Reviewed software engineering articles from Restato Labs, drawn from build pipelines, deployments and developer tooling we operate, and from primary sources we read and verify ourselves.https://blog.restatolabs.com/https://blog.restatolabs.com/claude-code-comparison-guide/https://blog.restatolabs.com/claude-code-comparison-guide/Compare coding agents by execution surface, repository control, parallelism, GitHub delivery, customization, and verification responsibility, then choose a practical tool stack.Sun, 09 Aug 2026 00:00:00 GMTClaude CodeCodexCursorGitHub CopilotDeveloper Toolshttps://blog.restatolabs.com/claude-code-context-model-cost-guide/https://blog.restatolabs.com/claude-code-context-model-cost-guide/Diagnose context pressure, model capability, latency, usage limits, command runtime, and cost in Claude Code without relying on stale thresholds or pricing shortcuts.Sun, 09 Aug 2026 00:00:00 GMTClaude CodeContext WindowModelsCostPerformancehttps://blog.restatolabs.com/claude-code-git-parallel-workflows/https://blog.restatolabs.com/claude-code-git-parallel-workflows/Choose between one session, subagents, agent teams, and Git worktrees; isolate writes, preserve user changes, and integrate parallel Claude Code work through reviewable commits and pull requests.Sun, 09 Aug 2026 00:00:00 GMTClaude CodeGitWorktreesSubagentsParallel Developmenthttps://blog.restatolabs.com/claude-code-hooks-mcp-automation/https://blog.restatolabs.com/claude-code-hooks-mcp-automation/Choose the right Claude Code extension mechanism, write fail-safe hooks, constrain MCP trust, and run headless or GitHub Actions workflows with deterministic validation.Sun, 09 Aug 2026 00:00:00 GMTClaude CodeHooksMCPAutomationGitHub Actionshttps://blog.restatolabs.com/claude-code-permissions-security-guide/https://blog.restatolabs.com/claude-code-permissions-security-guide/Separate authentication from authorization, grant Claude Code minimum task authority, combine permission rules with sandboxing, and protect secrets in local and automated workflows.Sun, 09 Aug 2026 00:00:00 GMTClaude CodeSecurityPermissionsSandboxSecretshttps://blog.restatolabs.com/claude-code-setup-guide/https://blog.restatolabs.com/claude-code-setup-guide/Install Claude Code on macOS, Linux, or Windows, choose the right authentication path, verify one repository change, and add a concise project harness.Sun, 09 Aug 2026 00:00:00 GMTClaude CodeSetupCLICLAUDE.mdDeveloper Toolshttps://blog.restatolabs.com/one-front-door-many-domain-agents-enterprise/https://blog.restatolabs.com/one-front-door-many-domain-agents-enterprise/Decide what stays in one company assistant, what domain experts should publish as skills and tools, and when a capability deserves a separate governed agent.Thu, 06 Aug 2026 00:00:00 GMTEnterprise AIAI AgentAgent PlatformGovernanceMulti-Agenthttps://blog.restatolabs.com/arc-note-ad-supported-ai-tarot-case-study/https://blog.restatolabs.com/arc-note-ad-supported-ai-tarot-case-study/How Arc Note separates a useful free tarot reflection from optional ad-unlocked AI detail while protecting private reading URLs.Wed, 05 Aug 2026 00:00:00 GMTproduct-engineeringainextjsadvertisingcase-studyhttps://blog.restatolabs.com/github-copilot-managed-settings-governance-guide/https://blog.restatolabs.com/github-copilot-managed-settings-governance-guide/Separate Copilot app access, enterprise managed client behavior, plugin policy, and cloud-agent repository authority with a valid managed-settings rollout.Tue, 28 Jul 2026 00:00:00 GMTGitHub CopilotAI AgentGovernanceEnterpriseDeveloper Toolshttps://blog.restatolabs.com/github-models-retirement-migration-guide/https://blog.restatolabs.com/github-models-retirement-migration-guide/Recover from GitHub Models retirement by finding dependencies, choosing