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    <title>DEV Community: Yusuke Shiki</title>
    <description>The latest articles on DEV Community by Yusuke Shiki (@shikiyusuke).</description>
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      <title>DEV Community: Yusuke Shiki</title>
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    <item>
      <title>Writing evidence-linked docs exposed two missing regression tests</title>
      <dc:creator>Yusuke Shiki</dc:creator>
      <pubDate>Fri, 14 Aug 2026 23:15:18 +0000</pubDate>
      <link>https://dev.to/shikiyusuke/writing-evidence-linked-docs-exposed-two-missing-regression-tests-3524</link>
      <guid>https://dev.to/shikiyusuke/writing-evidence-linked-docs-exposed-two-missing-regression-tests-3524</guid>
      <description>&lt;p&gt;&lt;em&gt;This is a crosspost of the &lt;a href="https://github.com/shiki-yusuke/evidence-docs/blob/main/docs/articles/writing-evidence-linked-docs-exposed-two-missing-regression-tests.md" rel="noopener noreferrer"&gt;canonical version on GitHub&lt;/a&gt;.&lt;/em&gt;&lt;/p&gt;

&lt;h2&gt;
  
  
  1. Problem
&lt;/h2&gt;

&lt;p&gt;I run &lt;a href="https://github.com/shiki-yusuke/agent-cost" rel="noopener noreferrer"&gt;&lt;code&gt;agent-cost&lt;/code&gt;&lt;/a&gt;, a small open-source CLI that reads local Claude Code / Codex CLI usage logs and estimates token cost. I wanted documentation for it more trustworthy than a hand-written README: not prose claiming "the reader handles the TTL cache-write breakdown correctly," but claims that each point at the exact test or source line backing them, checked against real git history so the pointer can't silently go stale.&lt;/p&gt;

&lt;p&gt;To do that I used a second tool I've been building, &lt;a href="https://github.com/shiki-yusuke/evidence-docs" rel="noopener noreferrer"&gt;&lt;code&gt;evidence-docs&lt;/code&gt;&lt;/a&gt;, to build a &lt;strong&gt;claim corpus&lt;/strong&gt; against &lt;code&gt;agent-cost&lt;/code&gt;: 17 individual &lt;code&gt;observation&lt;/code&gt;s grouped into 5 &lt;code&gt;topic&lt;/code&gt;s (pricing-catalog validation rules, the cache-write lower-bound behavior, unpriced-fact handling, decimal arithmetic for money, and the &lt;code&gt;measure&lt;/code&gt; command's v1 contract). Each observation is one statement — a behavior, an invariant, a decision record — with a &lt;code&gt;claim_kind&lt;/code&gt;, an &lt;code&gt;epistemic_status&lt;/code&gt;, and one or more &lt;code&gt;provenance&lt;/code&gt; entries naming the exact file, test, or spec section it's backed by, plus a &lt;code&gt;content_digest&lt;/code&gt; of that source at a specific commit.&lt;/p&gt;

&lt;p&gt;Building that corpus is what surfaced this post's actual finding. To write an honest &lt;code&gt;provenance&lt;/code&gt; entry for a behavior claim, I had to point at the test that exercises it — reading the test, not just the source, for every claim. Doing that for the cache-write TTL breakdown logic and the pricing-status aggregation logic turned up two places where the claim I wanted to make ("the code does X in this case") was true by reading the code, but had &lt;strong&gt;no test asserting it&lt;/strong&gt;. Both went into &lt;code&gt;docs/claims/gaps.yaml&lt;/code&gt; as &lt;code&gt;GAP-01&lt;/code&gt; and &lt;code&gt;GAP-02&lt;/code&gt;, and both became small, scoped pull requests that added regression tests with zero implementation changes.&lt;/p&gt;

&lt;h2&gt;
  
