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 & AgentsGraft Review 2026: Do Agent Repo Maps Belong in Git?
Graft writes your codebase into linked markdown so agents stop re-exploring it. We checked whether that map really travels through git, what its benchmarks prove and what belongs in version control instead.
Business & RegulationLLM Pseudonymization Gateways: Does the Prompt Leave GDPR Scope?
Platforms in this category promise that pseudonymizing a prompt makes a hosted model safe to use. The 2025 CJEU ruling and the EDPB guidance say something narrower. Here is the evidence a buyer actually has to collect.
AI & AgentsCodag for Coding Agents: Tool-Output Compression and Cost
Coding agents can waste many tokens on oversized tool output. Learn how output compression and decision-first observability make AI execution costs measurable again.
AI & AgentsSmarter Token Usage: Measure Cost per Accepted Coding Task
Reduce coding-agent spend with cache-aware accounting, tested routing and a reproducible cost-per-accepted-task example, including retries and human review.
AI & AgentsDeepSeek Harness Review: Is the Plugin Stack Production-Ready?
A buyer-focused review of DeepSeek Harness, its replaceable Cordis architecture, four agent presets, security boundaries and enterprise pilot fit.
AI & AgentsNetflix's vLLM and Triton Stack: 7 Production Lessons
Netflix chose vLLM for operational fit, then found the real bottlenecks in constrained decoding, deployment, model loading and metrics. Here is what smaller teams should copy, and what they should buy instead.
AI & AgentsOpenSandbox Review: Is Self-Hosting Worth It?
A buyer-focused review of OpenSandbox isolation, Credential Vault, Kubernetes operations, hidden costs, production gaps and a 30-day pilot plan.
AI & AgentsTransformers.js Browser AI: When Local Inference Belongs in Your Product
A production guide to private in-browser AI: verified adoption, WebGPU and WASM, real cost, privacy boundaries, use cases, fallbacks and a 30-day pilot.
AI & AgentsCloudflare Kitesurf Review: Cost, Limits and Production Fit
Kitesurf uses less CPU and memory than Chromium but trades speed and compatibility. Review beta pricing, security limits, alternatives and a 30-day pilot.
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