AI and agents
Engineering, operating and evaluating AI systems, coding agents and model infrastructure.
56Focused clusters
Start with the cornerstone
- Graph Engineering for AI Agents: When Does a Knowledge Graph Pay Off?A buyer-focused guide to execution graphs, experiment DAGs and knowledge graphs, including when to skip them, what provenance requires and how to run a measured pilot.
- Self-Hosting LLMs in the EU: When Open Weights Actually Pay OffThe GPU is the cheap part. Here is the real cost of self-hosting open weights, the tokens/day break-even vs hosted APIs, when data residency forces your hand, and the vLLM production stack.
Latest in this collection
AI & AgentsCloudflare Wallets for AI Agents: What Is Live?
Cloudflare Wallets combine a cloudflare.pay handle, a future Account Wallet and policy-limited Virtual Wallets for agents. Separate what is live from the roadmap, then assess x402, spend controls, identity and production risks.
AI & AgentsDeepSeek V4 Flash 0731 on One AI PC: What Actually Works?
Can one GB10, Strix Halo or Gorgon Halo run DeepSeek V4 Flash 0731? A buyer-focused reality check on memory, quantization, privacy, observability and production readiness.
AI & AgentsQM AI Agent Review: Is YC's Multiplayer Harness Ready?
QM gives employees and shared rooms isolated agent workspaces. Review its architecture, security limits, deployment effort and 30-day pilot fit.
AI & Agentsjcode vs Claude Code: Is the Rust Harness Worth Switching To?
The viral RAM numbers are real but easy to misread. A fact-checked buyer review of jcode's Rust architecture, passive memory, agent-grep, self-dev mode and team adoption risks.
AI & AgentsLightpanda Browser for AI Agents: Production Guide
Lightpanda reports 9x faster execution and 16x lower memory than Chrome. See what the benchmark proves, where compatibility ends, and how to run a safe production pilot.
AI & AgentsGraph Engineering for AI Agents: When Does a Knowledge Graph Pay Off?
A buyer-focused guide to execution graphs, experiment DAGs and knowledge graphs, including when to skip them, what provenance requires and how to run a measured pilot.
Complete article directory
- Cloudflare Wallets for AI Agents: What Is Live?
- DeepSeek V4 Flash 0731 on One AI PC: What Actually Works?
- QM AI Agent Review: Is YC's Multiplayer Harness Ready?
- jcode vs Claude Code: Is the Rust Harness Worth Switching To?
- Lightpanda Browser for AI Agents: Production Guide
- Graph Engineering for AI Agents: When Does a Knowledge Graph Pay Off?
- Multi-Model AI Coding Agent Stack: A Team Buying Guide
- Is MCP Stateless Now? Your Server Migration Checklist
- MCP Is Not a Security Boundary: Protect Agent Data
- Fine-Tune Gemma 4 Free with Unsloth and Colab
- Can AI Agents Talk to Each Other? A Band Setup Guide
- Taalas HC1 Review: Is a Hardwired LLM ASIC Worth It?
- LeanCTX Technical Field Report: 64.1% Less Context
- llmfit Guide: Which Local LLM Fits Your Hardware?
- Claudex: Run GPT-5.6 Sol Inside Claude Code
- Miso TTS Self-Hosted vs API: Cost, Latency and VRAM Reality
- Enterprise MCP Authorization Architecture
- Cut RAG Vector Memory 16x: Is Data-Oblivious Quantization Ready for Production?
- Shared KV Cache Cut LLM Inference Latency 14x, With No New GPUs
- Lossless LLM Weight Compression vs 8-bit GGUF: What Is Ready for Production?
- OpenAI Eval Sandbox Escape: 12 Controls Before You Test a Cyber Agent
- Cisco Antares Review: Local Vulnerability Triage Without Sending Code to the Cloud
- Meterless Review 2026: Is This AI Agent Context Layer Ready?
- NVIDIA Nemotron 3.5 ASR: Is Free Self-Hosted STT Ready for Voice Agents?
- Claude Code vs OpenCode: Which Costs Less for a Team in 2026?
- Kimi K3 for EU Companies: API Cost, Data Risk, and a Pilot Plan
- Mesh LLM Review: Can One Large LLM Run Across Multiple Computers?
- Graphify Review 2026: Is a Codebase Knowledge Graph Worth It?
- Bonsai 27B Review: Can a 27B LLM Really Run on a Phone?
- Soofi S: Is Germany's Sovereign LLM Ready for Business?
- AI Pilot Kill-or-Scale Scorecard: 12 Metrics to Check After 30 Days
- T3MP3ST Review 2026: Can It Replace a Penetration Test?
- Colibri Runs GLM-5.2 on Consumer Hardware. Here Is the Catch.
- Open Knowledge Format (OKF): The Enterprise Guide
- AI Agent Cost per Action: Why Agentic Workflows Blow Up Token Bills
- When Local Models Beat APIs: A Break-Even Calculator for EU Companies
- LLM Cost Calculator 2026: Cost per Task, Not Cost per Token
- Rendering Your Prompt as an Image to Cut LLM Costs 60%: Genius or Absurd?
- Cheaper Per Token. More Expensive Per Answer.
- Fable Is Back. Here's How to Actually Code With It.
- Dario Declared War on Open Source. The Real War Is Over Your AI Bill.
- What an Internal AI Assistant Actually Costs in the DACH Region (2026)
- LLM Gateways Compared 2026: LiteLLM vs OpenRouter vs Portkey vs RouteLLM
- Self-Hosting LLMs in the EU: When Open Weights Actually Pay Off
- Open-Weight LLM Showdown 2026: DeepSeek vs Qwen vs Kimi vs GLM vs Llama
- The Bottleneck Was Never Intelligence. It Was Context.
- ChatGPT Enterprise vs Copilot vs Custom RAG
- MCP vs RAG vs Agent Skills vs Custom GPTs
- How to Cut LLM Token Costs in 2026
- AI Agent Pilot in 30/60/90 Days
- Permissions-First RAG over SharePoint, Confluence, Drive
- RAG Production-Readiness Checklist for EU Companies
- When Is an LLM Eval Worth Building? Cost, ROI, and Trusting the Judge
- Why 40% of AI Agent Projects Die
- RAG vs Fine-Tuning vs Long-Context 2026
- LLM API Costs 2026. Architecture Shift