Practical decisions for AI and software
Technical guides to choose models, verify software and plan delivery.
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Google AX Agent Executor: Budgets and Self-Hosting
A sandbox is not a spending cap. What Google AX really controls, what survives suspend/resume, and which dependencies matter when you want to own your AI.
WikiSkill: How Agents Evolve SKILL.md from Experience
WikiSkill compiles agent traces into a persistent evidence wiki, then validates atomic changes to SKILL.md. We review the benchmarks, transfer results, limits and production architecture.
Tencent Octop Review: What Builders Actually Get for Free
Tencent released Octop under MIT, with multi-user agents, a dashboard, automation and storage. We examine what is really included, what is not and what a production fork still costs.
Wigolo Review: Local Web Intelligence for AI Agents
Wigolo gives AI agents local-first search, fetch, crawl and research without a paid search API. We verify the ten-tool surface, cache, privacy, AGPL license and production limits.
Jev AI Review: Decision Models for Agent Workflows
Jev makes typed decisions instead of prose. See how it can route models, govern agent control steps and support bounded automation without replacing hard rules.
Supermemory: AI Agent Memory, RAG and Local Setup
Give your AI agent context between sessions without building the memory pipeline yourself. A practical Supermemory guide with API code, local setup and an honest benchmark review.
AI Agent Design Patterns: Start Simple, Verify Actions
More loops are not automatically better. Choose the smallest agent architecture that solves the failure, and separate a proposed action from permission to execute it.
Business & RegulationAI Agencies in Austria: A Project-Fit Shortlist (2026)
Compare custom AI delivery, industrial applications and workplace platforms. A commercially interested, non-ranked shortlist with dated provider sources.
Web3 & PrivacyBlockchain Development Companies in Austria: 2026 Shortlist
Who should build your Web3 product? Compare four Austrian providers, their published focus and the evidence to request before commissioning development.
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