<?xml version="1.0" encoding="UTF-8"?><?xml-stylesheet type="text/xsl" href="/sitemap.xsl"?><urlset xmlns="http://www.sitemaps.org/schemas/sitemap/0.9" xmlns:image="http://www.google.com/schemas/sitemap-image/1.1"><url><loc>https://mariusmanolachi.com</loc><lastmod>2026-08-18</lastmod><changefreq>weekly</changefreq></url><url><loc>https://mariusmanolachi.com/blog</loc><lastmod>2026-08-18</lastmod><changefreq>daily</changefreq></url><url><loc>https://mariusmanolachi.com/about</loc><changefreq>monthly</changefreq></url><url><loc>https://mariusmanolachi.com/learn-ai</loc><changefreq>monthly</changefreq></url><url><loc>https://mariusmanolachi.com/essays</loc><changefreq>monthly</changefreq></url><url><loc>https://mariusmanolachi.com/books</loc><changefreq>monthly</changefreq></url><url><loc>https://mariusmanolachi.com/projects</loc><changefreq>monthly</changefreq></url><url><loc>https://mariusmanolachi.com/stats</loc><changefreq>yearly</changefreq></url><url><loc>https://mariusmanolachi.com/blog/give-ai-agent-least-privilege-tool-access</loc><lastmod>2026-08-18</lastmod><changefreq>weekly</changefreq><image:image><image:loc>https://mariusmanolachi.com/blog/give-ai-agent-least-privilege-tool-access-least-privilege-tool-access-hero.png</image:loc><image:title>An AI agent tool request passing through identity, scope, policy, and execution boundaries before reaching a business system</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/give-ai-agent-least-privilege-tool-access-permission-envelope-six-fields.png</image:loc><image:title>How Do I Give an AI Agent Least-Privilege Access to Tools?</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/give-ai-agent-least-privilege-tool-access-agent-identity-separation.png</image:loc><image:title>How Do I Give an AI Agent Least-Privilege Access to Tools?</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/give-ai-agent-least-privilege-tool-access-agent-tool-catalog-gate.png</image:loc><image:title>How Do I Give an AI Agent Least-Privilege Access to Tools?</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/give-ai-agent-least-privilege-tool-access-read-draft-commit-boundary.png</image:loc><image:title>How Do I Give an AI Agent Least-Privilege Access to Tools?</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/give-ai-agent-least-privilege-tool-access-scoped-token-audience.png</image:loc><image:title>How Do I Give an AI Agent Least-Privilege Access to Tools?</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/give-ai-agent-least-privilege-tool-access-three-gate-enforcement-model.png</image:loc><image:title>How Do I Give an AI Agent Least-Privilege Access to Tools?</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/give-ai-agent-least-privilege-tool-access-least-privilege-denial-checklist.png</image:loc><image:title>How Do I Give an AI Agent Least-Privilege Access to Tools?</image:title></image:image></url><url><loc>https://mariusmanolachi.com/blog/how-to-calculate-roi-for-an-ai-agent</loc><lastmod>2026-08-18</lastmod><changefreq>weekly</changefreq><image:image><image:loc>https://mariusmanolachi.com/blog/how-to-calculate-roi-for-an-ai-agent-hero.png</image:loc><image:title>Illustration of an AI agent ROI calculation balancing business value, lifecycle cost, and measurement evidence</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/how-to-calculate-roi-for-an-ai-agent-baseline-counterfactual.png</image:loc><image:title>How to Calculate ROI for an AI Agent</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/how-to-calculate-roi-for-an-ai-agent-baseline-measurement.png</image:loc><image:title>How to Calculate ROI for an AI Agent</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/how-to-calculate-roi-for-an-ai-agent-total-cost-ledger.png</image:loc><image:title>How to Calculate ROI for an AI Agent</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/how-to-calculate-roi-for-an-ai-agent-worked-example.png</image:loc><image:title>How to Calculate ROI for an AI Agent</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/how-to-calculate-roi-for-an-ai-agent-monthly-scorecard.png</image:loc><image:title>How to Calculate ROI for an AI Agent</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/how-to-calculate-roi-for-an-ai-agent-alternative-matrix.png</image:loc><image:title>How to Calculate ROI for an AI Agent</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/how-to-calculate-roi-for-an-ai-agent-go-no-go.png</image:loc><image:title>How to Calculate ROI for an AI Agent</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/how-to-calculate-roi-for-an-ai-agent-forecast-to-measurement.png</image:loc><image:title>How to Calculate ROI for an AI Agent</image:title></image:image></url><url><loc>https://mariusmanolachi.com/blog/how-to-design-an-ai-agent-state-machine</loc><lastmod>2026-08-18</lastmod><changefreq>weekly</changefreq><image:image><image:loc>https://mariusmanolachi.com/blog/how-to-design-an-ai-agent-state-machine-hero.png</image:loc><image:title>Illustration of an AI agent state machine with guarded transitions, checkpoints, and terminal states</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/how-to-design-an-ai-agent-state-machine-inline-1.png</image:loc><image:title>How to Design an AI Agent State Machine</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/how-to-design-an-ai-agent-state-machine-inline-2.png</image:loc><image:title>How to Design an AI Agent State Machine</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/how-to-design-an-ai-agent-state-machine-inline-3.png</image:loc><image:title>How to Design an AI Agent State