AWS Cost Optimization
How to Reduce AWS Costs Without Sacrificing Reliability
A practical AWS cost optimization guide covering compute, storage, databases, data transfer, observability and a safe 30-day cloud cost audit.
17 September 202613 min read
Engineering insights
Practical writing on systems that have to hold.
Notes on application reliability, AI agents, cloud infrastructure, software engineering and production operations.
Latest
From the engineering floor.
Short notes from production work and internal builds — written for people who have to operate the system after it ships.
Application Support SLA
Application Support SLA Guide: Priorities and Escalation
Learn how to define an application support SLA with practical severity levels, response targets, escalation paths, ownership and measurable service expectations.
16 September 202613 min read
Distributed Systems
How Distributed Systems Work: An AWS Architecture Guide
A practical guide to distributed systems, including partitioning, replication, queues, consistency, fault tolerance and a complete AWS architecture example.
15 September 202614 min read
L1–L4 Application Support
L1–L4 Application Support Explained: What Growing Businesses Actually Need
Understand what L1, L2, L3 and L4 application support teams own, how escalation should work and what to expect from an application support partner.
10 September 20269 min read
AI Agent Loops
How to Prevent AI Agent Loops: Detection, Limits and Guardrails
Learn why AI agents get stuck in loops and how to stop repeated tool calls with budgets, state checks, idempotency, circuit breakers and human review.
6 September 20267 min read
AI API Reliability
AI API Reliability: Timeouts, Retries, Queues and Fallbacks
A practical guide to AI API reliability using timeouts, bounded retries, queues, idempotency, circuit breakers, observability and graceful fallback paths.
25 August 20269 min read
Human-in-the-Loop AI
Human-in-the-Loop AI for High-Stakes Decisions
A practical framework for human-in-the-loop AI using reversibility, evidence, enforced approval checkpoints and audit trails to preserve accountability.
11 August 20267 min read
AI Search Visibility
AI Search Visibility: How to Measure Performance and Business Impact
Learn how to measure AI search visibility through impressions, qualified visits, engagement, enquiries and revenue instead of treating visibility as the outcome.
11 August 20267 min read
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