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Blog

Insights, guides, and practical breakdowns on compliance, cybersecurity, and digital transformation.

AllCompliance & GRC (14)Cybersecurity (8)Industry Insights (2)

Featured

Featured image showing 35 self-hosted GitHub projects highlighted in the article

35 Self-hosted Projects on Github: TaskView, ConvertX, Work-Review, relaticle, postlab, rejourney

We rounded up 35 standout self-hosted projects on GitHub. Here are the six that deserve your attention right now: TaskView, ConvertX, Work-Review, relaticle, postlab, and rejourney.

Necolas HamwiNecolas Hamwi
July 12, 2026 - 8 min read
Local AI vs Cloud AI Explained: Local AI Is WILDLY Good Now

Local AI vs Cloud AI Explained: Local AI Is WILDLY Good Now

Local AI has crossed a critical threshold in 2026. This breakdown compares costs, capabilities, privacy, and real-world performance of local vs cloud AI — and explains why the smartest strategy is a hybrid approach.

Necolas HamwiNecolas Hamwi
July 5, 2026 - 6 min read
Ornith 1.0 — Self-scaffolding AI coding model from DeepReinforce. YouTube video thumbnail featuring Sam Witteveen.

Ornith 1.0: The Open-Source AI Coding Model That Writes Its Own RL Scaffolds

DeepReinforce's Ornith 1.0 introduces self-scaffolding LLMs for agentic coding — models that learn to write their own reinforcement learning harnesses. With a 397B MoE matching Claude Opus 4.7 on SWE-Bench and a 9B variant outperforming models 3x its size, this is a paradigm shift for open-source AI development.

Necolas HamwiNecolas Hamwi
June 26, 2026 - 12 min read
Futuristic robotic hand touching a digital network representing multi-agent AI systems

Multi-Agent Systems: The Enterprise AI Trend Redefining Operations in 2026

Gartner named multi-agent systems a top strategic trend for 2026. With 327% growth in enterprise adoption and predictions that 15% of daily decisions will be made autonomously by 2028, here's what CTOs need to know.

Necolas HamwiNecolas Hamwi
June 22, 2026 - 8 min read
Hermdroid Web Agent running in a browser window with terminal interface and chat sidebar
Pillar

Introducing Web Agent: The Self-Learning AI Agent That Runs Natively in Your Browser — Zero Install Required

Skip the Python stack, API keys, and Docker setup. Web Agent runs a self-learning AI agent natively in your browser with zero install—here's how it works.

Necolas HamwiNecolas Hamwi
May 18, 2026 - 16 min read
AionUI for Hermes Agent: Your Free Desktop AI Coworker Has Arrived

AionUI for Hermes Agent: Your Free Desktop AI Coworker Has Arrived

AionUI gives Hermes Agent a visual desktop interface—1.6M+ developers are already using this free AI coworker stack. Here's what it adds to your workflow.

Necolas HamwiNecolas Hamwi
May 12, 2026 - 9 min read
Featured image for: Small but Mighty: How 3-Billion Parameter Models Are Outthinking GPT-4

Small but Mighty: How 3-Billion Parameter Models Are Outthinking GPT-4

For years, bigger was better in AI. Now smaller models trained on quality data are outperforming trillion-parameter giants—and they run on your phone.

Necolas HamwiNecolas Hamwi
May 5, 2026 - 8 min read
LLM hallucinating security incident with false narrative and fabricated IOCs
Compliance & GRC

The Zero-Day Blind Spot: When Your Own LLM Hallucinates a Security Breach

You're monitoring for attacks. But what if your own AI is manufacturing them? The 2026 incident reports that started as false alarms—until they weren't.

Necolas HamwiNecolas Hamwi
April 27, 2026 - 14 min read

Blog

Agentic AI in the Enterprise: From Copilots to Autonomous Workflows

Agentic AI in the Enterprise: From Copilots to Autonomous Workflows

Move from copilots to autonomous workflows: how agentic AI plans, uses tools, and executes multi-step enterprise processes—with governance patterns

Necolas HamwiNecolas Hamwi
May 25, 2026 - 12 min read
Family using smart home and AI devices—ethics and child safety in consumer AI

AI in the Family: Ethics, Safety, and the Next Generation

Smart speakers, AI tutors, and virtual companions are entering homes faster than the conversation about whether they should.