  
  2. Why it mattered
&lt;/h2&gt;

&lt;p&gt;Neither gap was a live bug — that's the whole point of this post. &lt;code&gt;agent-cost&lt;/code&gt;'s existing test suite already covered the two extremes of each piece of logic; what was missing was the &lt;em&gt;middle&lt;/em&gt; case, the one that's easy to reason yourself past while staring at the code.&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;GAP-01&lt;/strong&gt; (&lt;code&gt;agent_cost/readers/claude.py&lt;/code&gt;, &lt;code&gt;parse_session_facts&lt;/code&gt;): when a Claude Code usage event's &lt;code&gt;cache_creation&lt;/code&gt; field is a dict, the reader computes &lt;code&gt;leftover = cache_creation_input_tokens - (ephemeral_5m + ephemeral_1h)&lt;/code&gt; and emits it as a &lt;code&gt;cache_write_unknown&lt;/code&gt; fact if positive. Existing tests covered a breakdown that exactly accounts for the total, and no breakdown at all — but not a breakdown dict that's &lt;em&gt;present and partial&lt;/em&gt;, where the two counters sum to less than the total. That's a real, reachable path with no assertion on what it produces.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;GAP-02&lt;/strong&gt; (&lt;code&gt;agent_cost/aggregate.py&lt;/code&gt;, &lt;code&gt;_STATUS_RANK&lt;/code&gt; / &lt;code&gt;build_rows&lt;/code&gt;): a row's &lt;code&gt;pricing_status&lt;/code&gt; should be the worst status among its facts, ordered &lt;code&gt;unpriced&lt;/code&gt; (0) &amp;lt; &lt;code&gt;lower_bound&lt;/code&gt; (1) &amp;lt; &lt;code&gt;priced&lt;/code&gt; (2). The existing test only mixed an &lt;code&gt;unpriced&lt;/code&gt; fact with a &lt;code&gt;priced&lt;/code&gt; fact. No test built a row from a &lt;code&gt;lower_bound&lt;/code&gt; fact (e.g. a &lt;code&gt;cache_write_unknown&lt;/code&gt; token, priced as an explicit floor) mixed with a plain &lt;code&gt;priced&lt;/code&gt; fact to confirm the row lands on &lt;code&gt;lower_bound&lt;/code&gt;, not &lt;code&gt;priced&lt;/code&gt; — the half of the ordering that isn't "obviously" covered by the unpriced case.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;If either had silently broken in a later refactor — reordering &lt;code&gt;_STATUS_RANK&lt;/code&gt;'s values, or changing the leftover math — nothing in CI would have caught it. The cost-estimation output would have quietly started under- or over-reporting cost floors, without a single red test.&lt;/p&gt;

&lt;h2&gt;
  
  
  3. Why the obvious fix was insufficient
&lt;/h2&gt;

&lt;p&gt;The obvious response to "I want good docs for this repo" is: write a good README, or write good docstrings, and be careful. I already had both — &lt;code&gt;agent-cost&lt;/code&gt;'s README has a "What this measures, and what it doesn't" section, and &lt;code&gt;price_fact()&lt;/code&gt; has a docstring explaining the lower-bound design decision. Careful prose is necessary but not sufficient, for two reasons that showed up directly here:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;
&lt;strong&gt;Prose doesn't force you to check the thing it describes against a test.&lt;/strong&gt; I could (and did, informally) describe the TTL-breakdown behavior accurately in a docstring without ever asking "is there a test where the breakdown dict is present but incomplete?" Writing prose doesn't create that question; writing a &lt;code&gt;provenance&lt;/code&gt; entry that must name a specific test does.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;A doc that "looks read" and a doc that's actually checked are indistinguishable from the outside.&lt;/strong&gt; Nothing in a normal README tells a reader which sentences were verified by running something versus which were a best guess — every claim carries the same visual weight.&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;So the fix isn't "write better docs" in the abstract — it's structural: every behavior claim needs a machine-checkable pointer to what backs it, narrow enough that "no test covers this case" becomes visible while writing it, not something discovered later.&lt;/p&gt;

&lt;h2&gt;
  
  
  4. Invariant
&lt;/h2&gt;

&lt;p&gt;&lt;code&gt;evidence-docs&lt;/code&gt; enforces this as a schema-level invariant on every &lt;code&gt;observation&lt;/code&gt;, not a style guideline. &lt;strong&gt;&lt;code&gt;epistemic_status&lt;/code&gt;&lt;/strong&gt; must be one of a fixed vocabulary (from &lt;code&gt;execution_verified&lt;/code&gt; down to &lt;code&gt;model_inference&lt;/code&gt; / &lt;code&gt;single_source_observation&lt;/code&gt; / &lt;code&gt;recorded_decision&lt;/code&gt;) — you have to say how strongly the claim was checked, not just assert it. &lt;strong&gt;&lt;code&gt;provenance&lt;/code&gt;&lt;/strong&gt; is a list of entries, each with a &lt;code&gt;source_kind&lt;/code&gt; (&lt;code&gt;source&lt;/code&gt;, &lt;code&gt;test&lt;/code&gt;, &lt;code&gt;spec&lt;/code&gt;, or &lt;code&gt;review_memory&lt;/code&gt;), a repo-relative &lt;code&gt;uri&lt;/code&gt;, a &lt;code&gt;selector&lt;/code&gt; (which test/function/section), a &lt;code&gt;content_digest&lt;/code&gt;, and the &lt;code&gt;repo_commit&lt;/code&gt; the digest was taken against.&lt;/p&gt;