a replacement, validating provider behavior, and removing dead fallbacks and permissions.Tue, 28 Jul 2026 00:00:00 GMTGitHubAI APIMicrosoft FoundryMigrationLLMhttps://blog.restatolabs.com/vercel-flags-rollout-audit-guide/https://blog.restatolabs.com/vercel-flags-rollout-audit-guide/Join Vercel Flags revision history, semantic diffs, evaluation dimensions, and application outcomes into a reviewable rollout and rollback evidence trail.Mon, 27 Jul 2026 00:00:00 GMTVercel FlagsFeature FlagsObservabilityVercel CLIDevOpshttps://blog.restatolabs.com/vercel-sandbox-dashboard-incident-response-guide/https://blog.restatolabs.com/vercel-sandbox-dashboard-incident-response-guide/Use the Sandbox dashboard to inspect, contain, and recover agent workloads without leaking secrets, destroying evidence, or reusing suspect state.Mon, 27 Jul 2026 00:00:00 GMTVercelSandboxIncident ResponseSecurityhttps://blog.restatolabs.com/vercel-blob-waf-security-guide/https://blog.restatolabs.com/vercel-blob-waf-security-guide/Protect public Blob traffic with shared WAF rules while keeping identity-based access in Private Blob, then roll out deny, rate limit, and challenge without breaking clients.Sun, 26 Jul 2026 00:00:00 GMTVercelSecurityWAFBlob StorageWeb Developmenthttps://blog.restatolabs.com/vercel-workflow-30-minute-step-duration-guide/https://blog.restatolabs.com/vercel-workflow-30-minute-step-duration-guide/Enable 1,800-second Workflow steps safely by choosing recoverable boundaries, idempotent effects, cooperative cancellation, and bounded retry budgets.Sun, 26 Jul 2026 00:00:00 GMTVercelWorkflowAI AgentOperationshttps://blog.restatolabs.com/claude-opus-5-migration-copilot-guide/https://blog.restatolabs.com/claude-opus-5-migration-copilot-guide/Move from Claude Opus 4.8 or earlier by re-budgeting thinking, sweeping effort, updating prompts and tool assumptions, evaluating regressions, and enabling Copilot policy.Sat, 25 Jul 2026 00:00:00 GMTClaude Opus 5Anthropic APIClaude CodeGitHub CopilotMigrationhttps://blog.restatolabs.com/openai-api-spend-limits-guide/https://blog.restatolabs.com/openai-api-spend-limits-guide/Combine OpenAI organization and project hard spend limits with early alerts, project isolation, application budget states, and bounded fallbacks.Sat, 25 Jul 2026 00:00:00 GMTOpenAI APICost ControlMLOpsAI AgentProductionhttps://blog.restatolabs.com/github-issues-agent-automation-controls-guide/https://blog.restatolabs.com/github-issues-agent-automation-controls-guide/Roll out GitHub Issues agent automation with confidence thresholds, approval suggestions, rationale, safe-output constraints, staged previews, and action-level calibration.Fri, 24 Jul 2026 00:00:00 GMTGitHubGitHub IssuesCopilotAgentic WorkflowsAI AgentAutomationHuman in the LoopSecurityhttps://blog.restatolabs.com/mcp-2026-07-28-stateless-migration-guide/https://blog.restatolabs.com/mcp-2026-07-28-stateless-migration-guide/Migrate MCP clients and servers to stateless requests, explicit state handles, MRTR, subscriptions, cache metadata, and versioned conformance tests.Fri, 24 Jul 2026 00:00:00 GMTMCPModel Context ProtocolAI AgentGitHubProtocolMigrationConformance Testhttps://blog.restatolabs.com/ai-gateway-streaming-transcription-guide/https://blog.restatolabs.com/ai-gateway-streaming-transcription-guide/A production guide to Vercel AI Gateway streaming transcription: raw PCM, browser capture, ephemeral tokens, transcript state, latency, privacy, reliability, evaluation, and voice-agent architecture.Thu, 23 Jul 2026 00:00:00 GMTVercelAI GatewayAI SDKSpeech to TextVoice AgentProduction Architecturehttps://blog.restatolabs.com/enterprise-llm-model-selection-platform-strategy/https://blog.restatolabs.com/enterprise-llm-model-selection-platform-strategy/A July 