Files
magnus919_agent-skills/forward-deployed-engineering/manifest.yaml
Magnus Hedemarkandfactory-droid[bot] <138933559+factory-droid[bot]@users.noreply.github.com> a315b77bd8 feat(flatten): rewrite moved-file paths for flat layout
Re-point relative references inside the six non-tailscale/workflow-architect
bundle dirs now that they live one level shallower at the repo root:
- bundle-root SKILL.md/manifest.yaml/README.md: ../../<target> -> ../<target>,
  cross-bundle ../../bundles/<x> -> ../<x>
- forward-deployed-engineering references/: ../../../<target> -> ../../<target>
- product-lifecycle references cross-bundle ../../bundles/neckbeard -> ../../neckbeard
- product-lifecycle references/discovery-brief.md prose headings drop bundles/ prefix
- neckbeard eval shell commands bundles/neckbeard/eval -> neckbeard/eval
- production-excellence AGENTS.md depth note updated
- manifest header comments point at ../schemas/bundle-manifest-v1.schema.json
- regenerate docs/lifecycle-capability-matrix.{md,json}

Co-authored-by: factory-droid[bot] <138933559+factory-droid[bot]@users.noreply.github.com>
2026-08-14 15:59:56 -04:00

327 lines
14 KiB
YAML

# Bundle manifest (bundle-manifest-v1) — paths are relative to this bundle dir.
schema_version: 1
bundle_name: forward-deployed-engineering
purpose: >-
Carry an embedded technical engagement from ambiguous stakeholder need through
discovery, framing, hypothesis, build, evaluation, deployment, adoption,
measurement, and generalization while preserving decision rights, evidence,
handoffs, and reusable field learning.
audience: >-
Technical leads and agents embedded across stakeholder discovery, implementation,
production fit, adoption, and measurable workflow outcomes; this is a continuity
layer that routes specialist methods rather than replacing them.
stages:
- name: Discover
skills:
- ../product-discovery/SKILL.md
- ../data-engineering/SKILL.md
- ../remote-systems-administration/SKILL.md
- name: Frame
skills:
- ../product-design-and-ux/SKILL.md
- ../privacy-engineering/SKILL.md
- ../secure-software-engineering/SKILL.md
- name: Hypothesize
skills:
- ../product-experimentation/SKILL.md
- ../agent-evals-and-observability/SKILL.md
- name: Build
skills:
- ../implementation-planning/SKILL.md
- ../backend-engineering/SKILL.md
- ../frontend-engineering/SKILL.md
- ../data-engineering/SKILL.md
- name: Evaluate
skills:
- ../agent-evals-and-observability/SKILL.md
- ../qa-methodology/SKILL.md
- ../verification-methodology/SKILL.md
- name: Deploy
skills:
- ../production-readiness/SKILL.md
- ../release-engineering/SKILL.md
- ../platform-engineering/SKILL.md
- ../remote-systems-administration/SKILL.md
- name: Adopt
skills:
- ../product-adoption/SKILL.md
- ../product-design-and-ux/SKILL.md
- name: Measure
skills:
- ../product-analytics-and-measurement/SKILL.md
- ../agent-evals-and-observability/SKILL.md
- ../site-reliability-engineering/SKILL.md
- name: Generalize
skills:
- ../product-lifecycle-learning/SKILL.md
- ../product-methodology/SKILL.md
included_skills:
- ../product-discovery/SKILL.md
- ../product-design-and-ux/SKILL.md
- ../product-experimentation/SKILL.md
- ../agent-evals-and-observability/SKILL.md
- ../implementation-planning/SKILL.md
- ../backend-engineering/SKILL.md
- ../frontend-engineering/SKILL.md
- ../data-engineering/SKILL.md
- ../qa-methodology/SKILL.md
- ../verification-methodology/SKILL.md
- ../production-readiness/SKILL.md
- ../release-engineering/SKILL.md
- ../platform-engineering/SKILL.md
- ../remote-systems-administration/SKILL.md
- ../product-adoption/SKILL.md
- ../product-analytics-and-measurement/SKILL.md
- ../site-reliability-engineering/SKILL.md
- ../product-lifecycle-learning/SKILL.md
- ../product-methodology/SKILL.md
- ../privacy-engineering/SKILL.md
- ../secure-software-engineering/SKILL.md
prerequisites:
- artifact: Stakeholder request or observed workflow opportunity and a named accountable lead
- artifact: Authority to conduct non-destructive discovery with access to relevant stakeholders or workflow evidence
outputs:
- engagement-charter
- stakeholder-workflow-map
- assumptions-decisions-risks-ledger
- engagement-status
- stage-handoff-record
- evaluation-and-release-decision
- adoption-scorecard
- outcome-measurement-record
- productization-record
- field-learning-record
handoffs:
- to: next lifecycle stage
artifact: stage-handoff-record
note: >-
Each stage receives the current charter, workflow map, ledger, evidence
labels, unresolved unknowns, and an explicit entry decision.