&lt;p&gt;Neither field is optional, and both are validated structurally: unknown &lt;code&gt;source_kind&lt;/code&gt; values are rejected outright, and &lt;code&gt;content_digest&lt;/code&gt; is checked against the actual git blob at the declared commit, not the working tree. Two of &lt;code&gt;agent-cost&lt;/code&gt;'s own observations (OBS-004, the cache-write-TTL claim, and OBS-010, the pricing-status-ranking claim) exist because writing their &lt;code&gt;provenance&lt;/code&gt; forced me to go find "the test that proves this," and in both cases the honest answer was "there isn't one for this specific sub-case" — which is what &lt;code&gt;gaps.yaml&lt;/code&gt; records.&lt;/p&gt;

&lt;h2&gt;
  
  
  5. Design (evidence-docs, minimally)
&lt;/h2&gt;

&lt;p&gt;An &lt;code&gt;evidence-docs&lt;/code&gt; corpus is a directory (conventionally &lt;code&gt;docs/claims/&lt;/code&gt;) with: &lt;code&gt;id-registry.yaml&lt;/code&gt; (every &lt;code&gt;topic_id&lt;/code&gt;/&lt;code&gt;observation_id&lt;/code&gt; used anywhere must be pre-registered here, closing typo/duplicate ID bugs at generate time); &lt;code&gt;topics/*.yaml&lt;/code&gt; and &lt;code&gt;observations/*.yaml&lt;/code&gt; (one file per topic by convention, not enforced); and &lt;code&gt;gaps.yaml&lt;/code&gt;, a ledger of gaps found (&lt;code&gt;gap_found: true&lt;/code&gt;) &lt;em&gt;or&lt;/em&gt; explicitly searched for and not found (&lt;code&gt;gap_found: false&lt;/code&gt;), each tagged with a &lt;code&gt;taxonomy&lt;/code&gt; — &lt;code&gt;test_missing&lt;/code&gt; for both GAP-01 and GAP-02 here, &lt;code&gt;independent_re_search_no_drift&lt;/code&gt; for a third entry, GAP-03, where I re-checked three README pricing claims against the current &lt;code&gt;rates.json&lt;/code&gt; and found no drift, recorded as a negative result rather than omitted.&lt;/p&gt;

&lt;p&gt;&lt;code&gt;evidence-docs validate docs/claims --repo-commit &amp;lt;sha&amp;gt;&lt;/code&gt; runs full structural + provenance verification with no output written (CI-friendly); &lt;code&gt;evidence-docs generate&lt;/code&gt; does the same and then deterministically writes a human-readable &lt;code&gt;site/index.md&lt;/code&gt; and an AI-facing &lt;code&gt;bundle/*.jsonl&lt;/code&gt; + &lt;code&gt;manifest.json&lt;/code&gt;. &lt;code&gt;evidence-docs context docs/claims --query '{"seeds": {"paths": [...]}, "token_budget": ...}'&lt;/code&gt; selects a relevant subset of claims from the bundle for a given set of source paths, for feeding into an LLM context window without shipping the whole corpus. &lt;code&gt;--generated-at&lt;/code&gt; and &lt;code&gt;--repo-commit&lt;/code&gt; are always explicit CLI arguments, never derived from &lt;code&gt;datetime.now()&lt;/code&gt; or &lt;code&gt;git rev-parse&lt;/code&gt; at run time, so the same corpus and arguments always produce byte-identical output.&lt;/p&gt;

&lt;h2&gt;
  
