Clear decision guides for you
Straight comparisons of the tools you're choosing between, honest about where each one falls short. Where we quote a benchmark, we show its source.
68 guides of 1,000
Auditing Security on Your MCP and Agent Tool Stack
A step-by-step way for a CTO to audit which tools an AI agent can reach, what each one can do, and where the access is broader than it should be.
Why Your Agent Loop Feels Slow, and How to Fix It
A diagnostic guide to finding where latency actually comes from in an agentic system, and which fixes help each cause instead of masking it.
Rolling Out Agentic Workflows Without Breaking Production
A practical rollout checklist for shipping an AI agent to production, from a shadow-mode test run through the guardrails that catch it if it misbehaves.
Cutting the Cost of Running LLM Agents at Scale
Where agent spend actually goes, and the specific changes, not just a cheaper model, that bring the bill down without cutting quality.
Watching What Your Agents Actually Do in Production
Answers to the observability questions a CTO actually has about agentic systems: what to log, what to alert on, and what a normal trace looks like.
Keeping Agent Workflows Running When a Region Goes Down
A worksheet for deciding how much high availability your agent stack actually needs, and what fails first when a dependency goes down.
Setting API Standards So MCP Integrations Don't Break
How to compare approaches to building and standardizing MCP tools so a new integration doesn't quietly break every agent that depends on it.
Who Can Your Agents Act As? A Guide to Agent RBAC
A runbook for scoping what an agent can do on a user's behalf, so its permissions match the person it's acting for, not the service account it runs on.
Getting Agentic AI Systems Through a SOC 2 Audit
What a SOC 2 auditor actually asks about an AI agent system, and the specific evidence a CTO needs ready before the audit starts.
Handling Personal Data Safely in Agent Workflows
How to think through data minimization, retention, and deletion requests for an agentic system that touches personal data across several tools.
How to Know If Your Agent Is Actually Working
Building an evaluation framework for an AI agent, from the first small test set through catching quality regressions before customers do.
Setting Spend Caps Before Your Agents Set Them for You
A decision guide for setting rate limits and spend caps on agentic workloads, so a stuck loop or a bad actor can't turn into an open-ended bill.
Building a CI/CD Pipeline for Agent and Tool Code
What changes about continuous integration once prompts and tool definitions ship alongside code, and how to test both before they reach production.
Making Your MCP Tools Pleasant for Engineers to Build On
Comparing approaches to MCP tool and SDK design, and the specific tradeoffs that decide how fast your team can add and debug new agent capabilities.
Finding Your Agent Stack's Breaking Point Before Customers Do
A worked example of benchmarking an agent system's throughput, so you know where it actually breaks under load instead of guessing until it does.
Rotating Secrets Your Agents Depend On, Automatically
A checklist for automating credential rotation across the model provider keys, tool credentials, and service tokens an agentic system depends on.
What Happens When a Tool Call Fails Mid-Task
A decision guide for designing fallback logic in an agent loop, so a single failed tool call degrades gracefully instead of derailing the whole task.
Caching Context So Your Agents Don't Pay for It Twice
Comparing where caching actually helps an agentic system, from prompt caching to tool result caching, and where it introduces stale-data risk instead.
Testing MCP Tool Contracts Before They Break in Production
A runbook for contract testing MCP tools, so a schema change on one team's server doesn't silently break every agent that already depends on it.
Scanning Your Agent Stack for the Vulnerabilities That Matter
Benchmarking what continuous vulnerability scanning should actually cover for an agentic system, including the MCP server surface most scanners miss.
Load Testing an Agent System Before It Meets Real Traffic
Answers to the practical questions CTOs have about load testing agentic systems, from what to simulate to how much traffic is actually enough.
Writing an Incident Runbook for When Agents Misbehave
How to build an incident response runbook specifically for agent failures, since a misbehaving agent breaks differently than a normal outage.
Routing Agent Traffic Across Regions Without Losing Context
A decision guide for multi-region routing of an agentic system, covering latency, data residency, and what breaks when a conversation crosses regions.
