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 skills add avmnu-sng/sutra --skill multi-session-buildgit clone --depth 1 https://github.com/avmnu-sng/sutraWrote 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/skills/avmnu-sng/sutra/multi-session-build)<a href="https://agentmods.dev/skills/avmnu-sng/sutra/multi-session-build"><img src="https://agentmods.dev/badge/skills/avmnu-sng/sutra/multi-session-build.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 5.1 | $0.00043 | $0.01626 |
| Opus 5 | $0.00022 | $0.00813 |
| Sonnet 5 | $0.00009 | $0.00325 |
| Haiku 4.5 | $0.00004 | $0.00163 |
Grade A, and why
multi-session-build 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 7d 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 — 156 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Multi-session build
A large build spread across many sessions leans on a harness: per-session briefs, a definition of done, handoff notes, a pre-build design review. That harness enforces discipline. It does not prove the assembled, deployed system is correct or that it matches its own claims.
The core failure: value-ranked vertical slices are per-component by construction. Each slice owns one component and ships it end-to-end. But whole-system properties -- global fairness, a global rate limit, N-instance liveness, failover, back-pressure across services -- belong to no single slice. Nothing owns them, so nothing tests them. They pass review, pass every per-slice test, and fail in production the first time the real topology runs.
Process rigor is not coverage. Add the gates below so emergent properties get an owner, deferrals get burned down, and "done" is validated by someone who did not build it.
When to use
- A build planned as more than ~3 sessions or handed across agents.
- Any system with cross-component invariants (multiple instances, shared quotas, coordination, failover, ordering, exactly-once).
- Any build where a design doc or brief makes claims the code must honor.
When not to
- A single-slice change fully covered by its own tests.
- A throwaway spike with no correctness bar and no downstream reader.
The gates
1. Claims-vs-built ledger
Every load-bearing design claim carries one tag, kept in the design doc itself (the artifact a reviewer opens first), reconciled every session:
BUILT+TESTED-- code exists and a test or invariant exercises it.BUILT-UNTESTED-- code exists, nothing proves it.DESIGN-ONLY-- described, no slice will build it.
Rules:
- A claim no scheduled slice will build must read
DESIGN-ONLYloudly, not sit in prose implying it is real. BUILT-UNTESTEDis a standing debt; it must move toBUILT+TESTEDor get an explicit deferral entry (gate 5).- Reconcile the ledger at the start and end of every session. A claim whose tag no longer matches the code is a bug in the ledger; fix it before coding.
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.
- 7d ago First seen · 156 lines · 43 tokens per session scan A 289865dd73aa
multi-session-build is a skill published in the GitHub repository avmnu-sng/sutra (2 stars, last pushed 1mo ago), licensed MIT. It adds 43 tokens to every session and 1,626 once invoked, about $0.0002 per session on Opus 5. 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.
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