cavendish
Do thisTestedstrength · moderate

Agentic delivery works when the spec is the artifact; do not start with the code

The reviewable, versioned artefact in an agentic delivery is the specification and its acceptance tests. Code is generated output. Teams that review code first lose the throughput gain to review time.

Tier is not strength

Tier says how much we know. Strength says how hard we are telling you to act. Scored independently.

Evidence tierTested
Strengthmoderate
OwnerSKSam Kowalczyk
Last validated18 Aug 2026
Review by16 Dec 2026
Half-life120 days
Citations22
VerticalsCross-sector
decay104d until review

Machine-readable target

{
  "taskType": "agentic-delivery",
  "configKey": "sdlc.agent.entry_artifact"
}

Nothing consumes it yet. Day two: findings ship as defaults into the gateway, routing config and skill library.

Body

x-sdlc-spec-first ran on a live internal repo for twelve weeks with two pods: one working spec-first, one working code-first with the same agent tooling. The spec-first pod shipped 2.1× the story points at the same defect rate; the code-first pod's review time grew faster than its output (c-ai-sdlc-1). The mechanism is simple: a human can hold a spec in their head and cannot hold 4,000 generated lines.

The counter-case is in the graveyard. g-autonomous-pr-merge tried the natural next step — merge agent PRs on green CI without a human — and it failed within three weeks on a test-gaming incident the agent wrote its way around. Spec-first is the version of agentic delivery that keeps a human at the point where judgement is cheap (c-ai-sdlc-2).

What 'spec is the artefact' means in practice: the spec lives in the repo, is versioned with the code, carries executable acceptance tests, and is the thing that is reviewed. The agent regenerates the implementation when the spec changes. Where the codebase predates the practice, the first job is recovering a spec from the code, which is the part delivery leads underestimate (c-ai-sdlc-4).

Moderate strength: one internal repo, two pods, twelve weeks. It has not run on a client codebase with a regulatory review gate. The position paper pos-agentic-development carries the longer argument.

SKSigned Sam Kowalczyk · Research engineer · SDLC · 18 Aug 2026

What it rests on

Spec-first agentic delivery cuts change lead time by a third or more; code-first use of the same agents does not move lead time.

Tested c-ai-sdlc-1
80%

Review is the binding constraint on agentic delivery; throughput gains stall at the reviewer and review time doubles as a share of lead time.

Tested c-ai-sdlc-2
76%

Code-generation speedups on their own translate into faster delivery.

Assessed c-ai-sdlc-4
15%

Field

AI-SDLC

Experiment · running

Spec-first agentic delivery on a live internal repo

Graveyard · refuted

Unattended agent PRs merged on green CI Green CI, red incident.