Problem
The Portfolio MOD TD's remediation roadmap currently phases recommendations by dependency order, not effort. This leads to unrealistic Phase 1 groupings like "containerize on EKS + migrate 4 databases + build Terraform from scratch" labeled as "Mo 1-2" — which is unrealistic for a team starting from zero, unless you factor in AI-accelerated execution.
Observed in PR #68 test results (Netflix/eureka + pallets/flask portfolio).
Proposed Fix
1. Effort classifier on each recommendation
Add an effort field to each remediation item:
trivial — enable a flag, turn on a service (minutes)
config-change — update config files, add IAM policy (hours)
sprint-sized — containerize an app, set up CI/CD (1-2 weeks)
multi-sprint — migrate databases, rewrite auth layer (weeks-months)
Include both traditional and AI-accelerated estimates.
2. Phase gating by effort
- Phase 0 ("This Week"): Only
trivial or config-change items
- Phase 1 ("First Sprint"):
sprint-sized items with no blockers
- Phase 2+ ("Quarter Plan"):
multi-sprint items
3. Honest phase labels
Replace generic "Mo 1-2" / "Mo 3-4" with:
- "Week 1 Actions" / "This Week Quick Wins"
- "First Sprint"
- "Quarter Plan"
4. Quick-win section
Add a dedicated "This Week" section for immediate actions:
- Enable CloudTrail = 15 min
- Tagging standard = 1-2 hrs
- Enable KMS encryption = 30 min
- Turn on GuardDuty = 10 min
5. Dual timeline (traditional vs AI-accelerated)
Show two columns:
| Recommendation |
Traditional |
AI-Accelerated |
| Containerize on EKS |
4-6 weeks |
1-2 weeks |
| Migrate DB to Aurora |
6-8 weeks |
2-3 weeks |
The Exec Plan TD already has ai_acceleration toggles — mirror that approach here.
Context
- The Portfolio Execution Plan TD (in development) already has
team_size, timeline_constraint, and ai_acceleration fields that do effort-to-calendar conversion
- Option A: Add effort-gating to Portfolio MOD TD directly
- Option B: Keep MOD's remediation section lighter and let the Exec Plan TD do the heavy lifting on phasing
- Discuss at Thursday alignment meeting
Sequencing
References
Problem
The Portfolio MOD TD's remediation roadmap currently phases recommendations by dependency order, not effort. This leads to unrealistic Phase 1 groupings like "containerize on EKS + migrate 4 databases + build Terraform from scratch" labeled as "Mo 1-2" — which is unrealistic for a team starting from zero, unless you factor in AI-accelerated execution.
Observed in PR #68 test results (Netflix/eureka + pallets/flask portfolio).
Proposed Fix
1. Effort classifier on each recommendation
Add an effort field to each remediation item:
trivial— enable a flag, turn on a service (minutes)config-change— update config files, add IAM policy (hours)sprint-sized— containerize an app, set up CI/CD (1-2 weeks)multi-sprint— migrate databases, rewrite auth layer (weeks-months)Include both traditional and AI-accelerated estimates.
2. Phase gating by effort
trivialorconfig-changeitemssprint-sizeditems with no blockersmulti-sprintitems3. Honest phase labels
Replace generic "Mo 1-2" / "Mo 3-4" with:
4. Quick-win section
Add a dedicated "This Week" section for immediate actions:
5. Dual timeline (traditional vs AI-accelerated)
Show two columns:
The Exec Plan TD already has
ai_accelerationtoggles — mirror that approach here.Context
team_size,timeline_constraint, andai_accelerationfields that do effort-to-calendar conversionSequencing
References