A Capacity Planning Runbook for Teams Tired of Fire Drills
A concrete way to set headroom targets, watch the right leading indicators, and decide what to pre-provision before the next launch catches you flat.
Build vs. Buy for Tamper-Proof Audit Logs: A Practical Decision Guide
What tamper-proof actually requires, what a compliance platform gives you that a homegrown log table doesn't, and a rule for deciding between them.
A Runbook for Version Migrations Your Customers Never Notice
The sequencing that keeps a version migration from becoming an outage: compatibility windows, rollout order, and what to check before you remove the old path.
What Vendor Portability Is Actually Worth, and When to Pay for It
A way to weigh the real cost of vendor lock-in against the cost of staying portable, and where the tradeoff usually lands for a small engineering team.
Four Network Isolation Checks Most VPC Peering Setups Skip
Four specific checks for VPC peering and network isolation setups, plus the pitfalls that let a segmentation boundary look correct while quietly failing.
Deciding Where Customer Data Actually Needs to Live
A set of criteria for deciding which data needs to stay in a specific region, which regulations actually require it, and what to check before you promise it.
Why Automated SLA Alerts Keep Missing Real Breaches
Why single-threshold SLA alerts miss real breaches, and how matching the contract's window, error budget and failure modes catches them before customers do.
A Chaos Drill Walkthrough: From Hypothesis to Fixed Bug
A worked walkthrough of one chaos drill, from picking a hypothesis to injecting a real failure, that shows what a useful drill looks like end to end.
Build vs. Buy for Verifying Every Device That Connects In
What zero-trust device and identity verification actually requires, what a platform gives you over a homegrown check, and how to decide between them.
A 30-Minute Audit for Finding Your Costliest Technical Debt
A short, structured way to find which technical debt is actually costing you time and money, instead of relying on whichever complaint was loudest this week.
What to Fix in a Container Image Before It Ships
A specific list of what to check in a container image before it reaches production, and the scanning and runtime tools that catch what a manual review misses.
Where to Actually Draw Your Service Boundaries
A set of criteria for deciding where a service boundary belongs, instead of defaulting to microservices or a monolith because of what other teams are doing.
A Runbook for Proving Your Backups Actually Restore
A step-by-step way to verify database backups actually restore, on a schedule, instead of discovering a gap the first time you need a backup for real.
Where Your Log Aggregation Bill Is Actually Going
A worked look at where a log aggregation bill actually comes from, and which cuts save real money without losing the logs you'd need during an incident.
A Checklist for mTLS Setups That Look Right and Aren't
A checklist for mutual TLS in a service mesh, and the specific pitfalls, expired certs, weak fallbacks, and skipped validation, that let a setup look secure.
A Worksheet for Cutting a New Engineer's First-Week Setup Time
A worksheet for finding where a new engineer's first week actually goes, so setup time comes out of waiting and friction instead of out of real ramp-up.
A 30-Minute Audit for Feature Flags Nobody Remembers
A short, repeatable way to find stale feature flags before they turn into a security gap or a confusing bug nobody can trace back to its actual cause.
How to Actually Compare API Gateways on Latency
Why most API gateway latency comparisons are misleading, and a more honest way to benchmark the tradeoffs that actually matter for your own traffic.
How to Pick a Shard Key You Won't Regret Later
The criteria that actually predict whether a shard key will hold up, including the resharding cost most teams underestimate until they're stuck with it.
The Questions to Ask Before You Add a Message Queue
A Q&A walkthrough of the tradeoffs an event-driven, message-queue architecture actually introduces, so the decision is made on purpose, not by default.
Edge Compute vs. a Centralized Cloud: What You're Actually Trading
A comparison of what edge compute actually buys you over a centralized cloud setup, and the operational cost it adds that a latency chart won't show you.
Getting Infrastructure-as-Code Changes Under Real Governance
How to bring drift detection, change review, and audit evidence to infrastructure-as-code without slowing every routine change down to a crawl.
What to Measure About Engineering Velocity Besides DORA
Why the four DORA metrics don't capture everything about engineering velocity, and what to track alongside them to see the parts they miss.
