🚀 The LLM Zoo in 2026: How not to go crazy?

Today, opening your AI toolbox means facing a dizzying abundance: GPT-4.1, Claude 4 Sonnet, DeepSeek-V3, Gemini 2.5... Choosing the right model for the right task has become a software engineering problem in itself.

❌ The problem: Manual selection is unmanageable. Worse, burning a super-premium, expensive model to format a simple docstring or fix a typo is an economic non-sense.

💡 The solution: Delegate that choice to an AI agent via an intelligent routing and orchestration pattern. A lightweight, fast local model classifies intent upfront, then dispatches the task to the best-suited specialist model.

🛠️ The weekend prototype: To test this out, I hacked together AI Dispatch, a local MCP (Model Context Protocol) server in TypeScript. It lets you configure specialized agents and chain complex workflows (DAGs) transparently.

Curious about the architecture or config? I wrote down a full breakdown of this weekend experiment in my latest blog post.

👉 Read the full article here: https://blog.mornati.net/the-ai-orchestrator-why-intelligent-delegation-is-the-missing-piece-in-your-ai-toolchain

#SoftwareEngineering #ArtificialIntelligence #AIAgents #MCP #TypeScript #OpenSource #TechArchitecture #LLM #DevLife

The AI Orchestrator: Why Intelligent Delegation is the Missing Piece in Your AI Toolchain

1. Introduction: The Age of Model Abundance The AI assistant landscape in mid-2026 is one of abundance. According to McKinsey's State of AI report, 78% of organizations now use AI regularly, and the n

Marco Mornati | Tech, AI & Automation

What Is AX Design? Why Do We Need This New Role, by (not on Mastodon or Bluesky):

https://archive.ph/nOyg0?ref=frontenddogma.com

#design #ai #aiagents #career

An autonomous agent runs Charming’s finances — a micro-portfolio built from €0, entirely in public.

It trades on Kraken, earns bandwidth-sharing income, lends P2P, and attempted on-chain predictions. Real capital. Explicit risk rules. Every decision logged to a public task board.

Currently operational but small: ~€27 pool, one component gas-locked, trading net-neutral so far.

#buildinpublic #AIagents #autonomousagents

🤖 inkeep/agents

Builds AI agents with a visual drag-and-drop interface or TypeScript code, enabling collaboration between technical and non-technical teams

⭐ Stars: 1238
📅 Last Update: Jun 27, 2026

https://github.com/inkeep/agents

#selfhosted #homelab #selfhost #selfhosting #opensource #aiagents #nocode

GitHub - inkeep/agents: Create AI Agents in a No-Code Visual Builder or TypeScript SDK with full 2-way sync. For shipping AI assistants and multi-agent AI workflows.

Create AI Agents in a No-Code Visual Builder or TypeScript SDK with full 2-way sync. For shipping AI assistants and multi-agent AI workflows. - inkeep/agents

GitHub
WebBrain — Free Open-Source AI Browser Agent

The open-source alternative to Claude's browser plugin. AI-powered browser extension for Chrome & Firefox. Read, understand, and automate any web page. Multi-provider LLM support. Multilingual UI. Free forever.

WebBrain

SAIHM lets your AI assistant's memory move with you, not stay locked in one app, so you can pick up where you left off in any tool, with full control over what's remembered.

https://t.saihm.coti.global/r/masto-diff #AIagents

What makes SAIHM different: built for compliance, not bolted on

Compliance designed in, not bolted on — the controls a CISO asks for are the architecture. Plus your keys not the vendor's, a delete you can prove, a tamper-evident audit, one protocol across clients, polymorphous cells, one encrypted unit, bounded sharing, one source of truth.

Sail Research raised $80M at a $450M valuation, with Kleiner Perkins leading the Series A and Sequoia leading the Seed. The company is building inference infrastructure purpose-built for long-horizon AI agents, plus a per-active-time sandbox for agent runtimes. The customers shipping on it include Parallel, Detail.dev, and Jack and Jill. https://go.aintelligencehub.com/ma-sailresearch80m2026 #AI #Inference #AIAgents #Startup
Sail Research: $80M to build inference for long-horizon agents

Sail Research raised $80M at a $450M valuation to build inference infrastructure for long-horizon AI agents. Kleiner Perkins led the Series A, Sequoia led the Seed.

Agents fabricate citations: a link or an arXiv ID that looks right and points at nothing. We had a rule to verify; nothing enforced it.

cite-check fetches every link and arXiv ID in a draft and fails the publish if one isn't real, then checks the source actually supports the claim.

#AIAgents #LLMs #FactChecking #OpenSource

Six shifts rewriting search: VIA Nederland's taskforce speaks out: VIA Nederland's Search Taskforce in June 2026 laid out six shifts reshaping search: AI answers, GEO, AI agents, automation, new KPIs, and the T-shaped marketer. https://ppc.land/six-shifts-rewriting-search-via-nederlands-taskforce-speaks-out/ #SearchMarketing #DigitalMarketing #AIAgents #Automation #KPIs
Six shifts rewriting search: VIA Nederland's taskforce speaks out

VIA Nederland's Search Taskforce in June 2026 laid out six shifts reshaping search: AI answers, GEO, AI agents, automation, new KPIs, and the T-shaped marketer.

PPC Land

Omada's 2026 IGA survey of identity governance leaders finds that 48 percent of C-level respondents report assigning unique identities to AI agents, while the broader population disagrees about how consistently that is applied. The gap matters most for non-human identity hygiene. https://go.aintelligencehub.com/ma-omadaagentidentitygap

#AI #AIAgents #Identity #EnterpriseAI

Omada: C-suite and practitioners disagree on agent identity controls

Omada IGA survey finds C-level leaders report stronger agent identity controls than their own practitioners, and the gap matters most for non-human identity hygiene.