- to: production-readiness and release specialists
artifact: evaluation-and-release-decision
note: >-
A demo or prototype cannot be called production-ready without representative
evidence, risk constraints, rollout and rollback evidence, and an authorized decision.
- to: adoption and measurement specialists
artifact: adoption-scorecard
note: >-
Deployment hands off target workflow, activation path, owner, support path,
baseline, and decision rule; adoption remains part of completion.
- to: product, platform, or receiving delivery owner
artifact: productization-record
note: >-
Field learning is classified with evidence, reuse boundary, owner, and next
action rather than being promoted by enthusiasm alone.
- to: engagement sponsor
artifact: field-learning-record
note: >-
The engagement closes with observed outcomes, unresolved uncertainty, and a
durable transfer or follow-up path.
conflicts:
- skill: ../product-discovery/SKILL.md
with: product-lifecycle
guidance: >-
This bundle uses product-discovery for embedded delivery continuity and
workflow context; product-lifecycle owns product investment and lifecycle governance.
- skill: ../product-discovery/SKILL.md
with: research-and-vault
guidance: >-
Use product-discovery for stakeholder and workflow discovery; use research-and-vault
for a reusable web-research-to-knowledge capture chain.
- skill: ../product-experimentation/SKILL.md
with: product-lifecycle
guidance: >-
This bundle routes experiments to test an engagement intervention; product-lifecycle
routes product investment experiments within its lifecycle governance.
- skill: ../implementation-planning/SKILL.md
with: product-lifecycle
guidance: >-
This bundle routes implementation planning only during Build after an authorized
owner approves the requirement; product-lifecycle owns product delivery handoff.
Route a bounded code change to neckbeard.
- skill: ../production-readiness/SKILL.md
with: production-excellence
guidance: >-
This bundle carries engagement evidence into the specialist readiness review;
production-excellence owns the cross-domain launch gate decision.
- skill: ../production-readiness/SKILL.md
with: product-lifecycle
guidance: >-
This bundle routes readiness for an embedded capability; product-lifecycle
owns product lifecycle delivery handoff. Do not run both orchestration paths for one decision.
- skill: ../release-engineering/SKILL.md
with: production-excellence
guidance: >-
This bundle routes deployment evidence from the engagement; production-excellence
uses release evidence for a launch gate.
- skill: ../release-engineering/SKILL.md
with: product-lifecycle
guidance: >-
This bundle uses release engineering for embedded rollout continuity;
product-lifecycle uses it for product delivery handoff.
- skill: ../platform-engineering/SKILL.md
with: production-excellence
guidance: >-
This bundle routes platform work needed to deploy the engagement capability;
production-excellence assembles platform evidence for launch gating.
- skill: ../platform-engineering/SKILL.md
with: product-lifecycle
guidance: >-
This bundle routes platform work needed by the engagement; product-lifecycle
routes platform work in a product delivery handoff.
- skill: ../platform-engineering/SKILL.md
with: agent-production-operations
guidance: >-
This bundle routes product or engagement platform delivery; agent-production-operations
owns runtime agent sandboxing and tool-execution isolation.
- skill: ../secure-software-engineering/SKILL.md
with: production-excellence
guidance: >-
This bundle routes trust-boundary work during the engagement; production-excellence
consumes security evidence for its launch gate.
- skill: ../secure-software-engineering/SKILL.md
with: product-lifecycle
guidance: >-
This bundle routes security work in the embedded lifecycle; product-lifecycle
routes security work in product lifecycle phases.
- skill: ../secure-software-engineering/SKILL.md
with: agent-production-operations
guidance: >-
This bundle routes application and engagement security; agent-production-operations
owns agent authority, disablement, and runtime security controls.
- skill: ../privacy-engineering/SKILL.md
with: product-lifecycle
guidance: >-
This bundle routes privacy work for engagement data flows; product-lifecycle
routes privacy work across product lifecycle phases.
- skill: ../privacy-engineering/SKILL.md
with: agent-production-operations
guidance: >-
This bundle routes engagement privacy decisions; agent-production-operations
routes trace scrubbing and user-data-access grants.