Machine</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/how-to-design-an-ai-agent-state-machine-inline-5.png</image:loc><image:title>How to Design an AI Agent State Machine</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/how-to-design-an-ai-agent-state-machine-inline-4.png</image:loc><image:title>How to Design an AI Agent State Machine</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/how-to-design-an-ai-agent-state-machine-inline-6.png</image:loc><image:title>How to Design an AI Agent State Machine</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/how-to-design-an-ai-agent-state-machine-inline-7.png</image:loc><image:title>How to Design an AI Agent State Machine</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/how-to-design-an-ai-agent-state-machine-inline-8.png</image:loc><image:title>How to Design an AI Agent State Machine</image:title></image:image></url><url><loc>https://mariusmanolachi.com/blog/how-to-prevent-ai-agent-tool-schema-drift</loc><lastmod>2026-08-18</lastmod><changefreq>weekly</changefreq><image:image><image:loc>https://mariusmanolachi.com/blog/how-to-prevent-ai-agent-tool-schema-drift-hero.png</image:loc><image:title>Illustration of an AI agent tool contract protected by version, validation, and runtime compatibility gates</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/how-to-prevent-ai-agent-tool-schema-drift-contract-surfaces.png</image:loc><image:title>How to Prevent AI Agent Tool Schema Drift</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/how-to-prevent-ai-agent-tool-schema-drift-drift-gate.png</image:loc><image:title>How to Prevent AI Agent Tool Schema Drift</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/how-to-prevent-ai-agent-tool-schema-drift-test-matrix.png</image:loc><image:title>How to Prevent AI Agent Tool Schema Drift</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/how-to-prevent-ai-agent-tool-schema-drift-runtime-fingerprint.png</image:loc><image:title>How to Prevent AI Agent Tool Schema Drift</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/how-to-prevent-ai-agent-tool-schema-drift-drift-taxonomy.png</image:loc><image:title>How to Prevent AI Agent Tool Schema Drift</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/how-to-prevent-ai-agent-tool-schema-drift-provider-projections.png</image:loc><image:title>How to Prevent AI Agent Tool Schema Drift</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/how-to-prevent-ai-agent-tool-schema-drift-provider-change-flow.png</image:loc><image:title>How to Prevent AI Agent Tool Schema Drift</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/how-to-prevent-ai-agent-tool-schema-drift-release-binding.png</image:loc><image:title>How to Prevent AI Agent Tool Schema Drift</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/how-to-prevent-ai-agent-tool-schema-drift-observability-signals.png</image:loc><image:title>How to Prevent AI Agent Tool Schema Drift</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/how-to-prevent-ai-agent-tool-schema-drift-rollout-checklist.png</image:loc><image:title>How to Prevent AI Agent Tool Schema Drift</image:title></image:image></url><url><loc>https://mariusmanolachi.com/blog/how-to-scope-an-ai-agent-proof-of-concept</loc><lastmod>2026-08-18</lastmod><changefreq>weekly</changefreq><image:image><image:loc>https://mariusmanolachi.com/blog/how-to-scope-an-ai-agent-proof-of-concept-ai-agent-poc-scope-hero.png</image:loc><image:title>Illustration of an AI agent proof of concept moving through scope, evidence, and exit gates</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/how-to-scope-an-ai-agent-proof-of-concept-ai-agent-poc-scope-card.png</image:loc><image:title>How Do I Scope an AI Agent Proof of Concept?</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/how-to-scope-an-ai-agent-proof-of-concept-ai-agent-poc-case-matrix.png</image:loc><image:title>How Do I Scope an AI Agent Proof of Concept?</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/how-to-scope-an-ai-agent-proof-of-concept-ai-agent-poc-minimal-architecture.png</image:loc><image:title>How Do I Scope an AI Agent Proof of Concept?</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/how-to-scope-an-ai-agent-proof-of-concept-ai-agent-poc-permission-ladder.png</image:loc><image:title>How Do I Scope an AI Agent Proof of Concept?</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/how-to-scope-an-ai-agent-proof-of-concept-ai-agent-poc-evidence-stack.png</image:loc><image:title>How Do I Scope an AI Agent Proof of Concept?</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/how-to-scope-an-ai-agent-proof-of-concept-ai-agent-poc-evidence-pack.png</image:loc><image:title>How Do I Scope an AI Agent Proof of Concept?</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/how-to-scope-an-ai-agent-proof-of-concept-ai-agent-poc-exit-gate.png</image:loc><image:title>How Do I Scope an AI Agent Proof of Concept?</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/how-to-scope-an-ai-agent-proof-of-concept-ai-agent-poc-hypothetical-ap.png</image:loc><image:title>How Do I Scope an AI Agent Proof of Concept?</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/how-to-scope-an-ai-agent-proof-of-concept-ai-agent-poc-poc-pilot.png</image:loc><image:title>How Do I Scope an AI Agent Proof of Concept?