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 & Agentsllmfit Guide: Which Local LLM Fits Your Hardware?
Use llmfit to rank local models before downloading them. Learn what its fit, speed, quality and context scores mean, where estimates can mislead, and how to turn a recommendation into a production decision.
AI & AgentsCLIProxyAPI: Run GPT-5.6 Sol Inside Claude Code
Keep Claude Code’s agent harness and route the model calls to GPT-5.6 Sol. This copy-paste setup fixes the incomplete viral alias, locks down the proxy, and shows how to verify every layer.
Delivery & QAFloci vs LocalStack: AWS Emulator Review for CI in 2026
A fact-checked buyer guide to Floci, LocalStack, AWS SAM and real AWS: fidelity, service coverage, licensing, CI fit and a low-risk migration test.
AI & AgentsMiso TTS Self-Hosted vs API: Cost, Latency and VRAM Reality
Miso TTS is expressive and open-weight, but the 110 ms claim belongs to its hosted H100 API, not local inference. Compare hardware, pricing, licensing and production risk before choosing.
AI & AgentsEnterprise MCP Authorization Architecture
OAuth 2.1, audience-bound tokens and no token passthrough are the spec’s hard rules. The rest, multi-tenant isolation, per-tool scopes, delegated access and audit, is a reference design. Here is the whole trust boundary in two diagrams.
Business & RegulationEU AI Act Article 50 Checklist for SaaS and AI Agents
Article 50 has applied since 2 August 2026. Audit chatbot and agent disclosures, machine-readable marking, deepfake labels, public-interest text, logging, and the evidence kept for enforcement.
AI & AgentsCompress RAG Vectors to 2 Bits: Is Data-Oblivious Quantization Production-Ready?
TurboQuant now ships in Qdrant 1.18, while TurboVec has reached 1.0. Learn what the 16x figure applies to, how current benchmarks compare, and what to test.
AI & AgentsLMCache Reported 13.7x Lower Mean TTFT with a Shared KV Cache
LMCache reported mean time-to-first-token falling from 3.98s to 0.29s in one multi-turn Qwen3-235B benchmark. Here is what the result shows, what it does not prove, and how to test reuse on your own workload.
AI & AgentsLossless LLM Weight Compression vs 8-bit GGUF: What Is Ready for Production?
A fact-checked decision guide to the GLM-5.2 result, exact BF16 decoding, Q8 quantization, prior systems, runtime evidence, fleet economics and a 14-day pilot.
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