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Unizo is an integration fabric for cybersecurity, IT, and AI platforms. It provides Unified APIs, real-time Webhook Exchange, and MCP server support across 150+ vendors including EDR, SIEM, IAM, vulnerability management, ticketing, and cloud security tools. Security and DevOps product teams use Unizo to ship 40+ integrations in weeks instead of months, eliminate integration maintenance, and deliver AI-ready normalized data to their platforms. Deployment options include SaaS, self-managed, and air-gapped embedded for regulated environments.
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UnizoUnizo's answer:
Unizo is the only integration fabric built specifically for security, DevOps, and AI platforms that delivers decision-ready signals, not just raw data. Unlike simple field mapping solutions, Unizo provides category-level semantic normalizationโunderstanding that CrowdStrike's "detection," SentinelOne's "threat," and Microsoft Defender's "incident" all represent the same concept: a normalized Alert ready for immediate action. Our Four Pillars architecture (Semantic Layer, Translation Engine, Reliability Layer, and Event Mesh) delivers real-time webhook exchange, AI-powered schema mapping, and enterprise-grade reliability. We transform fragmented security data into enterprise context that powers everything from compliance automation to AI security agentsโletting platforms ship 100+ integrations in weeks, not months.
Unizo's answer:
Unizo goes beyond basic API integration to deliver decision-ready security intelligence:
Key differentiators: (1) Webhook Exchange for real-time events with automatic polling fallback; (2) AI-ready normalized data designed for LLM agents and copilots; (3) Enterprise features including BYOK, BYOL, tenant isolation, and ephemeral data processing; (4) MCP support for agentic AI workflows. We're infrastructure that makes your platform smarter, not competition to it.
Unizo's answer:
Security platform builders who need to transform raw integration data into decision-ready signals and enterprise context. Specifically:
Our sweet spot: B2B security software companies (20-500 employees) who need to rapidly expand their integration ecosystem while maintaining enterprise-grade reliability and compliance.
Unizo's answer:
Unizo was born from firsthand frustration with the "integration tax" that every security platform pays. We watched engineering teams spend 60%+ of their time building and maintaining custom integrationsโbecoming integration janitors instead of product innovators. Meanwhile, their customers waited quarters for basic integrations that should take days. The deeper problem? Even when integrations existed, platforms were drowning in fragmented, inconsistent data that required massive transformation before it became useful. Security teams needed decision-ready signals and enterprise context, but they were getting raw API responses. We built Unizo to be the integration fabric that should have existed years agoโinfrastructure that transforms the chaos of 100+ security tools into normalized, correlated, actionable intelligence. Our vision: security platforms shouldn't choose between customer-requested integrations and product innovation. With Unizo powering their integration layer, they ship faster, scale effortlessly, and deliver the contextual insights their customers actually need.
Unizo's answer:
Unizo is currently in growth stage working with select design partners.
Unizo's answer:
Enterprise security: SOC 2 compliant architecture, BYOK encryption, tenant isolation, ephemeral data processing and many more...
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This is why eval and observability ship as a unit, not as separate purchases. agent-eval scores and gates the output โ the tiers above, drift, hallucination. AgentLens captures the trace of how the agent got there: every model step and tool call, the resolved inputs, the raw outputs, the trajectory. Two things fall out of that:. - Source: dev.to / 5 days ago
The real fragility is in trying to constrain arguments. The docs are explicit that a pattern like Bash(curl http://github.com/ *) fails to do what it looks like it does. It won't match curl -X GET http://github.com/... (option before the URL), curl https://github.com/... (different protocol), curl -L http://bit.ly/xyz (redirects to GitHub), URL=http://github.com && curl $URL (variable), or curl http://github.com... - Source: dev.to / 6 days ago
Fallback chains โ og:title โ twitter:title โ- SSRF protection โ if you fetch user-supplied URLs, you MUST block
localhost, RFC-1918 ranges, and internal hostnames, or your preview endpoint is a proxy into your own infrastructure- Caching โ you do not want to re-fetch a URL on every render
- Rate limiting โ a public...
- Source: dev.to / 8 days ago
$ git pull Remote: Repository not found. Fatal: repository 'https://github.com//.git/' not found. - Source: dev.to / 10 days ago
// ==UserScript== // @name GitHub -> Obsidian Task // @namespace obsidian // @version 1.0 // @match https://github.com/*/*/issues/* // @match https://github.com/*/*/pull/* // @grant GM_setClipboard // ==/UserScript== (function () { 'use strict'; function getTitle() { return document.querySelector("bdi")?.textContent.trim(); } function copyTask() { ... - Source: dev.to / 12 days ago
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