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Explore authentik, an open-source identity authentication platform supporting SSO, OAuth2, SAML, and LDAP with self-hosted data sovereignty for enterprise identity management and Homelab setups.

A Perplexity Max user faces missing credits, silent deletions, and scripted runarounds—exposing the AI after-sales crisis lurking behind rapid growth.

In-depth analysis of Authentik security with port forwarding for self-hosted services, covering NPM reverse proxy architecture, risks, and hardening with CrowdSec, MFA, VPN, and defense in depth.

Research shows humans miss 33% of threats when approving AI agent commands. This article analyzes why Human-in-the-Loop fails and explores defense-in-depth strategies for safer AI agent systems.

In-depth analysis of Ask Kelo, an AI market research tool requiring no sign-up, covering market exploration, competitor analysis, and customer feedback mining, plus its product strategy and challenges.

AppScout is a backend-free, privacy-first iOS developer tool that displays App Store downloads, revenue, and MRR data via home screen widgets — no App Store Connect login required.

Anthropic reveals its AI model was exploited in a real cyberattack to create fake identities and impersonate people. Analysis of AI weaponization threats, guardrail limits, and defense strategies.

Should AI Agent reliability verification be built in-house or outsourced? An open-source author's candid question sparks industry reflection on eval frameworks.

Kiro Crew is an open-source agentic development workspace that solves AI coding assistants' cold start problem through persistent memory, multi-agent collaboration, and purpose-built Apps.

A beginner-friendly guide to local AI model deployment, covering secure model downloads from Hugging Face, running inference, exporting to GGUF format, and high-performance local execution with llama.cpp.

hotcell is an open-source self-hosted sandbox SDK designed for secure AI Agent code execution. Run locally on Mac/Linux with default-deny egress, per-sandbox ephemeral tokens, and resource controls.

Deep dive into LLM quantization formats Q8_K_XL vs MXFP4, explaining why FP8 ≠ Q8_0, debunking the "8-bit is lossless" myth for local deployment users.

Deep dive into how open-source project Aegisora provides runtime security controls for AI agents, including malicious behavior interception, least-privilege API access, real-time PII redaction, and audit logs.

Palantir paid just £2M in UK corporate tax, sparking controversy. This analysis explores how multinationals use transfer pricing and IP arrangements to minimize tax, plus global reform responses.

Deep dive into how Cloudflare Wallets provides programmable wallet capabilities for AI agents, using rule-driven payment authorization to solve trust and efficiency challenges in the agentic internet.

cMCP introduces cryptographic signed receipts for AI agent tool call denials under the MCP protocol, enabling auditable refusal credentials for AI governance.

AI anxiety isn't about fearing 'technological communism'—it's about competitive capitalism being pushed to extremes: winner-take-all acceleration, worker displacement, and wealth concentrating among AI owners.

YourSitee is a Bio link aggregation tool offering 20+ drag-and-drop components, AI one-click Linktree import, and built-in analytics to help creators build personalized homepages beyond generic button lists.

A practical breakdown of auto-labeling with SAM 3: why data cleaning, prompt strategy design, and post-processing quality control matter more than the model itself for CV teams.

Analysis of why AI guardrails are so fragile—from prompt injection to encoding tricks, even script kiddies can bypass LLM safety. Learn how to build defense in depth.