  
  6. Fail behavior
&lt;/h2&gt;

&lt;p&gt;The parts of &lt;code&gt;evidence-docs&lt;/code&gt; that made this finding possible are the parts designed to fail loudly on drift or forgery, not pass silently:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Digest verification targets the declared commit's git blob&lt;/strong&gt; (&lt;code&gt;git show &amp;lt;repo_commit&amp;gt;:&amp;lt;uri&amp;gt;&lt;/code&gt;, hashed with sha256), not the current worktree file. This closes a real bypass: checking only the worktree's current hash would still let someone edit the file, recompute the digest, and leave &lt;code&gt;repo_commit&lt;/code&gt; on the old SHA. A worktree/declared-commit mismatch is a warning (repos move on after a snapshot); a mismatch against the &lt;em&gt;declared commit's own&lt;/em&gt; blob is always fatal.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Unknown &lt;code&gt;source_kind&lt;/code&gt; is a hard rejection, not a skip.&lt;/strong&gt; An earlier design silently skipped unrecognized kinds — exactly what a forged or typo'd entry would want.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;&lt;code&gt;--repo-commit&lt;/code&gt; must equal every &lt;code&gt;valid_at_commit&lt;/code&gt; and &lt;code&gt;provenance[].repo_commit&lt;/code&gt; corpus-wide&lt;/strong&gt;, with no exceptions, since a corpus is a snapshot of one commit.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Two independent path-traversal guards&lt;/strong&gt; sit in front of the digest check, since &lt;code&gt;git show&lt;/code&gt; never touches the filesystem and needs its own check separate from worktree path resolution.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;None of this checks whether a &lt;em&gt;statement&lt;/em&gt; is true (see Boundary, below) — but it does mean a fake or lazy &lt;code&gt;provenance&lt;/code&gt; entry gets caught at &lt;code&gt;validate&lt;/code&gt; time rather than trusted forever.&lt;/p&gt;

&lt;h2&gt;
  
  
  7. Verification: gap to merged test, with receipts
&lt;/h2&gt;

&lt;p&gt;Both gaps followed the same path: recorded in &lt;code&gt;gaps.yaml&lt;/code&gt;, then closed by a small PR that added a test and changed no implementation code.&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;GAP-01 → &lt;a href="https://github.com/shiki-yusuke/agent-cost/pull/2" rel="noopener noreferrer"&gt;&lt;code&gt;shiki-yusuke/agent-cost#2&lt;/code&gt;&lt;/a&gt;&lt;/strong&gt; ("test: cover the partial TTL-breakdown leftover branch in the Claude reader"), merged 2026-08-14. Adds &lt;code&gt;test_cache_creation_partial_ttl_breakdown_leftover_is_unknown&lt;/code&gt; to &lt;code&gt;tests/test_reader_claude.py&lt;/code&gt;: a &lt;code&gt;cache_creation&lt;/code&gt; dict with &lt;code&gt;ephemeral_5m_input_tokens=150&lt;/code&gt; and &lt;code&gt;ephemeral_1h_input_tokens=100&lt;/code&gt; against a &lt;code&gt;cache_creation_input_tokens&lt;/code&gt; total of 300, asserting the reader emits &lt;code&gt;cache_write_5m=150&lt;/code&gt;, &lt;code&gt;cache_write_1h=100&lt;/code&gt;, &lt;strong&gt;and&lt;/strong&gt; &lt;code&gt;cache_write_unknown=50&lt;/code&gt; for the 50-token leftover. No implementation changes — the leftover math already behaved this way; the PR's own description says so.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;GAP-02 → &lt;a href="https://github.com/shiki-yusuke/agent-cost/pull/3" rel="noopener noreferrer"&gt;&lt;code&gt;shiki-yusuke/agent-cost#3&lt;/code&gt;&lt;/a&gt;&lt;/strong&gt; ("test: pin the worst-status row aggregation order for pricing_status"), merged 2026-08-14. Adds four tests to &lt;code&gt;tests/test_aggregate.py&lt;/code&gt;: &lt;code&gt;test_build_rows_all_priced_facts_mark_row_priced&lt;/code&gt; (baseline), &lt;code&gt;test_build_rows_mixed_priced_and_lower_bound_marks_row_lower_bound&lt;/code&gt; (the previously-untested half — a &lt;code&gt;lower_bound&lt;/code&gt; fact plus a &lt;code&gt;priced&lt;/code&gt; fact should mark the row &lt;code&gt;lower_bound&lt;/code&gt;), &lt;code&gt;test_build_rows_mixed_lower_bound_and_unpriced_marks_row_unpriced&lt;/code&gt;, and &lt;code&gt;test_build_rows_worst_status_ranking_is_order_independent&lt;/code&gt; (same three facts constructed in three different orders, same resulting status). Again, no implementation changes.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Both PRs are public and merged; the diffs and CI runs are the actual evidence for this post, not my summary of them.&lt;/p&gt;

&lt;h2&gt;
  
