Practical decisions for AI and software
Technical guides to choose models, verify software and plan delivery.
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New comparisons, practical guides and engineering lessons.
AI & AgentsKimi K3 for EU Companies: API Cost, Data Risk, and a Pilot Plan
A buyer-focused review of K3 pricing, independent performance, Singapore data location, conflicting public terms, API integration limits, self-host reality and a measured two-week production pilot.
AI & AgentsMesh LLM Review: Can One Large LLM Run Across Multiple Computers?
A buyer-focused review of distributed local inference: how Skippy pools memory through layer stages, why speed does not scale with capacity, what the project’s benchmarks prove and how to run a safe commercial pilot.
Business & RegulationEU AI Vendor Security Questionnaire: 45 Questions Before You Sign
An evidence-led AI procurement checklist covering training, retention, subprocessors, regions, logs, permissions, model changes, incidents, evals, deletion, exit and EU AI Act roles. Includes a multilingual spreadsheet.
Business & RegulationDACH AI Adoption Benchmark 2026: What SMEs Put Into Production
Source-backed adoption and use-case data for Austria, Germany and Switzerland, plus the production, budget, ownership and shelfware metrics public surveys still do not measure.
AI & AgentsGraphify Review 2026: Is a Codebase Knowledge Graph Worth It?
Buyer review of Graphify vs search and RAG: architecture, privacy boundaries, benchmark limits, real adoption cost and a two-week pilot scorecard.
AI & AgentsBonsai 27B Review: Can a 27B LLM Really Run on a Phone?
Verified buyer’s review of 1-bit vs ternary, real memory, uneven benchmark losses, phone and WebGPU speed, use cases and pilot gates.
AI & AgentsSoofi S: Is Germany’s Sovereign LLM Ready for Business?
Germany’s 31.6B sparse model is strong on German and code, but the current checkpoint is a selected-partner closed beta with no final license. Benchmarks, openness, infrastructure, alternatives and the pilot checklist EU buyers need.
AI & AgentsAI Pilot Kill-or-Scale Scorecard: 12 Metrics to Check After 30 Days
A decision-grade scorecard with formulas, hard gates and one worked example across baseline cost, successful actions, straight-through completion, correction time, failures, latency, adoption, auditability, data readiness and payback.
AI & AgentsT3MP3ST Review 2026: Can It Replace a Penetration Test?
A buyer-focused review separating benchmarked single-agent capabilities from the unproven swarm, mapped against OWASP APTS with a safe pilot decision for CTOs.
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