Skip to content Hub hub.llmnet.nl Compare models on task, language, cost and license. Community community.llmnet.nl Prompt techniques, patterns and system prompts. API api.llmnet.nl LLMs in production: rate limits, routing, structured output. Consultancy consultancy.llmnet.nl Rolling out AI in an organization, pilot to production. News nieuws.llmnet.nl AI developments, explained for the Netherlands. Benchmark benchmark.llmnet.nl Measure AI quality yourself, on your own tasks. Careers vacatures.llmnet.nl AI roles, salaries and career paths in the Netherlands. Learn leren.llmnet.nl AI concepts in plain language, beginner to builder. Guide gids.llmnet.nl Run AI privately on your own Mac, PC, NAS or home server. Directory directory.llmnet.nl Mapping the AI ecosystem: tools, models, companies. Radar radar.llmnet.nl Signals from X, research and communities for indie developers. Apps apps.llmnet.nl Reviews of AI apps and open-source repos, with tips for builders.
Agent frameworks: what emerged over the past month Overview of the latest agent frameworks, durable execution, MCP integrations, and architectural choices for developers in August 2026.
Agent Orchestration Frameworks: Signals from July 2026 An analysis of the shift in agent orchestration toward durable execution and planner-executor patterns for indie developers with their own stack.
Agent runtime security: signals for anyone running agents How do you secure and limit autonomous AI agents? An analysis of runtime security, budget guardrails, and zero-trust for indie developers with their own…
Everything your agent reads is attack input Prompt injection in VirusTotal, MCP tokens without CSRF protection and sandboxes that leak through convenience. The agent security signals of August 2026.
Agents and MCP tooling August 2026 Discover the latest insights on AI agents and the Model Context Protocol (MCP) in August 2026. Explore security, runtimes, and dynamic tools.
AI Observability: The July 2026 Tooling Wave The AI observability market is consolidating rapidly in 2026. What do the acquisitions of Langfuse and Helicone mean for indie developers with their own…
Caching architectures for multi-agent loops Caching architectures for multi-agent loops: reduce token costs and latency through prefix, KV, state, and tool caching within complex AI systems.
Claude skills and plugins: the July 2026 radar Discover how Anthropic is focusing on 'Skills' instead of custom agents in July 2026. Practical tips and tools for indie developers with their own stack.
Can you self-host Cloudflare OS? Review, cost and setup Cloudflare OS went open source in August 2026. What it is, what it costs, and whether you can actually self-host it — tested, not repeated.
Cloudflare Workers for AI Builders: Signals from July 2026 Important updates for Cloudflare Workers in July 2026: deprecation of the legacy KV API, SQLite for Durable Objects, and new AI Gateway spend limits.
Enforcing determinism in agentic code generation Practical guide for developers on enforcing determinism in agentic code generation through seeds, AST validation, grammars, and sandboxing.
AI Funding and Launches: Who Raised, What Launched An analysis of the latest AI funding and product launches in July 2026. What do Runta, Oak, Neo, and OpenAI Presence mean for your own agent setup?
GPU passthrough on Proxmox for model servers Configuring GPU passthrough on Proxmox VE for local LLM model servers. An analysis of IOMMU, drivers, vLLM, PCIe topology, and performance.
Hands-on: Cloudflare OS one month later — what's left of the Gatekeepers After the review of August 6, four new commits landed in cloudflare-os. What changed about the Gatekeepers — and what's still open.
How Dutch universities train open models An analysis of how Dutch universities train open LLMs: compute clusters, clean data, tokenizers, continuous pre-training, and evaluation.
Home Assistant and AI: the smart home signals of July 2026 Discover the key AI developments around Home Assistant from July 2026. From Cloudflare Workers AI to smart dashboard generators and approval workflows.
Homelab and self-hosted AI: the signals of July 2026 Discover the homelab AI trends of July 2026. From Apple Silicon versus Synology NAS to hybrid routing with LiteLLM and n8n for indie developers.
Monetization for indie developers How do you maintain margin as an indie developer with AI agents and APIs? Analysis of computational arbitrage, hybrid pricing models, and smart routing in…
LiteLLM Proxy: Load Balancing and Fallback Tracker Analysis of the LiteLLM proxy: routing algorithms, RPM/TPM load balancing, fallback cascades, and streaming responses in production setups.
Local LLMs and Ollama: Signals from July 2026 | AI Radar Discover how Ollama accelerates local LLM inference on Apple Silicon with MLX integration and new v0.32.x updates. Essential for indie developers.
MCP and agent tooling: what's happening now | AI-Radar The latest developments in the Model Context Protocol (MCP) and agent tooling for indie developers. Read about stateless MCP, FastMCP 4.0, and local coding…
MCP Ecosystem: New Servers and Real-World Experiences In-depth analysis of the Model Context Protocol in August 2026: servers, transport layers, token overhead, latency benchmarks, and runtime security.
MCP version status: an ongoing tracker An ongoing tracker of Model Context Protocol (MCP) version status, specification updates, SDK developments and implementation patterns for developers.
Micro-SaaS exits: what buyers are paying and looking for now How do you sell a micro-SaaS in 2026? Analysis of exit channels, multiples, and the ideal AI tech stack for indie developers with their own server.