  
  8. Boundary — what this does not show
&lt;/h2&gt;

&lt;p&gt;To be precise about scope, since it's easy to over-read a post like this:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;This is not a bug report.&lt;/strong&gt; Both gaps were missing regression tests for code that already behaved correctly — nothing shipped broken, nothing was fixed except test coverage.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;&lt;code&gt;evidence-docs&lt;/code&gt; does not check whether a claim is true.&lt;/strong&gt; Its own schema doc says so plainly: "the prose claim itself is never checked against the code... validation checks structure and provenance shape, not truth." What forced these two gaps into the open was &lt;em&gt;my own&lt;/em&gt; process of trying to write an honest provenance pointer for each claim, not an automated truth-checker. A careless author could still write &lt;code&gt;execution_verified&lt;/code&gt; next to a claim backed only by reading the source; the schema's &lt;code&gt;negation_check&lt;/code&gt; field helps catch that but is optional and unenforced.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;&lt;code&gt;gaps.yaml&lt;/code&gt; completeness is not verified either.&lt;/strong&gt; A corpus with zero recorded gaps is syntactically valid; whether the author actually looked for contradictions isn't something the tool can check. GAP-03 in this corpus (a re-check of three README pricing claims against &lt;code&gt;rates.json&lt;/code&gt; that found no drift) exists because I chose to record a negative result, not because anything required it.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;This is an n=1 experience report on one small repo, not an evaluation.&lt;/strong&gt; No general effect size, no hit rate across repos, no claim that repeating this will surface N more gaps. It found two missing regression tests in one corpus-authoring pass over one repo I maintain. Trying the same process elsewhere might find zero, or something entirely different — the claim here is about what happened and how to reproduce the &lt;em&gt;process&lt;/em&gt;, not what you should expect to get out of it.&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  9. Try it yourself
&lt;/h2&gt;

&lt;p&gt;The minimal path that reproduces the "write a claim, discover you can't honestly back it" moment:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;pip &lt;span class="nb"&gt;install &lt;/span&gt;evidence-docs

evidence-docs init docs/claims
&lt;span class="c"&gt;# scaffolds topics/, observations/, id-registry.yaml, gaps.yaml, README.md&lt;/span&gt;

&lt;span class="c"&gt;# ... author one observation for a behavior you believe is true, with a&lt;/span&gt;
&lt;span class="c"&gt;#     provenance entry naming the exact test that proves it. If you can't&lt;/span&gt;
&lt;span class="c"&gt;#     name one, that's the gap. ...&lt;/span&gt;

evidence-docs validate docs/claims &lt;span class="nt"&gt;--repo-commit&lt;/span&gt; &lt;span class="s2"&gt;"&lt;/span&gt;&lt;span class="si"&gt;$(&lt;/span&gt;git rev-parse HEAD&lt;span class="si"&gt;)&lt;/span&gt;&lt;span class="s2"&gt;"&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;&lt;code&gt;validate&lt;/code&gt; will reject an unregistered ID, an unknown &lt;code&gt;source_kind&lt;/code&gt;, or a digest that doesn't match the git blob at the commit you passed — all useful on their own — but the actual gap-finding step is upstream of the tool: it happens while you're trying to fill in the &lt;code&gt;provenance&lt;/code&gt; field honestly, before you ever run &lt;code&gt;validate&lt;/code&gt;.&lt;/p&gt;

&lt;h2&gt;
  
  
  Links
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;a href="https://github.com/shiki-yusuke/agent-cost" rel="noopener noreferrer"&gt;&lt;code&gt;shiki-yusuke/agent-cost&lt;/code&gt;&lt;/a&gt; — the repo the corpus was written against&lt;/li&gt;
&lt;li&gt;
&lt;a href="https://github.com/shiki-yusuke/evidence-docs" rel="noopener noreferrer"&gt;&lt;code&gt;shiki-yusuke/evidence-docs&lt;/code&gt;&lt;/a&gt; — the claim-corpus tool&lt;/li&gt;
&lt;li&gt;
&lt;a href="https://github.com/shiki-yusuke/agent-cost/pull/2" rel="noopener noreferrer"&gt;&lt;code&gt;agent-cost#2&lt;/code&gt;&lt;/a&gt; — GAP-01 fix (merged)&lt;/li&gt;
&lt;li&gt;
&lt;a href="https://github.com/shiki-yusuke/agent-cost/pull/3" rel="noopener noreferrer"&gt;&lt;code&gt;agent-cost#3&lt;/code&gt;&lt;/a&gt; — GAP-02 fix (merged)&lt;/li&gt;
&lt;li&gt;
&lt;code&gt;docs/claims/gaps.yaml&lt;/code&gt; in &lt;code&gt;agent-cost&lt;/code&gt; — the gap ledger (GAP-01/02/03)&lt;/li&gt;
&lt;li&gt;
&lt;code&gt;docs/schema.md&lt;/code&gt; in &lt;code&gt;evidence-docs&lt;/code&gt; — the trust-boundary write-up referenced throughout&lt;/li&gt;
&lt;/ul&gt;

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      <category>python</category>
      <category>testing</category>
      <category>documentation</category>
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