Topic
infrastructure
2026-10-01 · design note
Language detection: what sixty test cases proveprod-code v0.3.19 expands workspace detection, but a detected language is not proof of semantic support. The marker matrix and release artifacts show what the version provides.
4 min
2026-09-30 · notes
5.3 Million Lines of Go and 779 Packages: Dissecting Kubernetes with 67 AST ToolsWe benchmarked all 67 prod-code AST tools against kubernetes/kubernetes: 5.38M lines of Go across 17,823 files, 779 packages, 0% laptop CPU, and fixed Bugs #741 and #742 in Go signature compilation and predicate inversion.
9 min
2026-09-30 · notes
Alamofire Under the Microscope: What 67 AST Tools Found Inside the Swift Networking EngineWe benchmarked all 67 prod-code AST tools against Alamofire: 39,000 lines of Swift, 92 error egress boundaries, 20 clone groups, and remote Apple Silicon test offloading.
3 min
2026-09-30 · notes
Arrow Under the Microscope: What 67 Remote AST Tools Found Inside Kotlin's Functional CoreWe evaluated prod-code AST tools against arrow-kt/arrow: 72,889 lines of Kotlin across 757 files, 38-module Gradle architecture, structural search for the Raise DSL, and cluster-verified AST refactoring.
3 min
2026-09-30 · notes
ASP.NET Core Under the Microscope: What 67 Remote AST Tools Found Inside Microsoft's Web EngineWe evaluated prod-code AST tools against dotnet/aspnetcore: 1,757,169 lines of C# across 10,685 files, 625 projects in a single repository, Roslyn generator snapshot clones, and cluster-verified OmniSharp refactoring.
3 min
2026-09-30 · notes
BenchmarkDotNet Under the Microscope: What 67 Remote AST Tools Found Inside the .NET Micro-Benchmarking EngineWe evaluated prod-code AST tools against dotnet/BenchmarkDotNet: 120,810 lines of C# across 1,175 files, 29 projects in an acyclic DAG, 1,120 benchmark harnesses, and cluster-verified OmniSharp refactoring.
4 min
2026-09-30 · notes
Black Under the Microscope: What 67 AST Tools Found Inside Python's Uncompromising FormatterWe benchmarked all 67 prod-code AST tools against psf/black: 135K lines of Python, 12-callsite parameter object bundling across 4 files, import cycle detection in concurrency, 99.8% slicing reduction, and mathematical safety proofs in predicate inversion.
5 min
2026-09-30 · notes
curl Under the Microscope: What 67 AST Tools Found Inside the Ubiquitous Transfer EngineWe benchmarked all 67 prod-code AST tools against curl/curl: 200,000 lines of C, 1,924 failure and diagnostic egress points, and parameterized AST codemods.
2 min
2026-09-30 · notes
Detekt Under the Microscope: What 67 Remote AST Tools Found Inside Kotlin's Static Code AnalyzerWe evaluated prod-code AST tools against detekt/detekt: 132,028 lines of Kotlin across 1,105 files, 41-module Gradle architecture with 4 test cycles, structural search across 31 files, and cluster-verified AST refactoring.
3 min
2026-09-30 · notes
DuckDB Under the Microscope: What 67 AST Tools Found Inside the Analytical EngineWe benchmarked all 67 prod-code AST tools against duckdb/duckdb: 681,000 lines of modern C++, QueryResult slicing, and catch2 matcher guardrails.
2 min
2026-09-30 · notes
EF Core Under the Microscope: What 67 Remote AST Tools Found Inside .NET's Relational EngineWe evaluated prod-code AST tools against dotnet/efcore: 1,749,818 lines of C# across 5,778 files, 58-project acyclic architecture, Northwind clone clusters, and cluster-verified OmniSharp refactoring.
3 min
2026-09-30 · notes
etcd Under the Microscope: What 67 AST Tools Found Inside Cloud-Native ConsensusWe benchmarked all 67 prod-code AST tools against etcd-io/etcd: 220K lines of Go, zero cyclic dependencies across 1,094 files, 99.9% slicing reduction on Raft leadership transfers, 445 structural error returns in 1.2s, and interface contract safety refusals.
5 min
2026-09-30 · notes
Express Under the Microscope: What 67 AST Tools Found Inside the Node.js BackboneWe benchmarked all 67 prod-code AST tools against expressjs/express: 21,000 lines of JavaScript, middleware routing DAGs, and prototype guardrails.
