ZeroSlop™
Sovereign Pull Request Architecture
The #1 sovereign standard for zero AI slop in your pull requests.
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.
Interactive Invariant Diff Simulator
Drag the live before/after slider to see how ZeroSlop purges 184 lines of unverified AI boilerplate, synthetic mocks, and hallucinated wrappers down to a surgical 4-line invariant fix that maintainers merge in minutes.
Surgical 4-line invariant adapting input batches with stricter nested nullability directly at the aggregation plan boundary without plan disruption.
The 3 Sovereign Invariant Pillars
How ZeroSlop guarantees every pull request is green, minimal, and completely free of AI slop.
Local Compiler Isolation
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.
Surgical Invariant Distillation
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.
Zero Human Babysitting
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.
The Wall of Sovereign Proof
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.
InpaintProcessor 3-Tuple Return Contract
Generative diffusion pre-processing correctness fix maintaining strict 3-tuple return typing when mask is None, preventing downstream pipeline tuple unpacking errors across diffusion pipelines.
PIVOT Clause Null-Dereference Guard
Analytical query engine parser and plan invariant fix preventing null pointer dereference during PIVOT IN list evaluation with zero-argument row expressions.
Cluster Slot Key Resolution Invariant
High-performance distributed in-memory store cluster routing fix correctly extracting hash slots for module and arbitrary-key commands without redirection loops.
Windows Project Path Slug Sanitization
Cross-platform slug sanitization ensuring Windows absolute file paths with drive letter colons correctly normalize to Claude Code double-dash directory encoding.
Execution-Layer Schema Conformance
Engine-level query execution correctness fix resolving nested schema nullability mismatches across aggregation boundaries in Apache DataFusion without plan disruption.
TopNRowNumber In-Memory Rank Ordering
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
Secret-management overwrite semantics with regression protection for existing default secrets without process argument leakage.
Array Const-Argument Type Lowering
Compiler correctness fix for array const-argument type lowering and invalid length handling in type resolution.
Non-Power-of-Two Vector Integer Division
X86 code-generation improvement preserving vectorization for non-power-of-two integer division.
Organization-Cost Response Parsing
SDK robustness fix for organization-cost responses using string-encoded numeric values in upstream API deserialization.
Inherited Asymmetric Descriptor Detection
Type-analysis correction for inherited asymmetric Python descriptors across complex class inheritance hierarchies.
Fail-Closed Approval-Chain Governance
Merged contributions ensuring approval-chain authorization rejects empty configurations and policy validation prevents false success states in autonomous agent loops.
Streaming Tool-Call Event Preservation
Streaming model-handling fix preserving tool calls co-delivered with turn-completion events during autonomous workflows.
CUDA Cache-Indirection Kernel Geometry
CUDA kernel-launch geometry correction eliminating unnecessary cache-indirection work during KV-cache updates.
Floating-Point Signed-Zero Reduction Semantics
Compiler/runtime parity fix in TorchInductor aligning floating-point signed-zero reduction semantics with eager execution.
Fair Handover Ordering Invariant
Async runtime invariant verification ensuring deterministic wake order and starvation-free handoffs under high contention.
Nominative Fair Use & Upstream Attribution: All company logos, trademarks, and brand names are the intellectual property of their respective owners. Logos and repository references are cited strictly under nominative fair use to verify historical, merged pull requests contributed to open-source codebases. ZeroSlop™ is an independent sovereign technology of Ribbsaeter Systems.
Deploy to Your Repo in 60 Seconds
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.
- ✓ Zero proprietary source exposed — runs via private secure API
- ✓ Works across Rust, C++, Python, TypeScript, Go, and SQL
- ✓ Auto-commit polish back to the PR branch automatically
- ✓ Strict Zero Code Retention Guarantee (TLS 1.3 encrypted)
name: ZeroSlop Gatekeeper
on: [pull_request]
jobs:
verify:
runs-on: ubuntu-latest
steps:
- name: Checkout Code
uses: actions/checkout@v4
with:
fetch-depth: 0
- name: Run ZeroSlop Gatekeeper
uses: patrickswedish/zeroslop-action@v1
with:
api_key: ${{ secrets.RIBBSAETER_KEY }}
auto_polish: true
fail_on_slop: trueDeploy ZeroSlop on Your Repos
Instant 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.
- • Unlimited Local CLI audits
- • 50 Pre-flight PR purifications / mo
- • Diff minimization engine
- • Community Discord access
For startups and engineering teams using Cursor, Copilot, and Claude Code who need merge-ready CI.
- • Everything in Solo
- • GitHub Action runner integration
- • Auto-polish & auto-commit engine
- • Unlimited team pull requests
- • Priority cloud purification API
For mission-critical repositories, fintech platforms, and institutions requiring zero-defect guarantees.
- • Unlimited repositories & seats
- • On-prem & VPC self-hosted runner
- • Custom architectural invariant rules
- • NIS2 & AI Governance audit logging
- • 1-on-1 Founder engineering SLA
What needs to
be built?
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.