</image:title></image:image></url><url><loc>https://mariusmanolachi.com/blog/how-to-set-a-budget-for-an-ai-agent</loc><lastmod>2026-08-18</lastmod><changefreq>weekly</changefreq><image:image><image:loc>https://mariusmanolachi.com/blog/how-to-set-a-budget-for-an-ai-agent-hero-budget-contract.png</image:loc><image:title>Illustration of an AI agent budget contract dividing task, tool, period, and outcome limits</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/how-to-set-a-budget-for-an-ai-agent-budget-layers.png</image:loc><image:title>How to Set a Budget for an AI Agent</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/how-to-set-a-budget-for-an-ai-agent-cost-worksheet.png</image:loc><image:title>How to Set a Budget for an AI Agent</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/how-to-set-a-budget-for-an-ai-agent-period-thresholds.png</image:loc><image:title>How to Set a Budget for an AI Agent</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/how-to-set-a-budget-for-an-ai-agent-budget-contract-runtime.png</image:loc><image:title>How to Set a Budget for an AI Agent</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/how-to-set-a-budget-for-an-ai-agent-enforcement-flow.png</image:loc><image:title>How to Set a Budget for an AI Agent</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/how-to-set-a-budget-for-an-ai-agent-budget-telemetry.png</image:loc><image:title>How to Set a Budget for an AI Agent</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/how-to-set-a-budget-for-an-ai-agent-side-effect-gates.png</image:loc><image:title>How to Set a Budget for an AI Agent</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/how-to-set-a-budget-for-an-ai-agent-review-loop.png</image:loc><image:title>How to Set a Budget for an AI Agent</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/how-to-set-a-budget-for-an-ai-agent-launch-checklist.png</image:loc><image:title>How to Set a Budget for an AI Agent</image:title></image:image></url><url><loc>https://mariusmanolachi.com/blog/prevent-ai-agent-memory-poisoning</loc><lastmod>2026-08-18</lastmod><changefreq>weekly</changefreq><image:image><image:loc>https://mariusmanolachi.com/blog/prevent-ai-agent-memory-poisoning-memory-poisoning-security-hero.png</image:loc><image:title>Editorial security diagram showing an AI agent memory write passing through validation, isolation, retrieval, and deletion controls</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/prevent-ai-agent-memory-poisoning-memory-write-admission-gate.png</image:loc><image:title>How to Prevent AI Agent Memory Poisoning</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/prevent-ai-agent-memory-poisoning-prompt-injection-versus-memory-poisoning.png</image:loc><image:title>How to Prevent AI Agent Memory Poisoning</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/prevent-ai-agent-memory-poisoning-memory-quarantine-write-pipeline.png</image:loc><image:title>How to Prevent AI Agent Memory Poisoning</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/prevent-ai-agent-memory-poisoning-memory-isolation-boundaries.png</image:loc><image:title>How to Prevent AI Agent Memory Poisoning</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/prevent-ai-agent-memory-poisoning-memory-retrieval-security-gates.png</image:loc><image:title>How to Prevent AI Agent Memory Poisoning</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/prevent-ai-agent-memory-poisoning-memory-lifecycle-rollback.png</image:loc><image:title>How to Prevent AI Agent Memory Poisoning</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/prevent-ai-agent-memory-poisoning-memory-poisoning-abuse-test-loop.png</image:loc><image:title>How to Prevent AI Agent Memory Poisoning</image:title></image:image></url><url><loc>https://mariusmanolachi.com/blog/should-i-use-rag-or-an-ai-agent-for-internal-knowledge</loc><lastmod>2026-08-18</lastmod><changefreq>weekly</changefreq><image:image><image:loc>https://mariusmanolachi.com/blog/should-i-use-rag-or-an-ai-agent-for-internal-knowledge-internal-knowledge-rag-agent-hero.png</image:loc><image:title>A calm editorial diagram contrasts a fixed internal knowledge retrieval path with an agent that can choose retrieval tools and take a bounded next step</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/should-i-use-rag-or-an-ai-agent-for-internal-knowledge-internal-knowledge-architecture-ladder.png</image:loc><image:title>Should I Use RAG or an AI Agent for Internal Knowledge?</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/should-i-use-rag-or-an-ai-agent-for-internal-knowledge-scope-decision-test.png</image:loc><image:title>Should I Use RAG or an AI Agent for Internal Knowledge?</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/should-i-use-rag-or-an-ai-agent-for-internal-knowledge-permission-aware-retrieval-boundary.png</image:loc><image:title>Should I Use RAG or an AI Agent for Internal Knowledge?</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/should-i-use-rag-or-an-ai-agent-for-internal-knowledge-single-search-versus-agent-loop.png</image:loc><image:title>Should I Use RAG or an AI Agent for Internal Knowledge?</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/should-i-use-rag-or-an-ai-agent-for-internal-knowledge-internal-policy-assistant-flow.png</image:loc><image:title>Should I Use RAG or an AI Agent for Internal Knowledge?</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/should-i-use-rag-or-an-ai-agent-for-internal-knowledge-retrieval-tool-contract.png</image:loc><image:title>Should I Use RAG or an AI Agent for Internal Knowledge?</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/should-i-use-rag-or-an-ai-agent-for-internal-knowledge-knowledge-pilot-card.png</image:loc><image:title>Should I Use RAG or an AI Agent for Internal Knowledge?