How to Roll Out AI Code Review Without Losing Trust
A step-by-step guide to adding an AI reviewer to your pull request flow: what to feed it, how to tune it, and where humans stay in the loop.
Picking the Right Fix When You Hit an API's Rate Limit
A decision guide for choosing between backoff, queuing, key sharding, and caching when your app keeps hitting an upstream API's rate limit.
Fixing 'Too Many Connections' Without Just Raising the Limit
A troubleshooting walkthrough for too many connections errors: what's actually consuming your pool, and the fixes that hold up under real load.
Choosing a Distributed Lock: Redis, Redlock, Postgres, or etcd
A comparison of single-node Redis locks, Redlock, Postgres advisory locks, and etcd for coordinating work across multiple application instances.
REST, GraphQL, or gRPC: Picking by Use Case, Not Trend
A decision guide comparing REST, GraphQL, and gRPC for internal services, public APIs, and mobile clients, and the tradeoffs each one hides.
What Synthetic Monitoring Catches That Real Traffic Misses
A checklist for setting up synthetic transaction probes that catch real failures early, plus the common pitfalls that make teams stop trusting them.
A Canary Deployment Runbook That Catches Bad Releases Fast
A step-by-step runbook for canary releases: picking the canary size, the metrics that should trigger a rollback, and how long to wait before promoting.
Making Dependency Vulnerability Alerts Worth Acting On
Why most teams ignore software composition analysis alerts, and a practical way to triage them so the ones that matter actually get patched.
Making Data Pipeline Retries Safe: A Walkthrough
A worked example of turning a data ingestion pipeline idempotent, from picking a dedup key to handling partial batch failures safely.
A Playbook for Deprecating an API Without Breaking Customers
A step-by-step playbook for deprecating an API version: how much notice to give, how to track who's still on it, and when it's safe to shut it off.
Building a Tracing Convention Your Team Will Actually Follow
A worksheet walkthrough for setting span naming, attribute, and sampling conventions before rolling out OpenTelemetry tracing across services.
Active-Active or Active-Passive: Choosing a DNS Failover Setup
A decision guide for choosing between active-active and active-passive DNS failover, and the health check design that makes either one work.
Ephemeral Test Environments: A Setup Checklist
A checklist for building on-demand, per-branch test environments: what to seed, how to tear them down, and where teams get the cost model wrong.
Diagnosing Stale Reads From a Lagging Read Replica
A troubleshooting walkthrough for stale reads from a lagging replica: how to measure lag, find the cause, and route reads that can't tolerate it.
Tuning a WAF Without Blocking Real Customers
A step-by-step runbook for rolling out WAF rules in monitor mode first, tuning false positives, and moving to blocking without breaking real traffic.
Istio or Linkerd: What Actually Differs for Most Teams
A comparison of Istio and Linkerd service mesh for most teams: operational overhead, resource cost, and which features are worth the complexity.
Reading a Query Plan to Find a Missing Database Index
A worked example of reading a Postgres query plan to spot a missing index, why sequential scans aren't always the problem, and what to check first.
Cutting Serverless Cold Starts Without Overpaying for It
A decision guide comparing provisioned concurrency, runtime choice, and snapshot-based startup for reducing serverless cold start latency.
Finding a Memory Leak: A Heap Snapshot Walkthrough
A worked example of diagnosing a slow memory leak with heap snapshots and pprof, in both Node.js and Go, before you resort to restarting on a timer.
Circuit Breakers and Bulkheads: What Each One Actually Prevents
A comparison of circuit breaker and bulkhead resilience patterns: what failure each one actually prevents, and how to set thresholds that work.
Rolling Out SAML SSO and SCIM Without a Support Fire Drill
A step-by-step runbook for adding enterprise SAML SSO and SCIM provisioning: what to test before launch, and how to handle the first customer rollout.
What to Actually Put in Your Engineering Architecture Manual
A practical outline for a living architecture manual: what belongs in it, who owns updates, and how to keep it from going stale within a quarter.