Model API price changes: who cut what Analysis of recent model API price changes. Who cut their rates, what does this mean for cost per token, and how do you manage the spend?
Model News August 2026: Releases and Rumors Independent overview of the latest LLM releases, price shifts, and rumors in August 2026 for developers with their own tech stack.
Model News: The Releases and Rumors of July 2026 A closer look at the latest AI models of July 2026: Grok 4.5 dominates benchmarks, DeepSeek V4 goes open-source, and Claude Opus 5 keeps us waiting.
The AI Model Price War: State of July 2026 - AI-Radar The AI model price war reaches a new low in July 2026. What do the price cuts from OpenAI, DeepSeek, and Xiaomi mean for your stack?
Detecting and recovering from multi-agent deadlocks How do you detect and break deadlocks between autonomous AI agents? Discover strategies for cycle detection, circuit breakers, and state transitions.
n8n community: workflows and patterns that stand out Discover the latest n8n signals from July 2026: the new AI Assistant for self-hosted setups, error-handling patterns, and the comparison with Claude Code.
AI Radar newsletter — 22 August 2026 Weekly newsletter for indie developers: cache costs, agent health checks that lie, prompt injection in VirusTotal and where the AI money is going.
The Dutch AI scene August 2026 An analysis of the Dutch AI scene in August 2026. A look at the trends around sovereign cloud, local LLMs, SME adoption, regulation, and meetups.
The Dutch AI Scene: Signals from July 2026 The Dutch AI scene in July 2026: discover why physical hubs, demo-first meetups, and smart bootstrapping are essential for indie developers.
NVMe tiering for vector indices on mini clusters A practical architecture for NVMe tiering of vector databases on mini-PC clusters. Optimize RAM usage, disk-backed HNSW and random read latency.
Observability tools for AI systems Discover which observability tools are needed to monitor LLM applications and agents, control costs and track down errors in practice.
Open-weight models from China: the state of play in July An in-depth analysis of the latest Chinese open-weight LLMs from July 2026, including Kimi K3 and DeepSeek V4, and what this means for your agent stack.
Privileged access management for bash tools Privileged access management for autonomous bash tools: architecture, sudoers restrictions, ephemeral tokens, and secure execution layers for AI agents.
Blocking prompt injection with streaming AST filters Blocking prompt injection during token generation with streaming AST filters. Technical analysis of parsers, latency, and runtime security for AI agents.
Quantization loss measured: AWQ vs GGUF and EXL2 Quality loss and trade-offs in AWQ, GGUF and EXL2. Compare mathematical mechanisms, VRAM architecture and selection criteria for local model servers.
Radar August 2026: what changed since July The August edition of the AI Radar: which July signals materialized, what new releases and pricing arrived, and what it means for your stack.
RAG tooling: what is new in retrieval systems An in-depth analysis of the latest developments in RAG tooling, hybrid search systems, re-rankers, and agentic retrieval for builders.
RAG and vector databases: what the community is discovering Discover the latest RAG and vector database trends for July 2026. From LazyGraphRAG to pgvector and the best chunking and reranking strategies for your…
Review: vLLM versus Ollama for production on your own servers Comparing vLLM and Ollama for production inference on your own servers. An analysis of PagedAttention, continuous batching, VRAM management and hardware architecture.
Sandboxing LLM tools: Docker isolation in practice Practical guide to Docker sandboxing of LLM agent tools. Secure code execution with seccomp, non-root users, read-only rootfs and network isolation.
Selling self-hosted LLM wrappers as a B2B solution How do you sell a self-hosted LLM wrapper to B2B customers? Analysis of architecture, privacy requirements, margins, and pitfalls in practice.
SEO and AI content: what works now according to the signals How do you survive Google's shift to AI-first search? An analysis of content pruning, programmatic SEO, and the move toward unique data for indie devs.
AI on your Synology NAS: Signals and Practice from July 2026 An analysis of Synology DSM 7.4, AI integrations, container management with Dockhand, and practical tips for indie developers with their own homelab.
Retrospective: which July signals came true? Review of the July radar signals: which predictions about open models, MCP, pricing, and observability came true, which did not, and what that means.
Token Saving: Proven Tricks from the Community Discover 5 proven techniques for token saving in 2026: from model routing and prompt caching to progressive disclosure for your own AI agents.
Token economy August 2026: what you need to log GPT-5.6 Sol got cheaper, DeepSeek V4 Pro 3.6x more expensive. Why cost per task matters and why a collapsed cache eats up your quota in twenty minutes.
From signal to measurement: testing agent security yourself The July articles on agent security gave signals; this follow-up translates them into measurement questions and a test set for your own setup — the bridge from radar to benchmark.
X Trends: Trending AI posts on X (17-19 August 2026) Trending AI posts on X from 17 to 19 August 2026: DeepSeek Harness, Claude leaks and updates, Hermes Bot Mode, and agent tooling for indie developers.
Self-hosted agents: the gaps you only see once you run them An HTTP 200 without finish_reason, profiles that wipe sessions, and memory that doesn't get rebuilt. Field signals for anyone self-hosting agents.
More on llmnet.nl: Hub · Community · API · Consultancy · News · Benchmark · Careers · Learn · Guide · Directory · Apps
© 2026 llmnet.nl — Dutch/English knowledge network on AI & LLMs.