</image:title></image:image></url><url><loc>https://mariusmanolachi.com/blog/why-does-my-ai-agent-choose-the-wrong-tool</loc><lastmod>2026-08-18</lastmod><changefreq>weekly</changefreq><image:image><image:loc>https://mariusmanolachi.com/blog/why-does-my-ai-agent-choose-the-wrong-tool-hero.png</image:loc><image:title>A tool-using AI agent choosing between overlapping actions before a clear routing boundary</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/why-does-my-ai-agent-choose-the-wrong-tool-inline-1.png</image:loc><image:title>Why Does My AI Agent Choose the Wrong Tool? A Practical Diagnosis</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/why-does-my-ai-agent-choose-the-wrong-tool-inline-2.png</image:loc><image:title>Why Does My AI Agent Choose the Wrong Tool? A Practical Diagnosis</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/why-does-my-ai-agent-choose-the-wrong-tool-inline-3.png</image:loc><image:title>Why Does My AI Agent Choose the Wrong Tool? A Practical Diagnosis</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/why-does-my-ai-agent-choose-the-wrong-tool-inline-4.png</image:loc><image:title>Why Does My AI Agent Choose the Wrong Tool? A Practical Diagnosis</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/why-does-my-ai-agent-choose-the-wrong-tool-inline-5.png</image:loc><image:title>Why Does My AI Agent Choose the Wrong Tool? A Practical Diagnosis</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/why-does-my-ai-agent-choose-the-wrong-tool-inline-6.png</image:loc><image:title>Why Does My AI Agent Choose the Wrong Tool? A Practical Diagnosis</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/why-does-my-ai-agent-choose-the-wrong-tool-inline-7.png</image:loc><image:title>Why Does My AI Agent Choose the Wrong Tool? A Practical Diagnosis</image:title></image:image></url><url><loc>https://mariusmanolachi.com/blog/ai-agent-stuck-in-a-loop</loc><lastmod>2026-08-17</lastmod><changefreq>weekly</changefreq><image:image><image:loc>https://mariusmanolachi.com/blog/ai-agent-stuck-in-a-loop-ai-agent-loop-hero.png</image:loc><image:title>An AI agent loop stopped at a boundary after repeated tool actions fail to produce progress</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/ai-agent-stuck-in-a-loop-agent-loop-shapes.png</image:loc><image:title>Why Is My AI Agent Stuck in a Loop? Diagnose and Fix It</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/ai-agent-stuck-in-a-loop-loop-r-framework.png</image:loc><image:title>Why Is My AI Agent Stuck in a Loop? Diagnose and Fix It</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/ai-agent-stuck-in-a-loop-repeated-action-fingerprint.png</image:loc><image:title>Why Is My AI Agent Stuck in a Loop? Diagnose and Fix It</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/ai-agent-stuck-in-a-loop-agent-progress-postcondition.png</image:loc><image:title>Why Is My AI Agent Stuck in a Loop? Diagnose and Fix It</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/ai-agent-stuck-in-a-loop-bounded-agent-runtime.png</image:loc><image:title>Why Is My AI Agent Stuck in a Loop? Diagnose and Fix It</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/ai-agent-stuck-in-a-loop-structured-tool-result.png</image:loc><image:title>Why Is My AI Agent Stuck in a Loop? Diagnose and Fix It</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/ai-agent-stuck-in-a-loop-loop-regression-matrix.jpg</image:loc><image:title>Why Is My AI Agent Stuck in a Loop? Diagnose and Fix It</image:title></image:image></url><url><loc>https://mariusmanolachi.com/blog/choose-between-ai-consultant-agency-internal-team</loc><lastmod>2026-08-17</lastmod><changefreq>weekly</changefreq><image:image><image:loc>https://mariusmanolachi.com/blog/choose-between-ai-consultant-agency-internal-team-ai-resourcing-gap-map-hero.png</image:loc><image:title>A decision map routes an AI initiative toward a consultant, agency, internal team, or time-boxed hybrid handoff</image:title></image:image></url><url><loc>https://mariusmanolachi.com/blog/design-multi-agent-handoffs</loc><lastmod>2026-08-17</lastmod><changefreq>weekly</changefreq><image:image><image:loc>https://mariusmanolachi.com/blog/design-multi-agent-handoffs-design-multi-agent-handoffs-hero.png</image:loc><image:title>Several AI agents connected by bounded handoffs that carry verified artifacts across context and permission boundaries</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/design-multi-agent-handoffs-handoff-artifact-contract.png</image:loc><image:title>How to Design Multi-Agent Handoffs That Preserve Context</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/design-multi-agent-handoffs-multi-agent-orchestration-patterns.png</image:loc><image:title>How to Design Multi-Agent Handoffs That Preserve Context</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/design-multi-agent-handoffs-agent-authority-zones.png</image:loc><image:title>How to Design Multi-Agent Handoffs That Preserve Context</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/design-multi-agent-handoffs-handoff-validation-gate.png</image:loc><image:title>How to Design Multi-Agent Handoffs That Preserve Context</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/design-multi-agent-handoffs-handoff-comparison-worksheet.png</image:loc><image:title>How to Design Multi-Agent Handoffs That Preserve Context</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/design-multi-agent-handoffs-handoff-controlled-next-action.png</image:loc><image:title>How to Design Multi-Agent Handoffs That Preserve Context</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/design-multi-agent-handoffs-multi-agent-boundary-overview.png</image:loc><image:title>How to Design Multi-Agent Handoffs That Preserve