By Ribbsaeter Systems
Stop wasting 40 hours every week reviewing bloated, hallucinated code. ZeroSlop strips AI slop, isolates core architectural invariants, runs local compiler batteries, and delivers surgical, 100% green pull requests that maintainers actually merge.
LLMs love generating 180 lines of boilerplate wrappers, synthetic mock helpers, and hallucinated comments that blow up CI. ZeroSlop reduces the code to the sovereign invariant that maintainers approve.
// ❌ 184 lines of unverified AI hallucination
// Redundant adapter class wrapping standard library
class QueryOptimizationProxyManager {
private cache: Map<string, DynamicBatch>;
constructor() {
this.cache = new Map();
}
// Unnecessary abstraction layer
public adaptNullabilitySchema(batch: RecordBatch): RecordBatch {
// 60 lines of defensive null checks that break async invariants
if (!batch || batch.numRows() === 0) return batch;
// ... hallucinated memory copy logic ...
}
}// ✅ Pure Architectural Invariant (Apache DataFusion #24394)
// Directly adapts input batches with stricter nested nullability
if !input_schema.contains_nulls() && target_schema.is_nullable() {
return adapt_batch_nullability(input_batch, target_schema)?;
}How ZeroSlop guarantees every pull request is green, minimal, and completely free of AI slop.
Never use public GitHub CI as a debugger. ZeroSlop compiles code, executes sanitizers, and validates the full repository test battery locally before code ever touches a remote pull request.
LLMs write 200 lines when 4 lines are needed. ZeroSlop analyzes the AST, cuts away hallucinated wrapper classes and verbose docstrings, and isolates the exact root-cause invariant fix.
Formatting errors and style nits are solved automatically. ZeroSlop triggers the repository native linters (Ruff, Prettier, Clippy, clang-format) and auto-commits the clean polish directly to the branch.
This is not marketing theory. ZeroSlop is built on the exact engineering engine that delivers merged, 100% green pull requests into the most demanding systems codebases on earth.
Cross-platform slug sanitization ensuring Windows absolute file paths with drive letter colons correctly normalize to Claude Code double-dash directory encoding.
Engine-level query execution correctness fix resolving nested schema nullability mismatches across aggregation boundaries in Apache DataFusion without plan disruption.
Corrected TopNRowNumber in-memory execution to emit rows in ascending rank order within each partition, matching WindowNode and spilled partition execution.
Secret-management overwrite semantics with regression protection for existing default secrets without process argument leakage.
Compiler correctness fix for array const-argument type lowering and invalid length handling in type resolution.
X86 code-generation improvement preserving vectorization for non-power-of-two integer division.
SDK robustness fix for organization-cost responses using string-encoded numeric values in upstream API deserialization.
Type-analysis correction for inherited asymmetric Python descriptors across complex class inheritance hierarchies.
Streaming model-handling fix preserving tool calls co-delivered with turn-completion events during autonomous workflows.
CUDA kernel-launch geometry correction eliminating unnecessary cache-indirection work during KV-cache updates.
Compiler/runtime parity fix in TorchInductor aligning floating-point signed-zero reduction semantics with eager execution.
Async runtime invariant verification ensuring deterministic wake order and starvation-free handoffs under high contention.
Drop our lightweight GitHub Action into your repository. Every time an AI agent or human opens a pull request, ZeroSlop runs pre-flight invariant audits, purges the slop, and auto-polishes the code.
name: ZeroSlop Gatekeeper
on: [pull_request]
jobs:
verify:
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v4
- uses: ribbsaeter/zeroslop-action@v1
with:
api_key: ${{ secrets.RIBBSAETER_KEY }}
auto_polish: true
min_diff_reduction: 0.80Instant license provisioning via Stripe. 100% money-back guarantee if ZeroSlop doesn't reduce your PR slop.
For individual developers building open-source and personal projects who want senior-level merged PRs.
For startups and engineering teams using Cursor, Copilot, and Claude Code who need merge-ready CI.
For mission-critical repositories, fintech platforms, and institutions requiring zero-defect guarantees.
Share the current situation, the outcome you need, and the practical constraints. A senior engineer reviews every enquiry and replies with a direct recommendation—not a generic sales sequence.