Powered by OpenAIRE graph
Found an issue? Give us feedback
ZENODOarrow_drop_down
ZENODO
Other literature type . 2026
License: CC BY NC ND
Data sources: Datacite
ZENODO
Other literature type . 2026
License: CC BY NC ND
Data sources: Datacite
versions View all 2 versions
addClaim

Helical Pipeline Architecture for Compound AI-Agent Software Factories

Authors: Perry, Thomas Jr.;

Helical Pipeline Architecture for Compound AI-Agent Software Factories

Abstract

We present a Helical Pipeline Architecture (HPA) for orchestrating autonomous AI agent teams in compound software startups. Unlike flat sequential phase execution or single-ring assembly lines, HPA compounds four concurrent stage-groups across multiple ascending altitude layers, forming a helix through which software products spiral with increasing maturity. Key Contributions Formal model of helical pipelines with altitude semantics, promotion functions, and governance predicates Four altitude layers: Genesis (MVP), Integration (cross-product coherence), Production (deployment readiness), Evolution (data-driven iteration) Compounding concurrency: Up to 16 parallel workstreams at steady state across 4 altitudes x 4 stages Self-referential A3 layer: Products never terminate; they spiral through continuous evolution DAG scheduler specification targeting Claude Code subagent orchestration Three-tier compaction integration for agent, controller, and master context management Application Domain Applied to Pastoral Tech, a compound SaaS platform comprising 20+ interconnected products built atop a Unified Congregant Record, where theological guardrails, multi-tenancy, and cross-product data integrity impose non-trivial constraints on the pipeline. Document Integrity PDF SHA-256: 97addcb411d5f8403c23d7d62b23b493dfec937da66238d27212c9cebf3e0a05 TeX SHA-256: 41de0d14a5cf903bdaa7addefc45a2401a5ae0e19efa2009223cb820e7df006d

Architecture designed through iterative development of autonomous AI agent orchestration systems for compound SaaS platforms. Formalized using set-theoretic notation with invariant specification.

PDF SHA-256: 97addcb411d5f8403c23d7d62b23b493dfec937da66238d27212c9cebf3e0a05 | TeX SHA-256: 41de0d14a5cf903bdaa7addefc45a2401a5ae0e19efa2009223cb820e7df006d

Keywords

agent swarm, DAG scheduling, ministry technology, Claude Code, software factory, constitutional AI governance, helical pipeline, faith-tech, SaaS architecture, multi-agent systems, compound startup, pipeline parallelism, AI orchestration

  • BIP!
    Impact byBIP!
    selected citations
    These citations are derived from selected sources.
    This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    0
    popularity
    This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
    Average
    influence
    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    Average
    impulse
    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
    Average
Powered by OpenAIRE graph
Found an issue? Give us feedback
selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
Upload OA version
Are you the author of this publication? Upload your Open Access version to Zenodo!
It’s fast and easy, just two clicks!