- skill: ../qa-methodology/SKILL.md
with: production-excellence
guidance: >-
This bundle routes quality evidence for the built capability; production-excellence
uses QA evidence at the launch gate.
- skill: ../qa-methodology/SKILL.md
with: product-lifecycle
guidance: >-
This bundle routes evaluation and quality work for engagement delivery;
product-lifecycle uses QA at product delivery handoff.
- skill: ../verification-methodology/SKILL.md
with: production-excellence
guidance: >-
This bundle uses verification to label engagement evidence; production-excellence
uses it to verify launch-boundary evidence.
- skill: ../verification-methodology/SKILL.md
with: product-lifecycle
guidance: >-
This bundle verifies continuity artifacts and field outcomes; product-lifecycle
verifies evidence at product phase gates.
- skill: ../site-reliability-engineering/SKILL.md
with: production-excellence
guidance: >-
This bundle routes reliability evidence for the engagement; production-excellence
uses SRE evidence for its production gate.
- skill: ../site-reliability-engineering/SKILL.md
with: product-lifecycle
guidance: >-
This bundle routes reliability work needed for adoption and operation;
product-lifecycle routes SRE work in product delivery handoff.
- skill: ../site-reliability-engineering/SKILL.md
with: agent-production-operations
guidance: >-
This bundle routes service reliability; agent-production-operations routes
runtime latency, cost budgets, and incident handoff for agents.
- skill: ../data-engineering/SKILL.md
with: production-excellence
guidance: >-
This bundle routes data work required by the engagement; production-excellence
consumes data evidence in its operational handoff and launch gate.
- skill: ../product-adoption/SKILL.md
with: product-lifecycle
guidance: >-
This bundle owns adoption continuity for an embedded engagement; product-lifecycle
owns product adoption as one phase of product governance.
- skill: ../product-analytics-and-measurement/SKILL.md
with: product-lifecycle
guidance: >-
This bundle measures workflow impact for engagement completion; product-lifecycle
measures product outcomes in lifecycle review.
- skill: ../product-lifecycle-learning/SKILL.md
with: product-lifecycle
guidance: >-
This bundle uses field learning to decide generalization; product-lifecycle-learning
owns the product lifecycle learning method and decision record.
- skill: ../agent-evals-and-observability/SKILL.md
with: agent-production-operations
guidance: >-
This bundle routes eval evidence for engagement release and learning;
agent-production-operations consumes eval and trace evidence for runtime control.
- skill: ../production-readiness/SKILL.md
with: agent-production-operations
guidance: >-
This bundle routes readiness for an embedded capability; agent-production-operations
consumes readiness as an authority-gating input.
- skill: ../release-engineering/SKILL.md
with: agent-production-operations
guidance: >-
This bundle uses release engineering for engagement rollout; agent-production-operations
uses it for staged runtime rollout and fallback.
- skill: ../product-design-and-ux/SKILL.md
with: neckbeard
guidance: >-
This bundle routes UX for embedded workflow adoption; neckbeard uses UX
only as needed for a bounded software change. Route by task boundary.
- skill: ../product-discovery/SKILL.md
with: neckbeard
guidance: >-
This bundle owns embedded stakeholder and workflow discovery; neckbeard
handles the bounded change after its requirements are known.
- skill: ../qa-methodology/SKILL.md
with: neckbeard
guidance: >-
This bundle routes QA for engagement evidence; neckbeard applies QA within
its software delivery journey for a bounded repository change.
- skill: ../release-engineering/SKILL.md
with: neckbeard
guidance: >-
This bundle routes release work across the engagement lifecycle; neckbeard
owns release delivery for a bounded change.
- skill: ../secure-software-engineering/SKILL.md
with: neckbeard
guidance: >-
This bundle routes security decisions across embedded delivery; neckbeard
applies security to its bounded software change.
- skill: ../site-reliability-engineering/SKILL.md
with: neckbeard
guidance: >-
This bundle routes reliability for engagement outcomes; neckbeard routes
reliability concerns within its software delivery journey.
- skill: ../verification-methodology/SKILL.md
with: neckbeard
guidance: >-
This bundle verifies stage continuity and outcome evidence; neckbeard
verifies the bounded repository change.
- skill: ../product-design-and-ux/SKILL.md
with: product-lifecycle
guidance: >-
This bundle routes UX for embedded workflow adoption; product-lifecycle
routes UX for product requirements and lifecycle governance.
- skill: ../product-methodology/SKILL.md
with: product-lifecycle
guidance: >-
This bundle uses prioritization only to support engagement generalization;
product-lifecycle owns product prioritization and portfolio methods.
eval_suite:
- evals/evals.json