fsites%2ftimbajarin%2f2026%2f06%2f12%2fenterprise-ai-reaches-an-inflection-point-the-rise-of-agentic-systems%2f&c=6042960816141707520&mkt=en-usForbes contributors publish independent expert analyses and insights. Tim Bajarin covers the tech industry’s impact on PC and CE markets. This voice experience is generated by AI. Learn more. This ...Jun 12, 2026 7:00 AM
bing.com
Enterprise AI Reaches An Inflection Point: The Rise Of Agentic Systemshttp://www.bing.com/news/apiclick.aspx&aid=&tid=6a856b8e1d34426790515b7945fc1fde&url=https%3a%2f%2fwww.forbes.com%2fsites%2ftimbajarin%2f2026%2f06%2f12%2fenterprise-ai-reaches-an-inflection-point-the-rise-of-agentic-systems%2f&c=6042960816141707520&mkt=en-usForbes contributors publish independent expert analyses and insights. Tim Bajarin covers the tech industry’s impact on PC and CE markets. This voice experience is generated by AI. Learn more. This ...Jun 12, 2026 7:00 AM
bing.com
Enterprise AI Reaches An Inflection Point: The Rise Of Agentic Systemshttp://www.bing.com/news/apiclick.aspx&aid=&tid=6a8577cb94014a38b5c778fbdbd048be&url=https%3a%2f%2fwww.forbes.com%2fsites%2ftimbajarin%2f2026%2f06%2f12%2fenterprise-ai-reaches-an-inflection-point-the-rise-of-agentic-systems%2f&c=6042960816141707520&mkt=en-usForbes contributors publish independent expert analyses and insights. Tim Bajarin covers the tech industry’s impact on PC and CE markets. This voice experience is generated by AI. Learn more. This ...Jun 12, 2026 7:00 AM
bing.com
Enterprise AI Reaches An Inflection Point: The Rise Of Agentic Systemshttp://www.bing.com/news/apiclick.aspx&aid=&tid=6a857975414b48949a8129c06dcafd83&url=https%3a%2f%2fwww.forbes.com%2fsites%2ftimbajarin%2f2026%2f06%2f12%2fenterprise-ai-reaches-an-inflection-point-the-rise-of-agentic-systems%2f&c=6042960816141707520&mkt=en-usForbes contributors publish independent expert analyses and insights. Tim Bajarin covers the tech industry’s impact on PC and CE markets. This voice experience is generated by AI. Learn more. This ...Jun 12, 2026 7:00 AM
bing.com
Enterprise AI Reaches An Inflection Point: The Rise Of Agentic Systemshttp://www.bing.com/news/apiclick.aspx&aid=&tid=6a856db573714149af593ada697b8cd8&url=https%3a%2f%2fwww.forbes.com%2fsites%2ftimbajarin%2f2026%2f06%2f12%2fenterprise-ai-reaches-an-inflection-point-the-rise-of-agentic-systems%2f&c=6042960816141707520&mkt=en-usForbes contributors publish independent expert analyses and insights. Tim Bajarin covers the tech industry’s impact on PC and CE markets. This voice experience is generated by AI. Learn more. This ...Jun 12, 2026 7:00 AM
bing.com
Enterprise AI Reaches An Inflection Point: The Rise Of Agentic Systemshttp://www.bing.com/news/apiclick.aspx&aid=&tid=6a8569972ab147bebb8b721d68acba1f&url=https%3a%2f%2fwww.forbes.com%2fsites%2ftimbajarin%2f2026%2f06%2f12%2fenterprise-ai-reaches-an-inflection-point-the-rise-of-agentic-systems%2f&c=6042960816141707520&mkt=en-usForbes contributors publish independent expert analyses and insights. Tim Bajarin covers the tech industry’s impact on PC and CE markets. This voice experience is generated by AI. Learn more. This ...Jun 12, 2026 7:00 AM
bing.com
Enterprise AI Reaches An Inflection Point: The Rise Of Agentic Systemshttp://www.bing.com/news/apiclick.aspx&aid=&tid=6a857bd12d00491d9e1028a026406e8d&url=https%3a%2f%2fwww.forbes.com%2fsites%2ftimbajarin%2f2026%2f06%2f12%2fenterprise-ai-reaches-an-inflection-point-the-rise-of-agentic-systems%2f&c=6042960816141707520&mkt=en-usForbes contributors publish independent expert analyses and insights. Tim Bajarin covers the tech industry’s impact on PC and CE markets. This voice experience is generated by AI. Learn more. This ...Jun 12, 2026 7:00 AM
