Platino Labs · La Auditora
Technical evidence · pinned commits · explicit limits

La Auditora

Reproducible software audits: Python import graphs, eager cycles, test discovery and CI signals. Every result is tied to a specific object and scope.

No claims beyond scopeNegative controlsPositive and null results

Reports with a reproduction script

Every report ships as an executable: a deterministic script, no network and no dependencies, that reaches the same verdict again. The code speaks first; the prose follows.

self-audit · context economics · reproducibility

The 99 % paid before the first word

population ×1.90 · volume ×3.076 · share 99.16 % – 99.28 %

Three generations of the same instrument over the same growing corpus. The population went from 10 to 19 tasks and the volume per task tripled, while the fraction of tokens re-sent as context moved 0.1145 percentage points and the quotient of total tokens to model calls moved 0.018 %. The absolute figure tracks the size of the corpus; the ratio tracks the instrument.

Limit: it does not attribute cost to a model — the source records which one ran, never why — it is three points, two of them 18 minutes apart, and they are not read as a trend; the denominators are 10, 10 and 19 tasks.

python3 reproduce.py · RC 0 with 7/7 · report and script

litellm · CI · fail-closed

A green job that ran no test at all

3 exit 0 paths without running pytest · 2 reproduced on the spot

At the audited commit, the step that runs the test shard exits successfully when the matrix selection arrives empty, when none of the selected paths exist on disk, and when pytest returns 5 — its documented code for “no tests collected”. Renaming a test directory leaves the job green, and the only trace is an annotation in a log nobody opens while it is green.

Limit: it measures one step of one workflow at a pinned commit; the Actions history was not read, so it does not claim this happened in a particular run.

BerriAI/litellm · d947ec1f · python3 reproduce.py <test-unit.yml> · report and script

Selected audits

Verifiable samples from public repositories. Summaries do not replace full audit records; each gives the pinned commit, measured result and what remained unmeasured.

PyTorch · tests · static analysis

Recognized tests with no CI execution path

45 files · 459 test functions · 3.35% of the corpus

At the audited commit, reconstructing shards, aggregators and direct calls left 45 files without an execution path: 33 omitted by an aggregator and 12 in a declared exclusion. Twenty-five candidates were removed before the verdict.

Limit: static reachability at one pinned commit; this does not measure test execution or infer negligence.

pytorch/pytorch · 210bb7ca

Django · dependencies · runtime

Eager import cycles in database backends

3 cycles · 5 failing entry probes · 3 passing controls

The import matrix reproduced failures when selected SQLite, PostgreSQL and Oracle modules were imported first; control entry points passed. The symptom depends on load order.

Limit: SQL, migrations, live database engines and exploitability were not tested. The record explicitly says this is not a vulnerability.

django/django · 641e9368

Tenstorrent · pytest · CI

A green job did not report every affected node

12 of 13 nodes hidden after aborting with -x

The case reconstructed a setup failure (TT_FATAL), separated expected hardware skips from the finding and tracked the upstream fix. The raw skip count is not presented as an orphan-test rate.

Limit: historical result for a specific window and commits; it does not describe the repository's current state.

Breakage · tenstorrent/tt-metal#59955 (7d399796) · Fix · tenstorrent/tt-metal#61470 (78957cf0)

Hugging Face Transformers · null result

No eager cycles in the changed-path scope

0 eager cycles · 0 of 8 changed source paths intersected

The full graph contained six strongly connected components, but none were eager and none intersected the eight source paths in the audited change.

Limit: structural analysis of one commit; runtime, security, performance and the PR test suite were not measured.

huggingface/transformers · b4a5b4b2

vLLM Omni · Python architecture

Deferred cycles; none eager in the declared scope

0 eager cycles in vllm_omni/platforms/

Five components in scope included deferred imports. A separate eager cycle outside the contracted scope was disclosed as out of scope.

Limit: static graph at the pinned commit; accelerator runtime and unresolved dependencies remained NOT MEASURED.

vllm-project/vllm-omni · 9573acc9

Flask · Python architecture · null result

The mixed component did not close an eager cycle

1 mixed SCC · 0 eager cycles

The changed path belongs to an 18-module component in the full graph. Eager/deferred separation found no eager cycle; fan-in was treated as static centrality, not fragility.

Limit: runtime import could not complete because Werkzeug was missing; behavior and security remained NOT MEASURED.

pallets/flask · d086db85

How to read these results

A number without a subject, denominator and scope is not a finding. The records separate static structure, execution and limits instead of collapsing them into one label.

Pinned object

Each summary names the repository and commit observed; it does not extrapolate to a moving branch.

Visible scope

Results are limited to the files, tests or layers contracted for that run.

Falsifiability

Where applicable, controls and conditions that would change the verdict are declared.

Publishable nulls

“Zero in scope” is a result; it does not certify the entire system as defect-free.

Boundary: these samples are structural and CI analyses, not a general security certification. The PyTorch report here concerns test reachability, not dependency cycles; there is no Scrapy audit in this published selection yet.

Need a technical review?

Reproducible audit proposals for public repositories.

Open-source tool: git-preflight-gate — 145 lines of bash, no dependencies: it proves the target's identity before a write and fails closed when it cannot measure. The Marketplace Action keeps its registered name and is the experimental instrument, not the product.

Download git-preflight-gate Request an audit on WhatsApp Request an audit on GitHub Editorial project · El Arquitecto Cuántico