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Handpicked articles worth your time
English summary: A field guide to routing Claude Code and Codex through Chinese LLM providers, with dated compatibility claims, regional endpoints, safe configuration, protocol tes
English summary: AI-native teams redesign how work crosses boundaries: context, decision rights, evaluation, and human accountability become explicit so autonomy can grow without h
English summary: AI-native organizations need a measurement operating system, not an AI-usage leaderboard. This article starts with a minimal outcome event and dashboard, then conn
448 CLI commits, 152 app commits, 268 model-lab commits, 67 ADR documents across 57 IDs and no promoted model. The series wrap-up, real data only.
An answer with 'if n == 20: return 6765' passes every Fibonacci test. In lemon-model it scores zero. Here's the rest of the system that keeps hype from becoming a release.
My first attempts to train the 7B on the Mac hit the memory safety cutoff, even with MLX under 14 GB. The pilot that passed used 8 layers, rank 4 and finished in 200 seconds.
With 8K tokens of context, the 7B model took 88 seconds to start answering on my M3 Pro. The 1.5B took 24. Here's the full benchmark and why I picked the bigger one anyway.
A momentary SQLite lock tripped my app's circuit breaker, which then showed fallback data and a banner covering the input field. The fix fit in five rules.
My agent's telemetry ships disabled, points at localhost by default and excludes prompts. It still shows duration, fallbacks and routing decisions.
The first commit of lemon-code's macOS app had no screens. It was the contract with the CLI. Here's why that order kept me from rewriting the agent in Swift.
lemon-code has six ADRs numbered 0049, all created on the same day. That mistake teaches more about project memory with multiple agents than any well-numbered ADR.
The CLI's --yolo flag still refuses rm -rf ~. Here are lemon-code's three guardrail layers and why the first one can't depend on configuration.
For HTTP-provider routes, lemon-code records score factors. This teaching example shows how to read the sum and distinguish it from the JEV layer.
lemon-code's TUI is React: Box, Text and hooks rendered to ANSI by Ink. The post covers three patches needed in Ink's build under Bun on the Mac.
I reached for an HTTP provider on tasks an installed CLI could handle. lemon-code's CLI-first rule fits in four lines of precedence.
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13 products available
nextjs · boilerplate
Boilerplate de API em Python com FastAPI, organizado em Clean Architecture (router, service, repository e adapters por módulo). Inclui autenticação JWT com hashing bcrypt, MongoDB, testes com pytest e cobertura, Dockerfile e docker-compose para subir localmente, e documentação Swagger/OpenAPI automática. Repositório de origem privado; snapshot técnico verificado antes da publicação.
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react · boilerplate
A React Native foundation for iOS and Android apps with Expo, Clean Architecture, MVVM, Firebase, and native modules. Technical reference from VaiDeFut, with public Google Play distribution and a documented iOS publishing flow.
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nextjs · boilerplate
A free open-source kit for getting started with coding agents across Claude Code, Codex, Gemini, Copilot, and OpenCode. The public repository confirms an MIT license.
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nextjs · boilerplate
A white-label AI-first foundation for shipping SaaS products with Next.js, chat, RAG, memory, tenants, and documentation. The verified snapshot documents Supabase rather than MongoDB; that limitation is explicit. MongoDB, Redis, and RabbitMQ require a compatible integration/configuration.
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nextjs · boilerplate
An advanced white-label, multi-tenant AI-first foundation for accelerating products with Next.js, chat, RAG, memory, and documentation. The verified snapshot does not prove a distinct Ultra layer; that limitation stays explicit while provider, cache, and queue swaps remain visible.
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nextjs · boilerplate
A white-label, multi-tenant foundation for turning an idea into an AI-first SaaS with Next.js, chat, RAG, memory, and documented security. The verified snapshot uses Supabase; the name identifies the source repository. Provider, cache, and queue boundaries stay explicit; Redis and RabbitMQ are configurable integrations.
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react · portfolio
A one-time contribution that supports free technical content, research, and the continuity of relevant projects published by Anderson Lima. You choose the amount; there is no subscription.
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react · boilerplate
A free React starter for building a reliable test suite from the first commit, combining Vitest, Testing Library, Playwright, Vite, TypeScript, Zustand, React Query, MirageJS, and PWA. The repository does not declare an SPDX license; review its terms before commercial use.
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react · portfolio
A public React, TypeScript, and Vite monorepo for exploring a component library with a native-inspired visual language. The current README is minimal and does not declare an SPDX license; treat it as a free preview.
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nextjs · saas
An AI-first SaaS boilerplate with Next.js, Supabase, Stripe, and provider routing to move from the first prompt toward a real deployment faster. AI, data, email, cache, and queue adaptations stay explicit; Redis and RabbitMQ are configurable integrations.
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react · saas
A React + TypeScript starter for multi-tenant SaaS with Firebase, Atomic Design, themes, PWA, product screens, MirageJS, and Gemini chat extensible to other providers. Validate production requirements, costs, and integrations before publishing.
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react · boilerplate
A public React starter with TypeScript, Zustand, React Query, Tailwind CSS, PWA, and documented AI integrations. The repository does not declare an SPDX license; review its terms before commercial use.
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nextjs · saas
A Next.js, TypeScript, and Tailwind CSS SaaS landing page with SEO, themes, i18n, PWA, and integration points for auth, Stripe, and AI. A clear foundation for leaving the blank screen behind and shaping your positioning.
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