bing.com
Enterprise AI Reaches An Inflection Point: The Rise Of Agentic Systemshttp://www.bing.com/news/apiclick.aspx&aid=&tid=6a856978b2b44056b4b083b462fa3f69&url=https%3a%2f%2fwww.forbes.com%2fsites%2ftimbajarin%2f2026%2f06%2f12%2fenterprise-ai-reaches-an-inflection-point-the-rise-of-agentic-systems%2f&c=6042960816141707520&mkt=en-usForbes contributors publish independent expert analyses and insights. Tim Bajarin covers the tech industry’s impact on PC and CE markets. This voice experience is generated by AI. Learn more. This ...Jun 12, 2026 7:00 AM
bing.com
Enterprise AI Reaches An Inflection Point: The Rise Of Agentic Systemshttp://www.bing.com/news/apiclick.aspx&aid=&tid=6a8577f4346047999ffcc7b1efd8cd65&url=https%3a%2f%2fwww.forbes.com%2fsites%2ftimbajarin%2f2026%2f06%2f12%2fenterprise-ai-reaches-an-inflection-point-the-rise-of-agentic-systems%2f&c=6042960816141707520&mkt=en-usForbes contributors publish independent expert analyses and insights. Tim Bajarin covers the tech industry’s impact on PC and CE markets. This voice experience is generated by AI. Learn more. This ...Jun 12, 2026 7:00 AM
bing.com
Enterprise AI Reaches An Inflection Point: The Rise Of Agentic Systemshttp://www.bing.com/news/apiclick.aspx&aid=&tid=6a856c372fae4dbcbbc5a76c662f3e9c&url=https%3a%2f%2fwww.forbes.com%2fsites%2ftimbajarin%2f2026%2f06%2f12%2fenterprise-ai-reaches-an-inflection-point-the-rise-of-agentic-systems%2f&c=6042960816141707520&mkt=en-usForbes contributors publish independent expert analyses and insights. Tim Bajarin covers the tech industry’s impact on PC and CE markets. This voice experience is generated by AI. Learn more. This ...Jun 12, 2026 7:00 AM
bing.com
Enterprise AI Reaches An Inflection Point: The Rise Of Agentic Systemshttp://www.bing.com/news/apiclick.aspx&aid=&tid=6a8570659f82482aa787aeda66ef0caf&url=https%3a%2f%2fwww.forbes.com%2fsites%2ftimbajarin%2f2026%2f06%2f12%2fenterprise-ai-reaches-an-inflection-point-the-rise-of-agentic-systems%2f&c=6042960816141707520&mkt=en-usForbes contributors publish independent expert analyses and insights. Tim Bajarin covers the tech industry’s impact on PC and CE markets. This voice experience is generated by AI. Learn more. This ...Jun 12, 2026 7:00 AM
bing.com
Enterprise AI Reaches An Inflection Point: The Rise Of Agentic Systemshttp://www.bing.com/news/apiclick.aspx&aid=&tid=6a8578a6663c4961af181046c4e25408&url=https%3a%2f%2fwww.forbes.com%2fsites%2ftimbajarin%2f2026%2f06%2f12%2fenterprise-ai-reaches-an-inflection-point-the-rise-of-agentic-systems%2f&c=6042960816141707520&mkt=en-usForbes contributors publish independent expert analyses and insights. Tim Bajarin covers the tech industry’s impact on PC and CE markets. This voice experience is generated by AI. Learn more. This ...Jun 12, 2026 7:00 AM
bing.com
Enterprise AI Reaches An Inflection Point: The Rise Of Agentic Systemshttp://www.bing.com/news/apiclick.aspx&aid=&tid=6a857a5c1c9a44e7b00e1da7745ed301&url=https%3a%2f%2fwww.forbes.com%2fsites%2ftimbajarin%2f2026%2f06%2f12%2fenterprise-ai-reaches-an-inflection-point-the-rise-of-agentic-systems%2f&c=6042960816141707520&mkt=en-usForbes contributors publish independent expert analyses and insights. Tim Bajarin covers the tech industry’s impact on PC and CE markets. This voice experience is generated by AI. Learn more. This ...Jun 12, 2026 7:00 AM
