Where the Agent Development Lifecycle Fits
The article argues that the agent development lifecycle should be coordinated separately but in close alignment with the application it powers. This approach treats the agent as a distinct subsystem with its own internal complexity while ensuring its behavior integrates effectively with the broader application workflow. By using explicit design investigations and shared evaluation cases, teams can manage the tightly coupled development loop between agent capabilities and application outcomes.
- ▪Improving an agent's investigation capabilities and modifying the application workflow are connected but distinct activities requiring different design considerations.
- ▪The agent is treated as a subsystem within the application, where its internal components like memory and tools interact to shape task performance.
- ▪Established systems engineering principles and consumer-driven contracts provide the foundation for coordinating requirements between the agent and the application.
- ▪Shared evaluation cases are proposed as a mechanism to connect agent development work with application-level impact and release decisions.
Towards Data Science files mainly under ai. We currently carry 206 of its stories.
Story provenance
Source · retrieval · rights · ranking — open for full record
inspect →
Story provenance
Attribution is not the same as permission. This drawer separates discovery metadata, excerpts, WeSearch-generated summaries, reuse status, and whether the publisher receives the visit. Nothing here claims a legal grant the publisher has not made.
Record
| Original publisher | Towards Data Science |
| Canonical URL | https://towardsdatascience.com/where-the-agent-development-lifecycle-fits/ |
| Publication time | Fri, 02 Oct 2026 13:00:00 GMT |
| Retrieval time | 2026-10-02T13:21:35.761Z |
| Last seen | 2026-10-02T13:21:35.761Z |
| Headline source | Publisher (no WeSearch rewrite) |
| Excerpt source | publisher body |
| Excerpt method | First ~120 words (~800 chars) of extracted publisher body, fair-use limited. |
| Summary | WeSearch · cerebras-chat (WeSearch summarizer) |
| Summary source text | contentText |
| Citation coverage | Summary is a WeSearch-generated derivative; primary citation is the original publisher URL. |
| Cluster | Gs8fJzCAem0r · 1 stories |
| Cluster logic | Grouped by semantic title/content similarity across sources within a rolling window. Same-publisher template collisions are excluded from coverage comparison. |
| Ranking reason | Story pages are not engagement-ranked. Hub feeds use recency, with optional source-diversified chronological ordering (cap consecutive stories per source). No personalized ranking. |
| Publisher visit | Yes — open original |
| Substitutes article? | No — link-out required for full text |
Rights status (four layers)
WeSearch handling by dimension
| Indexing | May the item be indexed (stored, ranked, made findable)? | Allowed |
| Snippet | May a short excerpt of the publisher's text be shown? | Allowed |
| AI summary | May WeSearch generate its own short summary of the article? | Limited |
| Retrieval / RAG | May the content be exposed for third-party retrieval-augmented generation? | Not asserted |
| Model training | May the content be used to train AI models? | Not asserted |
| Commercial reuse | May the content be reused commercially? | Not permitted |
Basis: Derived from the published RSS/Atom feed. Contact: [email protected]. Reviewed: 2026-07-24.
Opening excerpt (first ~120 words) tap to expand
Agentic AIWhere the Agent Development Lifecycle FitsCoordinating agent capability development with the application it powersAndrew HintonOctober 2, 202611 min readGenerated with AIIntroductionHarrison Chase's discussion of the agent development lifecycle (ADLC) at Interrupt26 NYC prompted me to think more carefully about where that lifecycle belongs. An agent may investigate an email, but the application decides how the investigation enters a queue, reaches an analyst, or leads to an action. Improving the investigation and changing the workflow are connected activities, with different design questions and different evidence of progress.My view is that we should coordinate the ADLC separately but with the development of the application it powers.
…
Excerpt limited to ~120 words for fair-use compliance. The full article is at Towards Data Science.
Discussion
0 commentsMore from Towards Data Science