2 min
2026-09-30 · notes
FastAPI Under the Microscope: What 67 AST Tools Found Inside Python's Modern Async FrameworkWe benchmarked all 67 prod-code AST tools against tiangolo/fastapi: 118K lines of Python, 135-occurrence OpenAPI clone groups, 99.8% slicing reduction on dependency solving, parameter object bundling, and classmethod safety refusals in method extraction.
4 min
2026-09-30 · notes
Flask Under the Microscope: What 67 AST Tools Found Inside Python's Iconic MicroframeworkWe benchmarked all 67 prod-code AST tools against pallets/flask: 18K lines of Python, blueprint static file clone clusters, 98.6% slicing reduction on request dispatch, dataclass parameter object bundling, and property safety refusals in boolean inversion.
5 min
2026-09-30 · notes
Ghostty Under the Microscope: What 67 Remote AST Tools Found Inside the High-Performance Terminal EmulatorHistorical Ghostty terminal emulator analysis with prod-code: Zig source counts, VT test clones, cleanup patterns, and a ZLS refactoring limitation. Native applications support macOS and Linux.
4 min
2026-09-30 · notes
Git Under the Microscope: What 67 AST Tools Found Inside the Core VCSWe benchmarked all 67 prod-code AST tools against git/git: 443,000 lines of C, 4,657 fatal and recoverable error exit points, and multi-file structural codemods.
3 min
2026-09-30 · notes
Guava Under the Microscope: What Remote AST Tools Found Inside Google's Java CoreWe benchmarked prod-code AST tools against google/guava: 795,118 lines of Java, 5-module DAG resolution in 100ms, and 33-occurrence clone analysis.
3 min
2026-09-30 · notes
Half a Million Lines of Python and 25 Import Cycles: Dissecting Django with 67 AST ToolsWe benchmarked all 67 prod-code AST tools against django/django: 527K lines of Python across 2,932 files, 25 circular check paths, 99.9% slicing reduction, and mathematical safety proofs in Python predicate inversion and parameter bundling.
7 min
2026-09-30 · notes
Kafka Under the Microscope: What 67 Remote AST Tools Found Inside the Distributed Event CoreWe benchmarked prod-code AST tools against apache/kafka: 1,717,457 lines across 6,218 Java and 257 Scala files, 64-module DAG resolution, and 125-occurrence data-object clone analysis.
3 min
2026-09-30 · notes
Kotlinx.coroutines Under the Microscope: What 67 Remote AST Tools Found Inside Kotlin's Concurrency RuntimeWe evaluated prod-code AST tools against Kotlin/kotlinx.coroutines: 113,379 lines of Kotlin across 1,039 files, 25-module clean DAG architecture, structural pattern search across 42 files, and cluster-verified AST refactoring.
4 min
2026-09-30 · notes
Ktor Under the Microscope: What 67 Remote AST Tools Found Inside Kotlin's Asynchronous Web FrameworkWe evaluated prod-code AST tools against ktorio/ktor: 295,995 lines of Kotlin across 2,423 files, 134-module Gradle KTS architecture with 100 test-fixture cycles, and cluster-verified AST refactoring.
4 min
2026-09-30 · notes
Moby Under the Microscope: What 67 AST Tools Found Inside Docker's EngineWe benchmarked all 67 prod-code AST tools against moby/moby: 387K lines of Go, 224 Protobuf varint clone occurrences, 99.9% slicing reduction on ContainerStart, 858 structural error returns in 1.9s, and interface protection during boolean inversion.
4 min
2026-09-30 · notes
Netty Under the Microscope: What 67 Remote AST Tools Found Inside Java's High-Throughput I/O EngineWe benchmarked prod-code AST tools against netty/netty: 652,153 lines across 3,595 Java files, 61-module graph analysis isolating an all-to-bom circular dependency, and 510-occurrence Huffman lookup tables.
4 min
2026-09-30 · notes
Next.js Under the Microscope: What 67 AST Tools Found Inside the React FrameworkWe evaluated all 67 prod-code AST tools against vercel/next.js: 1.2M lines of TypeScript, SSR render pipeline slicing, and cross-file boolean inversions.