Necolas HamwiNecolas Hamwi
May 23, 2026 - 12 min read
Model Context Protocol ecosystem growth—MCP servers and AI agent infrastructure in 2026

MCP is Eating the AI Stack: Why Anthropic's Model Context Protocol is the Future

Anthropic's Model Context Protocol hit 97 million PyPI downloads in under a year. Here's why MCP is becoming the default layer for AI tool

Necolas HamwiNecolas Hamwi
May 23, 2026 - 10 min read
HyperFrames HTML composition code side-by-side with rendered MP4 output, showing HTML to video workflow

HyperFrames: The Open-Source Framework That Turns HTML Into Production Video

HyperFrames is a fresh take on programmatic video: write plain HTML, style with CSS, and render frame-accurate MP4s — purpose-built for AI agents and

Necolas HamwiNecolas Hamwi
May 20, 2026 - 11 min read
Dramatic dark concept art of an AI agent inside a CI/CD pipeline with red warning overlays representing a supply chain attack
Cybersecurity

Gemini CLI CVE-2025-59528: When Your AI Coding Agent Opens the Back Door

A CVSS 10.0 vulnerability in Gemini CLI let attackers hijack CI/CD runners. Here's how it worked, what TeamPCP's supply chain attacks reveal about the

Necolas HamwiNecolas Hamwi
May 19, 2026 - 25 min read
An abstract dark visualization of a 1-bit neural network with binary code streams and the ternary symbol set {-1, 0, +1} glowing in electric cyan and deep purple, representing Microsoft's BitNet b1.58 extreme-quantization architecture

BitNet b1.58: Microsoft's 1-Bit LLM That Runs a 100B Model on a Single CPU

Microsoft's BitNet b1.58 is the first natively trained 1-bit LLM — using only {-1, 0, +1} weights — yet it matches models 10× its size on benchmarks

Necolas HamwiNecolas Hamwi
May 19, 2026 - 13 min read
Futuristic illustration of speculative decoding: a large glowing neural tower represents the target LLM receiving rapid speculative token streams from a leaner drafting model below, with speed particle effects in electric orange and deep blue

Speculative Decoding: How Two LLMs Can Be Faster Than One

Speculative decoding pairs a small fast draft model with a large target model to achieve 2-3x LLM inference speedup with zero accuracy loss.

Necolas HamwiNecolas Hamwi
May 19, 2026 - 14 min read
Hermdroid Web Agent running in a browser window with terminal interface and chat sidebar
Pillar

Introducing Web Agent: The Self-Learning AI Agent That Runs Natively in Your Browser — Zero Install Required

Skip the Python stack, API keys, and Docker setup. Web Agent runs a self-learning AI agent natively in your browser with zero install—here's how it works.

Necolas HamwiNecolas Hamwi
May 18, 2026 - 16 min read
AionUI for Hermes Agent: Your Free Desktop AI Coworker Has Arrived

AionUI for Hermes Agent: Your Free Desktop AI Coworker Has Arrived

AionUI gives Hermes Agent a visual desktop interface—1.6M+ developers are already using this free AI coworker stack. Here's what it adds to your workflow.

Necolas HamwiNecolas Hamwi
May 12, 2026 - 9 min read
Agentic RAG: Beyond Simple Chatbots

Agentic RAG: Beyond Simple Chatbots

Move beyond static Q&A. Agentic RAG gives AI the ability to think, plan, retrieve from multiple sources, act, and self-correct—enabling complex,

Necolas HamwiNecolas Hamwi
May 10, 2026 - 9 min read
The AI Lock-In Just Broke: What Developers Need to Know

The AI Lock-In Just Broke: What Developers Need to Know

For two years, frontier labs held a monopoly on advanced AI. That changed in April 2026 with three announcements that shattered lock-in.

Necolas HamwiNecolas Hamwi
May 10, 2026 - 5 min read
Featured image for: Small but Mighty: How 3-Billion Parameter Models Are Outthinking GPT-4

Small but Mighty: How 3-Billion Parameter Models Are Outthinking GPT-4

For years, bigger was better in AI. Now smaller models trained on quality data are outperforming trillion-parameter giants—and they run on your phone.

Necolas HamwiNecolas Hamwi
May 5, 2026 - 8 min read

Categories

  • Compliance & GRC (14)
  • Cybersecurity (8)
  • Industry Insights (2)

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