Delivery Recovery
- What you see
- Roadmaps move; releases do not.
- What is unowned
- Decision rights between product and engineering.
- First decision
- Change one boundary, cadence, or owner; remeasure.
For engineering leaders
AI is here. The time savings aren't.
I look at why new tools haven't made the work faster. We change one workflow and compare the results on your team's tasks.
Evidence map
The proof has to match the decision.
Inspect the evidence for the decision in front of you.
Four situations
Start with what is happening, not a service label.
Four domains, each with a visible problem, an ownership gap, and a first decision.
AI Engineering Control
- What you see
- More AI pilots, no reliable delivery improvement.
- What is unowned
- Specification, evaluation, review, and provenance.
- First decision
- Choose one workflow and its evaluation boundary.
AI Product Risk & Safety
- What you see
- A probabilistic feature risks silent harm in production.
- What is unowned
- Risk tiers and human escalation.
- First decision
- Set the boundary for mandatory human review.
Resilience & Security
- What you see
- A revenue-critical system fails under attack or load.
- What is unowned
- Failure paths, layered controls, and monitoring.
- First decision
- Name the first control and owner on the failure path.
Selected cases
Four domains, one evidence standard.
Inspect the situation, decision, bounded result, and exact role.
Feature Delivery Recovery
Delivery Recovery
A leadership handoff left no reliable map of the inherited platform.
- Decision
- Redesign the system boundaries instead of relying on local fixes.
- Result
- The team got a shared map of system boundaries, ownership, and the path to release.
- Role
- Chief Technology Officer
System Digital Twin
AI Engineering Control
An undocumented platform was too large to inspect manually in time.
- Decision
- Build a textual system twin with progressive context for agents.
- Result
- The team got an inspectable system map for further engineering work.
- Role
- Chief Technology Officer
Redis P0 Before First Users
AI Product Risk & Safety
A pre-launch audit examined session storage as an attack surface.
- Decision
- Remove Redis bearer tokens; check storage contents with a deterministic gate.
- Result
- Bearer tokens were removed from session storage, and every build gained a deterministic check.
- Role
- Founding AI Product Architect
Layered DDoS Defense Beyond the CDN
Resilience & Security
A live platform faced attacks that imitated application behavior.
- Decision
- Keep Cloudflare for volume; add a separate application-behavior defense layer.
- Result
- Traffic volume and application behavior were handled by separate defense layers.
- Role
- Chief Technology Officer
Activation Sprint
One operational intervention, then a stop-or-continue decision.
The paid Activation Sprint has a fixed scope and normally takes 7–10 working days. Price is fixed after fit confirmation.
One live intervention, a measured effect, and a named next owner support a stop-or-continue decision; this is not a report-only audit.
Method & fit
A short loop with a visible handoff.
- TriggerName the observable situation.
- ConstraintEstablish access, evidence, and a measurable baseline or proxy.
- DecisionChoose one narrow intervention and its guardrails.
- Measured changeVerify the effect and hand it to a named internal owner.
Fit
- Access to relevant evidence and decision makers
- A measurable baseline or explicit proxy
- An internal owner for handoff
Not a fit
- A free audit
- Staff augmentation
- Vague innovation theatre
Field Notes & About
The working record behind the decisions.
Field Notes examine operating decisions; About connects them to the person responsible.
Delivery
Where did ownership break between a roadmap and a release?
Read Delivery Field NotesAI engineering
Which evaluation would change the production decision?
Read AI Engineering Field NotesRisk & resilience
Where must a system stop, escalate, or fail safely?
Read Product Risk Field NotesStart with context
An unresolved situation is a valid starting point.
Send the context, even without a polished brief or chosen engagement, so I can tell whether I can help.