2 min
2026-09-30 · notes
Apache Pekko Under the Microscope: What 67 Remote AST Tools Found Inside the High-Throughput Actor RuntimeHistorical Apache Pekko actor runtime analysis with prod-code: Scala and Java source counts, 41 extracted SBT modules, 3.5% reported clone density, and a remote Metals refactoring example.
4 min
2026-09-30 · notes
Play Framework Under the Microscope: What 67 Remote AST Tools Found Inside the High-Velocity Web EngineHistorical Play Framework analysis with prod-code: Scala and Java source counts, 44 extracted SBT modules, form and router clones, and a remote Metals refactoring example with verification limits.
4 min
2026-09-30 · notes
React Under the Microscope: What 67 AST Tools Found Inside the UI EngineWe benchmarked all 67 prod-code AST tools against facebook/react: 745,000 lines across 4,445 files, Fiber work loop slicing, and compiler generic guardrails.
2 min
2026-09-30 · notes
Redis Under the Microscope: What 67 AST Tools Found Inside the In-Memory EngineWe benchmarked all 67 prod-code AST tools against redis/redis: 211,000 lines of C, event loop slicing down to epoll_wait, and static non-call guardrails.
3 min
2026-09-30 · notes
Roslyn Under the Microscope: What 67 Remote AST Tools Found Inside the C# CompilerWe evaluated prod-code AST tools against dotnet/roslyn: 6,499,949 lines of C# across 18,176 files, 394 projects, 15,300+ compiler invariants, and cluster-verified OmniSharp refactoring.
3 min
2026-09-30 · notes
Scalameta Under the Microscope: What 67 Remote AST Tools Found Inside the Scala Metaprogramming PlatformHistorical Scalameta Scala metaprogramming analysis with prod-code: 106,270 Scala and Java lines, 24 extracted SBT modules, 202 reported @ast declarations, and a remote Metals refactoring example.
4 min
2026-09-30 · notes
Apache Spark Under the Microscope: What 67 Remote AST Tools Found Inside the 2-Million-Line Distributed EngineHistorical Apache Spark analysis with prod-code: Scala and Java source counts, 52 extracted modules, 0.7% reported clone density, and a remote Metals refactoring example with verification limits.
4 min
2026-09-30 · notes
Spring Boot Under the Microscope: What 67 Remote AST Tools Found Inside the Enterprise Java StandardWe benchmarked prod-code AST tools against spring-projects/spring-boot: 880,132 lines of Java, 448 Gradle modules in a zero-cycle DAG, and 55-occurrence autoconfiguration duplication.
3 min
2026-09-30 · notes
Swift Algorithms Under the Microscope: What 67 AST Tools Found Inside Apple's Sequence EngineWe benchmarked all 67 prod-code AST tools against apple/swift-algorithms: 13,700 lines of Swift, 81 bounds invariants, and remote Apple Silicon test offloading.
3 min
2026-09-30 · notes
Swift Argument Parser Under the Microscope: What 67 AST Tools Found Inside Apple's CLI FrameworkWe benchmarked all 67 prod-code AST tools against apple/swift-argument-parser: 30,000 lines of Swift, 64 error egress points, and remote Apple Silicon test offloading.
3 min
2026-09-30 · notes
Swift Collections Under the Microscope: What 67 AST Tools Found Inside Apple's Data Structure EngineWe benchmarked all 67 prod-code AST tools against apple/swift-collections: 71,000 lines of Swift, 1,279 boundary invariants, and remote Apple Silicon test offloading.
3 min
2026-09-30 · notes
TypeScript Under the Microscope: What 67 AST Tools Found Inside the CompilerWe benchmarked all 67 prod-code AST tools against microsoft/TypeScript: 264,411 declarations across 31,433 files, AST clone clusters, transitive slicing, and compiler in-memory validation.
2 min
2026-09-30 · notes
Zig Under the Microscope: What 67 Remote AST Tools Found Inside the Self-Hosted Compiler and Standard LibraryHistorical Zig compiler and standard library analysis with prod-code: source distribution, x86_64 codegen clones, errdefer patterns, and a remote ZLS refactoring example. Zig is now hosted on Codeberg.
4 min
2026-09-22 · design note
A mirror, not a mountThe analyzer runs on a node across the LAN and needs your code there. Not over a network filesystem, and not by uploading the tree every time: a manifest of hashes, a watermark per node, and a watcher that syncs only when something changed.
5 min