FIELD NOTE / LINKEDIN
A cheap build can make every incident expensive.
The short film, the complete written thought, and the evidence behind it.
The LinkedIn conversation link will follow its public release.
A cheap build can make every incident expensive.
Video caption
A cheap build can make every incident expensive.
Prompting, inspection, retesting and redeployment are real costs.
Request identity, policy version, effect receipt and owner.
My rule: Operational understanding belongs in the build decision.
Narration uses Eric's authorized AI voice clone.
#EricFieldNotes
Full written post / accessibility read
When an approval fails, an agent can propose a patch within minutes. If nobody can identify the governing policy, event, effect and customer readback, the team begins an archaeology project before it can accept that patch.
In this illustrative internal service, the employee who built it is pulled from their primary job to collect screenshots, inspect a plausible agent repair, run regressions, deploy and search for adjacent damage.
A small durable packet lets another operator ask the same questions without reconstructing the original chat. Track time from report to verified customer state, including review and rework.
Compare the maintained alternative with owner time, support load, security, export and incident recovery. Do this because a product is only cheap if the company can operate and repair it without repeatedly abandoning its real work.
Narration uses Eric's authorized AI voice clone.
#EricFieldNotes
Four-beat scene transcript
1. A cheap build can make every incident expensive.
When an approval fails, an agent can propose a patch within minutes. If nobody can identify the governing policy, event, effect and customer readback, the team begins an archaeology project before it can accept that patch.
Visual: The next operator has code but no state map.
2. Count the hidden operator work.
In this illustrative internal service, the employee who built it is pulled from their primary job to collect screenshots, inspect a plausible agent repair, run regressions, deploy and search for adjacent damage.
Visual: Prompting, inspection, retesting and redeployment are real costs.
3. Preserve a causal incident packet.
A small durable packet lets another operator ask the same questions without reconstructing the original chat. Track time from report to verified customer state, including review and rework.
Visual: Request identity, policy version, effect receipt and owner.
4. Price recovery, not first-draft tokens.
Compare the maintained alternative with owner time, support load, security, export and incident recovery. Do this because a product is only cheap if the company can operate and repair it without repeatedly abandoning its real work.
Visual: Operational understanding belongs in the build decision.
Research and claim limits
- DORA 2025 State of AI-assisted Software Development (S225)
- GitHub Copilot Agents application card (S226)
- NIST AI RMF Core (S227)
The examples identified as illustrative or simulated are design probes, not reported incidents. Vendor specifications do not establish workload performance.