Context</image:title></image:image></url><url><loc>https://mariusmanolachi.com/blog/how-to-design-an-ai-agent-memory-schema</loc><lastmod>2026-08-17</lastmod><changefreq>weekly</changefreq><image:image><image:loc>https://mariusmanolachi.com/blog/how-to-design-an-ai-agent-memory-schema-agent-memory-four-way-hero.png</image:loc><image:title>A clean editorial diagram showing the fields and validation paths in a scoped AI-agent memory schema</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/how-to-design-an-ai-agent-memory-schema-task-state-versus-memory.png</image:loc><image:title>How to Design an AI Agent Memory Schema</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/how-to-design-an-ai-agent-memory-schema-memory-categories-map.png</image:loc><image:title>How to Design an AI Agent Memory Schema</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/how-to-design-an-ai-agent-memory-schema-memory-write-validation-boundary.png</image:loc><image:title>How to Design an AI Agent Memory Schema</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/how-to-design-an-ai-agent-memory-schema-memory-promotion-gates.png</image:loc><image:title>How to Design an AI Agent Memory Schema</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/how-to-design-an-ai-agent-memory-schema-structured-memory-record.png</image:loc><image:title>How to Design an AI Agent Memory Schema</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/how-to-design-an-ai-agent-memory-schema-memory-and-source-of-truth.png</image:loc><image:title>How to Design an AI Agent Memory Schema</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/how-to-design-an-ai-agent-memory-schema-memory-review-and-forget-loop.png</image:loc><image:title>How to Design an AI Agent Memory Schema</image:title></image:image></url><url><loc>https://mariusmanolachi.com/blog/how-to-monitor-an-ai-agent-in-production</loc><lastmod>2026-08-17</lastmod><changefreq>weekly</changefreq><image:image><image:loc>https://mariusmanolachi.com/blog/how-to-monitor-an-ai-agent-in-production-ai-agent-production-observability-hero.png</image:loc><image:title>Editorial illustration of an AI agent run traced from task through tool actions to a verified outcome</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/how-to-monitor-an-ai-agent-in-production-ai-agent-trace-tree.png</image:loc><image:title>How to Monitor an AI Agent in Production: An Observability Contract</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/how-to-monitor-an-ai-agent-in-production-trace-contract-five-fields.png</image:loc><image:title>How to Monitor an AI Agent in Production: An Observability Contract</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/how-to-monitor-an-ai-agent-in-production-agent-outcome-versus-claim.png</image:loc><image:title>How to Monitor an AI Agent in Production: An Observability Contract</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/how-to-monitor-an-ai-agent-in-production-agent-observability-signal-families.png</image:loc><image:title>How to Monitor an AI Agent in Production: An Observability Contract</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/how-to-monitor-an-ai-agent-in-production-agent-telemetry-redaction-boundary.png</image:loc><image:title>How to Monitor an AI Agent in Production: An Observability Contract</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/how-to-monitor-an-ai-agent-in-production-agent-alert-decision-matrix.png</image:loc><image:title>How to Monitor an AI Agent in Production: An Observability Contract</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/how-to-monitor-an-ai-agent-in-production-agent-incident-to-evaluation-loop.png</image:loc><image:title>How to Monitor an AI Agent in Production: An Observability Contract</image:title></image:image></url><url><loc>https://mariusmanolachi.com/blog/how-to-prevent-prompt-injection-in-an-ai-agent</loc><lastmod>2026-08-17</lastmod><changefreq>weekly</changefreq><image:image><image:loc>https://mariusmanolachi.com/blog/how-to-prevent-prompt-injection-in-an-ai-agent-prompt-injection-boundaries-hero.png</image:loc><image:title>Editorial diagram showing untrusted content separated from an AI agent action behind authorization and approval boundaries</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/how-to-prevent-prompt-injection-in-an-ai-agent-indirect-injection-path.png</image:loc><image:title>How Do I Prevent Prompt Injection in an AI Agent?</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/how-to-prevent-prompt-injection-in-an-ai-agent-four-boundary-model.png</image:loc><image:title>How Do I Prevent Prompt Injection in an AI Agent?</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/how-to-prevent-prompt-injection-in-an-ai-agent-trust-boundary-map.png</image:loc><image:title>How Do I Prevent Prompt Injection in an AI Agent?</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/how-to-prevent-prompt-injection-in-an-ai-agent-least-privilege-tools.png</image:loc><image:title>How Do I Prevent Prompt Injection in an AI Agent?</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/how-to-prevent-prompt-injection-in-an-ai-agent-approval-binding.png</image:loc><image:title>How Do I Prevent Prompt Injection in an AI Agent?</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/how-to-prevent-prompt-injection-in-an-ai-agent-data-egress-controls.png</image:loc><image:title>How Do I Prevent Prompt Injection in an AI Agent?</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/how-to-prevent-prompt-injection-in-an-ai-agent-adversarial-test-matrix.png</image:loc><image:title>How Do I Prevent Prompt Injection in an AI Agent?