Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx agentmods add agents/proggarapsody/bitbottle/03-consistencygit clone --depth 1 https://github.com/proggarapsody/bitbottleWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/agents/proggarapsody/bitbottle/03-consistency)<a href="https://agentmods.dev/agents/proggarapsody/bitbottle/03-consistency"><img src="https://agentmods.dev/badge/agents/proggarapsody/bitbottle/03-consistency.svg" alt="Measured on agentmods" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5 | $0.00000 | $0.03616 |
| Opus 5 | $0.00000 | $0.01808 |
| Sonnet 5 | $0.00000 | $0.00723 |
| Haiku 4.5 | $0.00000 | $0.00362 |
Grade A, and why
03-consistency scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 4d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 224 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Agent 03 — Consistency & Predictability
Cycles 153–187 · Analysis date: 2026-06-02
TL;DR
The loop is not predictably consistent across cycles 153–187. Three distinct sub-eras exist with incompatible step schemas, missing logs, and sharply different rework rates. The single recurring root cause is the auto-merge race (CI ~2 min completes before DJ ~3–5 min; auto-merge fires; BLOCKER lands post-merge). This pattern appeared in 0 of 8 iteration cycles in era 153–161, 2 of 10 in era 168–177, and 5–6 of 9 in era 178–187 (56–67%). The trend is sharply worsening. Duration variance is high cross-era (CV 64%) but tight within each era. Pipeline version is superficially frozen at 2026.05.20 for all 35 cycles while the underlying step schema changed three times.
1. Outcome Stability
Sub-era breakdown (iteration cycles only, brainstorm excluded)
| Sub-era | Cycles (iteration) | Shipped clean | Shipped-with-fix | Rework rate | Trend |
|---|---|---|---|---|---|
| 153–161 (May 25 stream) | 7 | 7 | 0 | 0% | — baseline |
| 164 (isolated) | 1 | 1 | 0 | 0% | — |
| 168–177 (May 29–Jun 1 stream) | 10 | 8 | 2 | 20% | ↑ regression |
| 178–187 (Jun 1 stream) | 9 | 3–4 | 5–6 | 56–67% | ↑↑ sharply worse |
Overall 153–187 rework rate (iteration cycles): 7–8 of 27 = 26–30%.
Cycle 181 ambiguity
Cycle 181 (CLOUD-CODE-INSIGHTS) is logged as outcome=shipped in cycles.jsonl but the DJ metrics record blocker_count=1. The stream report classifies it as "shipped | clean." This implies the BLOCKER was caught and fixed pre-merge within the same cycle — the only cycle in 178–187 where the DJ-then-arm gate succeeded by timing luck. If counted as "shipped-with-fix" the era 178–187 rework rate is 6/9 = 67%; if excluded it is 5/9 = 56%.
Era 168–177 detail
Cycles 168–169 shipped but with dispatch violations (orchestrator worked inline rather than dispatching subagents). The violations do not show as shipped_with_fix in the log but represent a process failure. Post-correction (cycles 172–177), 6 of 6 were dispatch-clean. The 2 shipped_with_fix entries (176, 177) are both auto-merge races.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 4d ago First seen · 224 lines · 0 tokens per session scan A 9aa2dfa57da0
03-consistency is an agent published in the GitHub repository proggarapsody/bitbottle (3 stars, last pushed 16d ago), licensed MIT. It costs nothing until one of its globs matches a file; then it loads 3,616 tokens. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.
Other agents, from other repositories
release-bundle-testing
Rozenite is a development tool. Whatever a project wires into its bundler config, a release build must ship none of our code. @rozenite/test-utils provides the bench that proves it, and every plugin owns a Vitest suite in src/tests/release-bundle.test.ts that uses it.
e2e-testing
pnpm expo run:ios pnpm expo run:android.
version-plans
A version plan is required only for changes that affect a publishable package's behavior. Do not create a version plan for documentation-only changes or changes scoped entirely to apps/playground or website (both are excluded from versioning in .changeset/config.json).
playground-testing
Rozenite DevTools plugins. Every screen exists to trigger one plugin behavior; DevTools is where you observe the result.
debugger
Debugs errors, test failures, and unexpected behavior. Knows PromptScript architecture.
domain
This document defines the canonical domain language for Vibelution so architecture work can use stable names for the same concepts. It is intentionally small: add terms when they become load-bearing in design or tests.