01 / Resources

Field cases · Technical guides · Operating systems

Proof, patterns and decisions from systems that had to work.

An open library about applied AI, AWS and DevOps, enterprise WordPress, CRM and analytics, and the technical leadership required when delivery is under pressure.

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02 / Library

Choose by the problem you need to solve

Start with evidence. Filter for fit.

Nothing here is gated. The library is designed to help a technical buyer understand how I think, what I can own and whether a conversation is worth having.

15 resources shown

A feedback loop between edge traffic, WordPress, shared fragments and retriesA trigger became an outage only after the system started amplifying its own load.Edge trafficWordPress originShared fragmentsRetry pressure

01 / Case study8 min read

Breaking an AWS and WordPress retry storm

A production incident looked like a traffic spike. The real failure was a feedback loop between uncached WordPress requests, shared application fragments and an origin that could no longer recover.

  • DevOps & AWS
  • WordPress
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A direct pipeline from progressive form state through validation to HubSpotThe browser DOM stopped being the integration contract. The submitted payload became explicit.Form stateValidationHubSpot APICRM record

02 / Case study7 min read

Reliable HubSpot capture for a progressive WordPress form

Why passive form capture became intermittent when a WordPress form changed across steps, and how a direct, observable submission path made the integration accountable.

  • WordPress
  • CRM & analytics
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A page-load waterfall showing CSS, fonts, marketing tags and the LCP elementThe visible headline was the LCP. The delay came from resources loaded before it.HTML & CSSFontsMarketing tagsLCP element

05 / Case study7 min read

Finding LCP outside the WordPress theme

A Core Web Vitals investigation showed that fonts, unnecessary preloads and marketing scripts were competing with the real Largest Contentful Paint element.

  • WordPress
  • CRM & analytics
  • DevOps & AWS
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An incident-control loop from signal through diagnosis, decision and recoveryPressure becomes manageable when evidence, authority and the next decision share one loop.SignalDiagnosisDecisionRecovery

10 / Article7 min read

Technical incident command without the theatre

Crisis leadership is the work of building one reliable technical view, assigning decisions and keeping the recovery path smaller than the noise around it.

  • Technical leadership
  • DevOps & AWS
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Evidence moving through reconstruction, model assistance, review and approved actionThe model helps interpret evidence. It does not inherit authority from the workflow.Source evidenceReconstructionHuman reviewApproved action

13 / System note7 min read

Evidence-led AI with human approval

A local operations system reconstructs work from source evidence, lets models classify bounded material and keeps every external action under explicit human authority.

  • AI systems
  • Technical leadership
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A security boundary separating private data and deterministic rules from the language modelThe model can explain a decision without owning the numbers, credentials or action.Read-only dataRules engineSafe aggregateAI explanation

14 / System note7 min read

Rules-first AI for sensitive decisions

A financial coaching product keeps credentials, calculations and permissions outside the language model, then uses AI only to explain bounded results.

  • AI systems
  • DevOps & AWS
Read system note

03 / Editorial standard

Useful before impressive

Real constraints, explicit limits and no invented outcomes.

01

First-hand evidence

Every resource starts from work, systems or operating methods I have used. Public detail is narrowed where a client boundary requires it.

02

Technical mechanism

The useful part is the decision path: how the system failed, which evidence mattered and why one intervention was safer than another.

03

Buyer self-qualification

The content is open so a team can assess fit before a form, meeting or sales conversation becomes necessary.

04 / Contact

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