</image:title></image:image></url><url><loc>https://mariusmanolachi.com/blog/replay-failed-multi-agent-workflow</loc><lastmod>2026-08-17</lastmod><changefreq>weekly</changefreq><image:image><image:loc>https://mariusmanolachi.com/blog/test-multi-agent-handoffs-test-multi-agent-handoffs-hero.png</image:loc><image:title>A failed multi-agent workflow being reconstructed from a bounded checkpoint before a safe resume</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/test-multi-agent-handoffs-handoff-artifact-test-fixture.png</image:loc><image:title>How to Replay a Failed Multi-Agent Workflow Safely</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/test-multi-agent-handoffs-multi-agent-handoff-test-cases.png</image:loc><image:title>How to Replay a Failed Multi-Agent Workflow Safely</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/test-multi-agent-handoffs-agent-authority-test-boundaries.png</image:loc><image:title>How to Replay a Failed Multi-Agent Workflow Safely</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/test-multi-agent-handoffs-handoff-artifact-validation-test.png</image:loc><image:title>How to Replay a Failed Multi-Agent Workflow Safely</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/test-multi-agent-handoffs-handoff-comparison-test-worksheet.png</image:loc><image:title>How to Replay a Failed Multi-Agent Workflow Safely</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/test-multi-agent-handoffs-handoff-release-decision-path.png</image:loc><image:title>How to Replay a Failed Multi-Agent Workflow Safely</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/test-multi-agent-handoffs-multi-agent-handoff-test-overview.png</image:loc><image:title>How to Replay a Failed Multi-Agent Workflow Safely</image:title></image:image></url><url><loc>https://mariusmanolachi.com/blog/should-i-build-or-buy-an-ai-agent-for-my-business</loc><lastmod>2026-08-17</lastmod><changefreq>weekly</changefreq><image:image><image:loc>https://mariusmanolachi.com/blog/should-i-build-or-buy-an-ai-agent-for-my-business-build-buy-agent-hero.png</image:loc><image:title>A business workflow splits into buy, build, and hybrid paths at a decision boundary</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/should-i-build-or-buy-an-ai-agent-for-my-business-build-buy-six-question-test.png</image:loc><image:title>Should I Build or Buy an AI Agent for My Business?</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/should-i-build-or-buy-an-ai-agent-for-my-business-build-buy-vendor-exit.png</image:loc><image:title>Should I Build or Buy an AI Agent for My Business?</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/should-i-build-or-buy-an-ai-agent-for-my-business-build-buy-control-gates.png</image:loc><image:title>Should I Build or Buy an AI Agent for My Business?</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/should-i-build-or-buy-an-ai-agent-for-my-business-build-buy-ownership-boundary.png</image:loc><image:title>Should I Build or Buy an AI Agent for My Business?</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/should-i-build-or-buy-an-ai-agent-for-my-business-build-buy-cost-worksheet.png</image:loc><image:title>Should I Build or Buy an AI Agent for My Business?</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/should-i-build-or-buy-an-ai-agent-for-my-business-build-buy-four-week-proof.png</image:loc><image:title>Should I Build or Buy an AI Agent for My Business?</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/should-i-build-or-buy-an-ai-agent-for-my-business-build-buy-decision-memo.png</image:loc><image:title>Should I Build or Buy an AI Agent for My Business?</image:title></image:image></url><url><loc>https://mariusmanolachi.com/blog/single-ai-agent-instead-of-multiple-agents</loc><lastmod>2026-08-17</lastmod><changefreq>weekly</changefreq><image:image><image:loc>https://mariusmanolachi.com/blog/single-ai-agent-instead-of-multiple-agents-single-ai-agent-instead-of-multiple-agents-hero.png</image:loc><image:title>A single AI agent with shared context beside a bounded multi-agent system with separate tools and a controlled handoff</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/single-ai-agent-instead-of-multiple-agents-single-agent-context-boundary.png</image:loc><image:title>When Should I Use a Single AI Agent Instead of Multiple Agents?</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/single-ai-agent-instead-of-multiple-agents-split-test-five-gates.png</image:loc><image:title>When Should I Use a Single AI Agent Instead of Multiple Agents?</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/single-ai-agent-instead-of-multiple-agents-agent-least-privilege-boundary.png</image:loc><image:title>When Should I Use a Single AI Agent Instead of Multiple Agents?</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/single-ai-agent-instead-of-multiple-agents-agent-parallel-branches.png</image:loc><image:title>When Should I Use a Single AI Agent Instead of Multiple Agents?</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/single-ai-agent-instead-of-multiple-agents-agent-interface-contract.png</image:loc><image:title>When Should I Use a Single AI Agent Instead of Multiple Agents?</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/single-ai-agent-instead-of-multiple-agents-architecture-comparison-worksheet.png</image:loc><image:title>When Should I Use a Single AI Agent Instead of Multiple Agents?</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/single-ai-agent-instead-of-multiple-agents-agent-decision-path.png</image:loc><image:title>When Should I Use a Single AI Agent Instead of Multiple Agents?