AI Coding Tools ·
How to Write Specs for AI Coding Agents
AI made writing code cheap. Correctness is the expensive part now. Here's how to write specs that actually guide coding agents to build it right.
Section
AI News & Models
For people building with AI: new models, local AI, coding tools, pricing and security, explained plainly.
591 articles · 8 topics · Updated Nov 13, 2026
AI Security & Safety ·
How to Secure Internal AI Agents: Engineering Beats Alignment
How to secure internal AI agents with scoped credentials, sandboxed execution, and hard action limits instead of relying on alignment alone.
AI Governance ·
How to Govern Shadow AI Tools: 5 Open-Source Fixes That Work
Bans don't stop shadow AI. Here are 5 open-source tools IT leaders use to inventory, secure, and govern employee-built AI agents instead.
AI Governance ·
5 Ways AI Training Cutoffs Quietly Break Employee-Built Automations
Employee-built AI automations inherit a frozen model worldview. Here are 5 ways training cutoffs and model drift quietly break shadow-built tools.
Local AI ·
Run AI Locally or Pay for Cloud SaaS? The 2026 Math
Omarchy's $18M backing and 192GB desktops make local AI a real alternative to cloud APIs. Here's the honest cost, privacy, and capability math.
AI Coding Tools ·
AI Agent Chat Portability for Code: How to Avoid Vendor Lock-in
Losing an AI coding vendor means losing sealed chat history and reasoning, not just code. Here's how to keep that context portable and owned.
ai agent chat portability for codevendor lock-in AI agentsAI coding agent audit trail
AI Models & Industry ·
What Is an Infinite-Parameter LLM, and What Does It Change for Data Engineering?
Infinite-parameter LLMs turn live data into model weights instead of prompts. Here's how they work, and what they change for data engineering teams.
infinite parameter LLMhypernetwork LLMmixture of experts
AI Governance ·
Shadow AI Governance: How to Secure the Agents Employees Build
No-code tools let employees build real agents fast. Here's the identity-based, lifecycle-aware framework for governing shadow AI before it breaches you.
AI Coding Tools ·
The Best AI Coding Agents in 2026: Claude Code, Cursor, Devin, and What Replaced Autocomplete
The best AI coding agents in 2026 don't autocomplete, they ship. A practitioner's guide to Claude Code, Cursor, Devin, and the local tools replacing SaaS.
best AI coding agents 2026Claude CodeCursor AI
AI Security & Safety ·
What Is an AI Formal Proof in Lean 4?
An AI formal proof in Lean 4 is a machine-checked guarantee, not a guess. Here's what that means, what AI can prove today, and what it can't.
AI formal proofLean 4formal verification AI code
AI Governance ·
Managing Autonomous AI Agents in the Workplace: The 'Walk Away' Problem
Long-running agents like Astra now work unsupervised for days. Here's why IT governance built for software licenses fails, and the framework that replaces it.
Local AI ·
The 2026 Self-Hosted AI Development Stack: Rails 8, Omarchy, and Ollama
A self-hosted AI development stack in 2026: Rails 8, Omarchy, and Ollama replace your PaaS, Redis, and API bills. The math, the 37signals case study, and the limits.
AI Models & Industry ·
GPT-6 Astra vs Fable 5.1: Which Should Build Your Internal Tools?
GPT-6 Astra ties Fable 5.1 on coding benchmarks at a fraction of the cost, but Fable 5.1 wins on cache economics and long runs. Here's how to pick.
GPT-6 Astra vs Fable 5.1GPT-6 Astra codingFable 5.1 coding benchmarks
AI Security & Safety ·
How to Detect AI Slop: 5 Open-Source Tools to Build Your Own Detector
AI content is now roughly half the web. Here's how to build a self-hosted AI slop detector with Binoculars, Fast-DetectGPT, ZipPy, SynthID, and bot filters.
how to detect AI slopAI content detector open sourceBinoculars AI detector
AI Coding Tools ·
The AI Agent Code Security Workflow You Need Before You Ship
How to build a mandatory security scanning gate into AI coding agent workflows, with SAST, SCA, human review, and logging for agents like GPT-6 Astra.
AI agent code security workflowsecuring AI generated codeagentic coding security
AI Models & Industry ·
GPT-6 Astra vs. Local Models: The Code Privacy Math
GPT-6 Astra costs 2.5x more than its predecessor and still isn't private by default. Here's the real cost and privacy math against local coding models.
Local AI ·
Buy GPUs or Rent Cloud AI? The Real Break-Even Math
Is it cheaper to buy GPUs or rent cloud AI for internal tools? The break-even is lower than you think. Here's the real math and a decision framework.
buy vs rent GPUcloud GPU coston-prem GPU vs cloud
AI Governance ·
The Knowledge Cliff: Why AI Incident Response Fails When It Matters Most
AI writes the code and runs incident response, but no one understands the system that broke. Here's the governance gap turning outages into crises.
AI Agents & Automation ·
What Is AI Persistent Memory?
AI persistent memory is durable, external storage for facts and decisions outside the context window. Here's how it works and why internal tools need it.
AI persistent memoryAI agent memorycontext window
AI Security & Safety ·
How to Secure AI Agents and Skills Files
SKILL.md files carry full agent privileges and most go unreviewed. Here's the step-by-step framework to inventory, scan, and govern them like production code.
how to secure ai agentsAI skills files securitySKILL.md security
AI Coding Tools ·
What Are AI Agent Skills Files (SKILL.md)?
SKILL.md skills files are plain-text onboarding guides for AI agents. Here's how progressive disclosure works, why sprawl and security risks are real, and how skills pair with MCP.
AI agent skills filesSKILL.mdagent skills standard
AI Pricing & Costs ·
How API Token Cache Pricing Works (And Why It Decides Your Real Bill)
Anthropic cut Claude's cache-read price 75% without touching the sticker rate. Here's how token cache pricing works and why it decides your real AI bill.
API token cache pricingprompt caching costClaude Fable 5.1 pricing
AI Security & Safety ·
Hardware-as-a-Service Subscription Fatigue: Why Owning the Software Matters More Than the Device
DVRs, cars, printers, and tractors are turning into subscriptions. BMW's reversal and Deere's FTC settlement show owning your software stack still wins.
AI Models & Industry ·
GPT-6 Astra vs. Fable 5.1 for AI Agents: Which Model Wins?
Same list price, different bills. Compare GPT-6 Astra and Claude Fable 5.1 on cost-per-task, cache pricing, and benchmarks for internal AI agents.