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Notes frominside the compiler.

axint is a compiler-first product. This is where the longer-form thinking lives — design decisions, workflow essays, release notes, and the tradeoffs behind the stack.

May 1, 2026·5 min

WWDC 2026: what AI agent developers should watch for

Framing, expectations, and the agent-tooling angle on what Apple is likely to announce at WWDC 2026 — and what Axint is preparing to ship in the 48 hours after the keynote.

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April 28, 2026·4 min

The Fix Packet: a repair contract for AI coding agents

Most agent self-repair loops rely on free-form error parsing. The Fix Packet is the structured alternative — a deterministic JSON contract Axint emits whenever validation fails, designed for any agent to consume.

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April 23, 2026·6 min

Where AI agents reliably break on Apple platforms

Six months of watching Cursor, Claude Code, Codex, and Copilot generate Apple-native code. The seven failure modes we see most often, and why none of them are caught at generation time.

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April 19, 2026·6 min

Ship report: April 2026

The first monthly Axint ship report covering messaging cleanup, distribution fixes, and what shipped across the product this month.

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April 19, 2026·6 min

Caught before ship: how a Cloud report turns AI output into a real shipping decision

A concrete Axint Cloud narrative showing why the product is not just about generating Swift, but about deciding whether an Apple-native change is ready to ship.

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April 19, 2026·7 min

Case study: a next-flight widget release review

A named Axint workflow case study that shows the product the way a team experiences it: compact feature definition, generated Swift, and a report-driven shipping decision.

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April 19, 2026·5 min

Engineering status: product cleanup, growth, and customer readiness

What changed this week in Axint: cleaner public messaging, a clearer Cloud product story, and the growth plumbing needed for real outside feedback.

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April 18, 2026·6 min

The Apple-native execution layer

What category Axint is actually in: not a chatbot, not a template pack, and not just a compiler. It's the execution and validation layer behind AI-built Apple software.

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April 17, 2026·7 min

Proof narrative: from one prompt to a validated flight widget

A concrete walkthrough of the Axint workflow: describe a feature, generate the Apple-native surface, then use Cloud to review what would actually block shipping.

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April 16, 2026·6 min

How we benchmark Axint honestly

What the benchmark page measures, how the token estimates are computed, what they do and do not prove, and how to rerun the compiler-side benchmarks yourself.

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April 15, 2026·5 min

What Axint Cloud actually does

If your AI tool is already doing the talking, where does Cloud fit? Here's the simple answer for vibe coders, product teams, and Apple release teams.

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April 14, 2026·6 min

v0.3.9 ship notes: doctor, .feature, and a cleaner MCP surface

What shipped in Axint v0.3.9 — a first-class `axint doctor` diagnostic, the `.feature` tool, a Swift output validator, a Source Editor Extension for Xcode, and a renamed MCP surface.

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April 12, 2026·6 min

Swift Package Manager plugin: compile intents automatically on build

Axint integrates with SPM as a build plugin. Add it to Package.swift and your TypeScript intents compile to Swift on every build.

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April 11, 2026·5 min

Axint roadmap: what we're shipping before v1.0

The path to Axint 1.0 in September 2026: SwiftUI previews, Xcode integration, cloud compilation, and the community registry.

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April 11, 2026·8 min

Entity queries: how Axint generates AppEntity for Siri and Spotlight search

defineEntity() generates AppEntity structs and EntityQuery conformances. Make your app's data searchable through Siri and Spotlight.

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April 10, 2026·8 min

Case study: 50 Siri intents from one biomarker schema

How Ambition Health used Axint to generate 50 App Intents for biomarker queries — from a TypeScript schema, without writing Swift.

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April 9, 2026·6 min

We parse Python's AST instead of executing user code. Here's what broke.

Axint uses static AST parsing for the Python SDK instead of exec(). The tradeoffs, the bugs we hit, and why we'd do it again.

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April 9, 2026·7 min

Axint + Claude Code: the AI-native App Intents workflow

How the MCP integration with Claude Code enables agents to scaffold, compile, and validate App Intents without touching Xcode.

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April 8, 2026·7 min

Four-stage validation: catching Swift mistakes before you open Xcode

Axint validates in four stages: schema, type, intent semantics, and Swift rules. Errors reference your source code, not generated output.

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April 8, 2026·8 min

Building a package registry on Cloudflare D1 and Workers

How we built registry.axint.ai: serverless SQLite, Durable Objects for publish atomicity, and aggressive edge caching.

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April 7, 2026·8 min

Axint's intermediate representation: how we stay language-agnostic

The IR that sits between TypeScript/Python and Swift. Why it's Swift-shaped, not generic, and how it enables multi-language support.

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April 6, 2026·7 min

WidgetKit tutorial: generate TimelineProviders from TypeScript with Axint

defineWidget() generates Widget structs, TimelineProviders, and lockscreen descriptors. Here's a step-by-step guide.

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April 6, 2026·7 min

Full App Intents apps from Python with define_app()

The Python SDK now supports define_app(). Declare your entire app structure in Python, compile to a @main Swift entry point.

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April 5, 2026·3 min

axint is on PyPI

The Axint Python SDK is live. define_intent() in Python compiles to the same Swift output as TypeScript. pip install axint.

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April 5, 2026·6 min

Generating SwiftUI views from TypeScript (and why that's less crazy than it sounds)

defineView() compiles to idiomatic SwiftUI structs. Type-safe state, view builders, no runtime library. Here's how it works.

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April 4, 2026·5 min

We built a TypeScript-to-Swift compiler. Here's why.

Everything points toward Apple connecting MCP to App Intents. The problem: they're Swift-only. We built Axint so TypeScript and Python developers can ship them too.

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April 4, 2026·4 min

One-click MCP install for Cursor, Claude Code, VS Code, and Windsurf

Axint ships a built-in MCP server. One click (or one command) and your AI coding assistant can scaffold, compile, and validate App Intents.

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