</image:title></image:image></url><url><loc>https://mariusmanolachi.com/blog/test-multi-agent-handoffs</loc><lastmod>2026-08-17</lastmod><changefreq>weekly</changefreq><image:image><image:loc>https://mariusmanolachi.com/blog/test-multi-agent-handoffs-test-multi-agent-handoffs-hero.png</image:loc><image:title>Test cases moving through bounded multi-agent handoffs with checks for artifacts, permissions, and failure states</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/test-multi-agent-handoffs-handoff-artifact-test-fixture.png</image:loc><image:title>How to Test Multi-Agent Handoffs Before Production</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/test-multi-agent-handoffs-multi-agent-handoff-test-cases.png</image:loc><image:title>How to Test Multi-Agent Handoffs Before Production</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/test-multi-agent-handoffs-agent-authority-test-boundaries.png</image:loc><image:title>How to Test Multi-Agent Handoffs Before Production</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/test-multi-agent-handoffs-handoff-artifact-validation-test.png</image:loc><image:title>How to Test Multi-Agent Handoffs Before Production</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/test-multi-agent-handoffs-handoff-comparison-test-worksheet.png</image:loc><image:title>How to Test Multi-Agent Handoffs Before Production</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/test-multi-agent-handoffs-handoff-release-decision-path.png</image:loc><image:title>How to Test Multi-Agent Handoffs Before Production</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/test-multi-agent-handoffs-multi-agent-handoff-test-overview.png</image:loc><image:title>How to Test Multi-Agent Handoffs Before Production</image:title></image:image></url><url><loc>https://mariusmanolachi.com/blog/what-business-teams-should-learn-before-using-ai-agents</loc><lastmod>2026-08-17</lastmod><changefreq>weekly</changefreq><image:image><image:loc>https://mariusmanolachi.com/blog/what-business-teams-should-learn-before-using-ai-agents-business-team-ai-agent-readiness-hero.png</image:loc><image:title>A cross-functional business team maps an AI agent workflow from business goal to evidence, boundaries, and responsible ownership</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/what-business-teams-should-learn-before-using-ai-agents-agent-literacy-levels.png</image:loc><image:title>What Should a Business Team Learn Before Using AI Agents?</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/what-business-teams-should-learn-before-using-ai-agents-business-process-before-agent.png</image:loc><image:title>What Should a Business Team Learn Before Using AI Agents?</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/what-business-teams-should-learn-before-using-ai-agents-agent-delegation-boundary.png</image:loc><image:title>What Should a Business Team Learn Before Using AI Agents?</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/what-business-teams-should-learn-before-using-ai-agents-agent-ground-truth-evidence.png</image:loc><image:title>What Should a Business Team Learn Before Using AI Agents?</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/what-business-teams-should-learn-before-using-ai-agents-agent-four-boundaries.png</image:loc><image:title>What Should a Business Team Learn Before Using AI Agents?</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/what-business-teams-should-learn-before-using-ai-agents-five-p-agent-brief.png</image:loc><image:title>What Should a Business Team Learn Before Using AI Agents?</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/what-business-teams-should-learn-before-using-ai-agents-agent-learning-workshop.png</image:loc><image:title>What Should a Business Team Learn Before Using AI Agents?</image:title></image:image></url><url><loc>https://mariusmanolachi.com/blog/what-should-an-ai-agent-remember-between-tasks</loc><lastmod>2026-08-17</lastmod><changefreq>weekly</changefreq><image:image><image:loc>https://mariusmanolachi.com/blog/what-should-an-ai-agent-remember-between-tasks-agent-memory-four-way-hero.png</image:loc><image:title>A clean editorial diagram showing an AI agent sorting information into remember, recompute, reference, and forget paths between tasks</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/what-should-an-ai-agent-remember-between-tasks-task-state-versus-memory.png</image:loc><image:title>What Should an AI Agent Remember Between Tasks?</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/what-should-an-ai-agent-remember-between-tasks-memory-categories-map.png</image:loc><image:title>What Should an AI Agent Remember Between Tasks?</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/what-should-an-ai-agent-remember-between-tasks-memory-write-validation-boundary.png</image:loc><image:title>What Should an AI Agent Remember Between Tasks?</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/what-should-an-ai-agent-remember-between-tasks-memory-promotion-gates.png</image:loc><image:title>What Should an AI Agent Remember Between Tasks?</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/what-should-an-ai-agent-remember-between-tasks-structured-memory-record.png</image:loc><image:title>What Should an AI Agent Remember Between Tasks?</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/what-should-an-ai-agent-remember-between-tasks-memory-and-source-of-truth.png</image:loc><image:title>What Should an AI Agent Remember Between Tasks?</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/what-should-an-ai-agent-remember-between-tasks-memory-review-and-forget-loop.png</image:loc><image:title>What Should an AI Agent Remember Between Tasks?