2026 guide to commercial and open LLMs, model size, context, GPUs, leaderboards, routing, evaluation, cost optimization, governance, and enterprise platform design.Thu, 23 Jul 2026 00:00:00 GMTLLMEnterprise AIOpen ModelsAI PlatformAI GovernanceCost Optimizationhttps://blog.restatolabs.com/eve-installable-agent-extensions-guide/https://blog.restatolabs.com/eve-installable-agent-extensions-guide/Package eve tools, connections, skills, instructions, and hooks without losing control of namespaces, secrets, approvals, runtime policy, or upgrade risk.Thu, 23 Jul 2026 00:00:00 GMTAI AgentVerceleveAgent SkillsTypeScripthttps://blog.restatolabs.com/gemini-3-6-flash-migration-guide/https://blog.restatolabs.com/gemini-3-6-flash-migration-guide/Migrate to Gemini 3.6 Flash or 3.5 Flash-Lite by fixing deprecated sampling options, prefilled turns, thinking settings, Copilot policy, and AI Gateway IDs.Wed, 22 Jul 2026 00:00:00 GMTGeminiGoogle AIGitHub CopilotAI SDKMigrationhttps://blog.restatolabs.com/vercel-ai-gateway-service-tiers-guide/https://blog.restatolabs.com/vercel-ai-gateway-service-tiers-guide/Choose default, priority, and flex by workload, then use applied-tier metadata and accepted-outcome cost to verify the operational result.Wed, 22 Jul 2026 00:00:00 GMTVercelAI GatewayAI SDKOperationshttps://blog.restatolabs.com/astro-5-to-7-1-migration-audit/https://blog.restatolabs.com/astro-5-to-7-1-migration-audit/Audit an Astro 5 GitHub Pages site for Node 22, Content Layer, entry API, route, and Tailwind changes before upgrading to Astro 7.1.Tue, 21 Jul 2026 00:00:00 GMTAstroGitHub PagesMDXTailwind CSSMigrationhttps://blog.restatolabs.com/github-copilot-code-review-customization-guide/https://blog.restatolabs.com/github-copilot-code-review-customization-guide/Configure GitHub Copilot code review with head-branch instructions, a dedicated setup workflow, firewall rules, runner isolation, and observable review evidence.Tue, 21 Jul 2026 00:00:00 GMTGitHub CopilotCode ReviewGitHub ActionsAI AgentSecurityhttps://blog.restatolabs.com/ai-sdk-7-production-agent-guide/https://blog.restatolabs.com/ai-sdk-7-production-agent-guide/Choose between ToolLoopAgent, WorkflowAgent, and HarnessAgent, then add approvals, recovery, isolation, timeouts, and observability at the right production boundary.Mon, 20 Jul 2026 00:00:00 GMTAI SDKVercelAI AgentTypeScriptAutomationhttps://blog.restatolabs.com/align-astro-mdx-frontmatter-with-the-live-schema/https://blog.restatolabs.com/align-astro-mdx-frontmatter-with-the-live-schema/A practical workflow for aligning generated MDX with an Astro content collection schema and catching metadata drift before publication.Mon, 20 Jul 2026 00:00:00 GMTAstroMDXContent CollectionsEngineeringhttps://blog.restatolabs.com/github-content-os-agent-skills-workflow/https://blog.restatolabs.com/github-content-os-agent-skills-workflow/Use GitHub as an auditable control plane for agent-assisted content by separating policy, reusable skills, editorial state, public artifacts, and publication gates.Mon, 20 Jul 2026 00:00:00 GMTContent OSGitHubAI AgentAutomationAstrohttps://blog.restatolabs.com/gpt-5-6-sol-terra-luna-api-guide/https://blog.restatolabs.com/gpt-5-6-sol-terra-luna-api-guide/Compare current GPT-5.6 model IDs, post-price-cut API rates, context and cache rules, then migrate with workload evaluations instead of a global model rename.Sun, 19 Jul 2026 00:00:00 GMTOpenAIGPT-5.6APIAIMigrationhttps://blog.restatolabs.com/yolo-clover-detection-experiments/https://blog.restatolabs.com/yolo-clover-detection-experiments/A qualified first-party report on a YOLOv8 clover detector: the baseline, P2 training recipe, 640-versus-768 result, and confidence-threshold trade-offs.Sat, 17 Jan 2026 00:00:00 GMTyolomachine-learningdeep-learning