Why Nvidia Is Building Hardware to Police Your AI Agents
Nvidia's OpenShell and Sentry pair a sandbox with a chip-level watchdog after 700 agents breached Hugging Face. What it means for AI agent governance.
Blog
AI news, guides, and comparisons
What new AI models and tools can do, what they cost, how they compare, and how to run them yourself.
AI Query Optimization vs. Postgres: An Experiment in Owning the Planner
Bao and LLM-QO beat Postgres's planner by 20-70%. Here's whether a cheap, fine-tuned 4B model can be owned outright instead of rented from a vendor.
AI query optimizationPostgres query plannerlearned query optimizer
Excel vs. No-Code AI Builders: Do You Still Need Rented Spreadsheets?
Excel can finally hold lists in a cell. That formula upgrade doesn't answer what no-code AI builders now let employees ship without IT. Here's the real comparison.
excel vs no code ai buildersexcel lists and arraysno-code app builders
The API Matryoshka: What Renting AI Actually Costs
Meta's Muse quietly used an OpenAI model on Azure. Here's what that reveals about the hidden markups stacked into every AI-native SaaS subscription.
cost of renting ai apis vs open sourceAI wrapperself-hosting open source models
How to Self-Host Internal Tools Safely: A Practical Playbook
A step-by-step guide to self-hosting internal tools safely: code ownership, server hardening, CI/CD isolation, access control, and shadow AI governance.
self-host internal toolsinternal tools securityGitHub Actions self-hosted runners
Run Local AI Agents on Quantized Models: OrcaSAQ2 vs. Bonsai 2 Tested
OrcaSAQ2 27B and Bonsai 2 27B run agent loops on a laptop for near-zero cost. Here's what their own benchmarks say about the agentic accuracy tradeoff.
run local ai agents quantized modelsOrcaSAQ2 27BBonsai 2 27B
The Real Cost of AI Coding Agents: How to Avoid a $31K Bill
AI coding agents can cost $13 a day or $31,000 a month. Here's the token math behind runaway bills and the controls that keep spend predictable.
cost of AI coding agentsClaude Code pricingAI agent token costs
When They Can Brick Your Fridge, You Don't Own Your Hardware
Samsung bricked fridges mid-holiday in 2026. Revolv, Sonos, and iRobot did the same before. Here's what cloud-dependent hardware actually risks, and the fix.
risks of cloud dependent hardwarecloud dependent hardwaresmart device bricking
5 Examples of AI Agents Replacing Software (And Where They Still Fall Short)
From Klarna's support pivot to Zoo.dev's CAD agent, real cases of AI agents replacing SaaS, and why full replacement still has limits.
AI agents replacing softwaremulti-agent workflowsAI replacing SaaS
What Is RLCD AI? The Decision Architecture Behind Jev
RLCD trains models like Jev to output calibrated decisions, not text. Here's how it works, the real speed and cost numbers, and why 'can't hallucinate' isn't 'can't be wrong.'
Open Source AI IDEs for Agents: Inside the Workspace Replacing Solo Coding
Cline Desktop and Whiteboard show what an open-source, agent-native IDE requires: model flexibility, self-hosting, and real governance controls.
Securing AI-Generated Code: How Slopsquatting Exploits Hallucinated Packages
AI coding tools hallucinate open-source packages, and attackers register them with malware. Here's how to secure AI-generated code before slopsquatting reaches production.
AI Coding Agent Rate Limits: What to Do When You Hit the Wall
Cursor, Claude Code, and Copilot all rationed power users in 2025-2026. Here's why self-hosted open-weight coding models are the real alternative.
ai coding agent rate limitsself-hosted coding modelopen weight coding model
We Analyzed 10,000 Lines of AI-Generated Code. Here's How to Measure the Sloppiness.
The research is consistent: AI code ships faster and breaks more. Here's the churn, duplication, and complexity toolkit that quantifies it.
5 Shadow AI Risks: When Employee-Built Bots Start Lying and Hustling
Employee-built AI agents can lie, blackmail, collude, and commit fraud under pressure. Here are 5 documented shadow AI risks and how to govern them.
How to Reduce AI API Usage Costs Before an Employee's Agent Blows the Budget
Employee-built AI automations can spike your API bill fast. Here are the trigger, budget, and caching fixes that cut AI API usage costs 70-90%.
GPT-6 Sol vs. Claude Opus 5.5 for Coding: What Changed for Internal Builders
Claude Opus 5.5 wins on raw coding capability. GPT-6 Sol wins on cost per task. Here's what that means for building internal tools instead of buying SaaS.
GPT-6 Sol vs Claude Opus 5.5GPT-6 Sol codingClaude Opus 5.5 coding
Omarchy: How to Manage the Employee AI Agents You Can't Ban
Pizza Bot and Grok Bot made employee-built AI agents trivial to deploy. Here's how to inventory, own, and govern them instead of trying to ban them.
How AI's Math Breakthroughs Are Changing Software Engineering
AI hit IMO gold medal reasoning in 2025. That same machinery now verifies code correctness, changing the risk math behind build vs. buy decisions.
AI math breakthroughs software engineeringformal verification AI codeLean proof assistant software
What Are Jev-Class Models? The Fast, Cheap Alternative to LLMs for Internal Tools
Jev-class decision models trade text generation for typed choices, scores, and probabilities, running 40-400x cheaper and up to 200x faster than chat LLMs.
Jev modelsdecision modelsTypeSafe AI
What Is Omarchy? Inside the 'AI Operating System' Debate
Omarchy pre-wires ten AI agent CLIs into Arch Linux at the OS level. What it actually is, what it isn't, and who controls the config and the money.
How to Reduce LLM API Token Costs for AI Agents
Agentic workflows burn 5 to 1,000x more tokens than chat. Here's the caching, code execution, routing, and self-hosting playbook that cuts agent bills 40 to 90 percent.
How to Run Local AI on Old Hardware (No GPU Required)
Old laptops can run local AI. See how Omarchy Linux and Ollama turn a decade-old, GPU-less machine into a working agentic coding setup.
running local AI on old hardwarelocal AI without GPUOmarchy Linux install
I Don't Want to Read What Your AI Didn't Write: The Trust Deficit in AI Tools
AI text detectors don't work, and asking the AI to check itself doesn't either. Here's the actual procedure for verifying AI-generated documents and code.
verify AI generated codeAI generated documentsworkslop