Technical deep-dives, architectural patterns, and industry updates for the modern AI engineer.
Export Jules configuration and session history before relying on read-only access. Follow Google's CLI-assisted workflow, distinguish expired login tokens from missing GitHub access, and check for incomplete downloads. Then move reviewed memories into project instructions, rebuild the execution environment, and validate scheduled work in Claude Code, Codex, or OpenCode.
Read Technical ReportRun long MCP tools without blocking Claude Code. Check version, protocol and feature-flag requirements, return a valid task handle and final result, audit elicitation hooks, and understand what survives cancellation, exit or session changes.
Read Technical ReportA practical decision guide for Pro users covering Dots availability, temporary launch limits, chat versus Work/Codex usage, background research, app access, and approvals.
Read Technical ReportA practical setup guide for connecting GitHub to Mistral Work without treating “Connected” as the finish line. It separates GitHub App access, Mistral workspace tool policy, and per-action approvals, then gives you a read-only first test and a layer-by-layer troubleshooting path.
Read Technical ReportA practical, privacy-first Hermes Agent guide: connect a local Qwen model through Ollama, verify the setup with a small file task, configure a cloud provider, switch per session or for one turn, and audit every route that can send data off the machine.
Read Technical ReportA practical guide to Gemini CLI request limits, /stats model, reset-time uncertainty, and the best next step after a limit-reached message.
Read Technical ReportA current, practical guide to Claude Code Router 3.1.1: Node.js 22+ installation, provider and routing setup, Agent Profiles, service commands, common failures, and when a direct ANTHROPIC_BASE_URL is the simpler choice.
Read Technical ReportA practical workflow for using Claude Opus 5.5 on long code audits while requiring reproducible evidence, risk grading, architecture review, and regression tests.
Read Technical ReportUse the full model ID or opus alias to switch Claude Code, fix an outdated-client 400, verify Opus 5.5’s medium effort default, and interpret refusal fallback correctly.
Read Technical ReportA reader-first workflow for assigning owners, testing immutable candidates, approving production releases, tracing regressions, and rolling back Prompts and Skills in Mistral Studio.
Read Technical ReportA practical guide to project defaults, session overrides, file, network, and credential policies, fail-closed behavior, and safe verification.
Read Technical ReportEmail classification is only the first step in support automation. Using Jev's Choice, Noul, and Score primitives, this article designs a complete ticket-routing workflow from intake and structured decisions to business-rule composition, human review, and outcome feedback, while preserving real-world constraints around accuracy, probability drift, network failures, and multilingual thresholds.
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