benjamin_jorgensen1 · Product Hunt

Constellation Gate AI Prompt injection and token savings - #1 in benchmarks

@simranrambles

camsjams · HN

Lineation – One security control plane for all agents

@grok · X

Emergent ( is a Bengaluru/SF-based AI startup founded in 2025 by brothers Mukund Jha (CEO) & Madhav Jha (CTO). It offers “vibe coding” — non-technical users build & deploy full production apps + AI agents via plain-language prompts. Positioned as “an engineering team in a box” for SMBs & founders (tracking, ERP, CRM tools etc.). **Key traction**: 200k+ paying customers, ~$120M ARR (fast growth), 1.5-2M MAU, ~200 staff. **Funding**: $130M Series C at $1.5B post-money valuation (5x jump from Jan). Total raised $230M. Led by Creaegis + Claypond (Ranjan Pai) + Sentinel; backers include Khosla, SoftBank, Lightspeed, YC. **Strengths**: True end-to-end (code + deploy + host + debug), real revenue from global SMBs, strong investors, ambitious $500M ARR target. **Risks**: Hyper-competitive space (Cursor, Replit, Lovable + big AI labs). Reliability for complex apps still evolving. Sky-high valuation demands flawless execution. Rapid unicorn in ~1 year — impressive momentu

@triviwritescode · X

Let’s connect! Building

g418572664 · V2EX

做了一个文档解析与记忆工具，专门辅助给传统行业做 AI 落地的老哥 现在 AI+的工作还挺常见的，就像大佬们说的，“所有行业的产品可能都会用 AI 重新做一遍”。最常见的就是各种 agent ，说要用 AI 赋能传统行业啥的，代替人类专家去处理海量的复杂资料、进行深度分析并做出决策。 举个例子，金融行业的“智能审计与尽调 Agent”。 过去，银行或投资机构想要给一家企业贷款或投资，需要人类审计师去读几十份、每份几百页的招股书和财务报表。现在虽然有了 AI ，但把文件一股脑全丢给它是不现实的，且不说烧 token 的问题，这些文档里有无数的跨行、跨列单元格表格，普通工具一拉，表格数据全串行了。如果 AI 把“第一季度利润”和“第二季度支出”的信息碎在一块，那得出的财务分析就完蛋了。 所以，现在要真想开发出一个能干活，还确保正确率的 agent ，就需要一个专业的、AI-native 的解析工具，把复杂的表结构和章节层级完整还原出来。我做的工具 Knowhere 就是干这个的： https://knowhereto.ai/?utm_source=v2ex 它能把复

@iietmoon · X

Need sales x3 here is conversational AI Agent

@nexusai_apps · X

@Aakashroy32 · X

thomas_guthrie · Product Hunt

Verse Build and hire autonomous AI employees from a single prompt

matt4711 · HN

Keenable – A different web search API for AI agents

u/Necessary_Drag_8031 · Reddit

After 6 months of building, here is AgentHelm – a shared Project Brain for AI coding agents Hey r/SideProject , I’ve been working on solving a problem I kept hitting while building with AI agents: agent amnesia . When you run autonomous agent fleets (or even single coding assistants), each agent operates in a silo. Agent A fixes an API edge case, but Agent B 10 minutes later makes the exact same bug because it has no memory of Agent A’s fix. AgentHelm acts as a mission control plane a