</image:title></image:image></url><url><loc>https://mariusmanolachi.com/blog/what-to-learn-before-building-ai-agents</loc><lastmod>2026-08-17</lastmod><changefreq>weekly</changefreq><image:image><image:loc>https://mariusmanolachi.com/blog/what-to-learn-before-building-ai-agents-ai-agent-learning-path-hero.png</image:loc><image:title>A learning path for AI agent builders moving from workflow boundaries through tools, limits, and tested outcomes</image:title></image:image></url><url><loc>https://mariusmanolachi.com/blog/how-to-evaluate-an-ai-agent</loc><lastmod>2026-08-15</lastmod><changefreq>weekly</changefreq><image:image><image:loc>https://mariusmanolachi.com/blog/how-to-evaluate-an-ai-agent-hero.jpg</image:loc><image:title>An AI agent path passing through five inspection gates before reaching a controlled release</image:title></image:image></url><url><loc>https://mariusmanolachi.com/blog/human-in-the-loop-ai-agents</loc><lastmod>2026-08-15</lastmod><changefreq>weekly</changefreq><image:image><image:loc>https://mariusmanolachi.com/blog/human-in-the-loop-ai-agents-approval-boundary-hero.png</image:loc><image:title>An AI agent action reaching a control boundary that routes it to automatic execution, human review, or a blocked path</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/human-in-the-loop-ai-agents-hitl-control-types.png</image:loc><image:title>Human-in-the-Loop AI Agents: Approval Gates That Work</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/human-in-the-loop-ai-agents-four-path-action-routing.png</image:loc><image:title>Human-in-the-Loop AI Agents: Approval Gates That Work</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/human-in-the-loop-ai-agents-execution-boundary-architecture.png</image:loc><image:title>Human-in-the-Loop AI Agents: Approval Gates That Work</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/human-in-the-loop-ai-agents-reviewer-decision-packet.png</image:loc><image:title>Human-in-the-Loop AI Agents: Approval Gates That Work</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/human-in-the-loop-ai-agents-exact-action-binding.png</image:loc><image:title>Human-in-the-Loop AI Agents: Approval Gates That Work</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/human-in-the-loop-ai-agents-approval-adversarial-tests.png</image:loc><image:title>Human-in-the-Loop AI Agents: Approval Gates That Work</image:title></image:image><image:image><image:loc>https://mariusmanolachi.com/blog/human-in-the-loop-ai-agents-approval-operations-loop.png</image:loc><image:title>Human-in-the-Loop AI Agents: Approval Gates That Work</image:title></image:image></url><url><loc>https://mariusmanolachi.com/blog/when-to-use-an-ai-agent</loc><lastmod>2026-08-14</lastmod><changefreq>weekly</changefreq><image:image><image:loc>https://mariusmanolachi.com/blog/when-to-use-an-ai-agent-hero.jpg</image:loc><image:title>A branching system separates a fixed automation path from an adaptive agent loop contained by approval gates</image:title></image:image></url><url><loc>https://mariusmanolachi.com/essays/I-bet-on-edtech</loc><lastmod>2026-03-11</lastmod><changefreq>yearly</changefreq></url><url><loc>https://mariusmanolachi.com/essays/the-joy-of-learning</loc><lastmod>2026-03-08</lastmod><changefreq>yearly</changefreq></url><url><loc>https://mariusmanolachi.com/essays/how-ill-win-over-the-next-100-years</loc><lastmod>2026-03-03</lastmod><changefreq>yearly</changefreq></url><url><loc>https://mariusmanolachi.com/essays/writing-about-nothing</loc><lastmod>2026-02-14</lastmod><changefreq>yearly</changefreq></url><url><loc>https://mariusmanolachi.com/essays/what-are-you-optimising-for</loc><lastmod>2026-01-20</lastmod><changefreq>yearly</changefreq></url><url><loc>https://mariusmanolachi.com/essays/what-does-edtech-really-need</loc><lastmod>2025-12-01</lastmod><changefreq>yearly</changefreq></url><url><loc>https://mariusmanolachi.com/essays/why-are-you-doing-what-youre-doing</loc><lastmod>2025-11-24</lastmod><changefreq>yearly</changefreq></url><url><loc>https://mariusmanolachi.com/essays/reflections-on-uncertainty</loc><lastmod>2025-10-15</lastmod><changefreq>yearly</changefreq></url><url><loc>https://mariusmanolachi.com/essays/choose-the-right-boat</loc><lastmod>2025-08-11</lastmod><changefreq>yearly</changefreq></url><url><loc>https://mariusmanolachi.com/essays/missionary-vs-mercenary</loc><lastmod>2025-08-02</lastmod><changefreq>yearly</changefreq></url><url><loc>https://mariusmanolachi.com/essays/juststart</loc><lastmod>2025-07-30</lastmod><changefreq>yearly</changefreq></url><url><loc>https://mariusmanolachi.com/essays/you-dont-want-a-happy-life</loc><lastmod>2025-07-29</lastmod><changefreq>yearly</changefreq></url><url><loc>https://mariusmanolachi.com/essays/being-remembered-after-death</loc><lastmod>2025-07-28</lastmod><changefreq>yearly</changefreq></url><url><loc>https://mariusmanolachi.com/essays/verbs-over-substantives</loc><lastmod>2025-05-08</lastmod><changefreq>yearly</changefreq></url><url><loc>https://mariusmanolachi.com/essays/why-edtech-is-dead</loc><lastmod>2025-04-23</lastmod><changefreq>yearly</changefreq></url><url><loc>https://mariusmanolachi.com/essays/edtech-startups</loc><lastmod>2025-04-19</lastmod><changefreq>yearly</changefreq></url><url><loc>https://mariusmanolachi.com/essays/1am-thoughts-creativity</loc><lastmod>2025-04-17</lastmod><changefreq>yearly</changefreq></url><url><loc>https://mariusmanolachi.com/essays/writing-and-thinking</loc><lastmod>2025-04-14</lastmod><changefreq>yearly</changefreq></url><url><loc>https://mariusmanolachi.com/essays/educational-system-startup</loc><lastmod>2025-04-12</lastmod><changefreq>yearly</changefreq></url></urlset>