POST COPY
Keep the delivery loop connected

Three takeaways from Ohans Emmanuel at SDLCAI 2026:

1. Keep intent available to implementation, QA and operations.

2. Separate implementation from QA; combine adaptive and deterministic checks.

3. Feed production findings into the next plan and review.

Paraphrased from “Zero-trust harnesses for agentic software delivery”. Watch the full talk: https://www.youtube.com/watch?v=xi1AY-G3Ycc

#SDLCAI

ALT TEXT
Keep the delivery loop connected. Ohans Emmanuel at SDLCAI 2026. Three paraphrased talk takeaways: 1. Keep intent available to implementation, QA and operations. 2. Separate implementation from QA; combine adaptive and deterministic checks. 3. Feed production findings into the next plan and review. sdlcai.org

TALK SUMMARY
https://sdlcai.org/2026/talks/ohans-emmanuel-industry-perspective/

SOURCE PASSAGES
7:03–9:01 — https://www.youtube.com/watch?v=xi1AY-G3Ycc&t=423s
17:58–24:59 — https://www.youtube.com/watch?v=xi1AY-G3Ycc&t=1078s
24:59–31:58 — https://www.youtube.com/watch?v=xi1AY-G3Ycc&t=1499s

CONTEXT
- These practices describe the speaker’s team experience. Pairing models and using a separate QA agent add scrutiny, without establishing independent failure modes. Read-only infrastructure access still requires controls over data disclosure.