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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 applies 2 August 2026. The engineering build checklist: chatbot and agent disclosure, C2PA machine-readable marking, deepfake labels, public-interest text, logging, and the evidence to keep for an audit.
AI & AgentsCut RAG Vector Memory 16x: Is Data-Oblivious Quantization Ready for Production?
A new Rust index shrinks 10M embeddings from 31 GB to 4 GB with Google's training-free TurboQuant. What the method proves, where it beats FAISS, the recall trade-off, and how to pilot it.
AI & AgentsShared KV Cache Cut LLM Inference Latency 14x, With No New GPUs
An open-source KV cache layer cut mean time-to-first-token from 3.98s to 0.29s on a 235B model. Same GPUs, same memory. It stopped eight processes from hoarding private caches. What changed and whether it helps you.
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.
Product & MVPPaid Pilot vs PoC vs Design Partner: Which One Proves Demand?
Decision guide for choosing the right evidence test: technical feasibility, customer learning or willingness to pay, with a seven-condition paid-pilot scorecard and contract brief.
AI & AgentsOpenAI Eval Sandbox Escape: 12 Controls Before You Test a Cyber Agent
A fact-checked incident analysis and procurement checklist for nested isolation, egress, credentials, control-plane separation, benchmark integrity, monitoring and forensic fallback.
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