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Groupe KA — site du holding + KA ID (compte unique & SSO des 7 plateformes). Next.js 16, SQLite, Google & Apple login.

Internal cartography of local LLMs on Apple Silicon — registered, gated, negative-first. Public atlas at modelmap.io.

Agent personnel 100 % on-device — SwiftUI + Apple Foundation Models + EventKit + SwiftData. Aucune API, aucun serveur.

Forge — LLM training from scratch in pure C++20 + Metal on Apple Silicon.

Systematic discovery & rigorous validation of statistical anomalies in open HF market data (hfmarketdata.io) — pre-registered, artifact-null-driven, fully reproducible. Live atlas: www.anomaly-atlas.io

Running LLMs larger than memory on a consumer Mac — falsification-driven research: margin-gated deferred refinement, out-of-core verification on Apple Silicon. TR-01 published.

Stata-class statistics, GPU-accelerated by Apple Silicon. Native Swift — no Electron, no Python runtime, no compromises.

The Instruments of LLM training — a native macOS cockpit for Forge. Train language models from scratch on Apple Silicon without a terminal.

Native macOS AI chat that runs LLMs 100% locally on Apple Silicon with MLX — no cloud, no API keys.

Tendril — web ingestion platform (scrape/crawl/map/search) on macOS Apple Silicon: WebKit fidelity, authenticated pages, deterministic testable extraction. A self-hosted Firecrawl alternative.

…vérité du groupe. 🔑 Trois modes de connexion : Google OAuth 2.0, Sign in with Apple, courriel + mot de passe (scrypt natif, zéro dépendance). 🛰 SSO maison vers les 7 plateformes (jeton JWT signé par plateforme, 5 min)…

…maps the internal structure of pretrained open weight LLMs entirely on consumer Apple Silicon — and publishes the results as a reproducible, confidence labeled public atlas at modelmap.io . Every map is versioned, proven…

…rs ligne. Privé. Rien ne quitte ton iPhone. 5E5CE6) %20upload%C3%A9 0D96F6?logo=apple) Agent personnel local : chat, rappels, calendrier, notes, tâches et recherche sémantique — propulsé exclusivement par le modèle Apple…

🔥 Forge LLM training from scratch — pure C++20 + Metal on Apple Silicon No PyTorch. No MLX. No ML dependencies. Just C++, Metal kernels, and a JSON parser. 📄 Paper · 🔬 Research notes · 📐 Spec ✨ What this is A complet…

…tion Can an existing pretrained LLM whose memory requirements exceed a consumer Apple Silicon Mac be transformed post training into an execution representation whose instantaneous working set is dramatically smaller than…

Metrika Stata class statistics, GPU accelerated by Apple Silicon. Native Swift. No Electron. No Python runtime. No compromises. One session: a cluster robust factor variable regression, then a 10,000 replicate pairs boot…

…aining — a native macOS cockpit for Forge Train language models from scratch on Apple Silicon without ever opening a terminal. Pick a dataset, shape an architecture, hit Start — and watch the loss fall on a silky live da…

…ry native macOS AI chat client that runs large language models 100 % locally on Apple Silicon with MLX — no API keys, no cloud, no data ever leaving your machine. ⬇️ Download the latest DMG · Developer ID signed · Notari…

…Six native macOS applications for AI and local LLMs — Swift/SwiftUI, built for Apple Silicon. App Description Links ☁️ Zyquo Cloud Multi provider AI chat — Anthropic, OpenAI, and more in one unified interface Repo · Rel…

…— c'est le comportement attendu. Pour les digests réels : iPhone A17 Pro+ avec Apple Intelligence activée. ✅ Tests Six tests XCUITest de bout en bout — réseau réel, gestes réels, zéro mock : Test Ce qu'il prouve Saisie…

…que, fiche existante) ; la build apparaît dans TestFlight après le traitement d'Apple. Principes 1. Fidélité au web — mêmes données, même langage visuel, aucun prix inventé. 2. Robustesse — décodage champ par champ avec…

…valuation immobilière transparent pour le Québec. 141814?style=flat square&logo=apple) L'app consomme l' API de production ( , , , , ) — 3 747 008 unités d'évaluation, 745 119 ventes réelles, MdAPE 11,0 %. Aucune donnée…

…Launch it. No Gatekeeper warnings: the app is Developer ID signed, notarized by Apple, and stapled ( verdict: accepted — Notarized Developer ID ), universal arm64 + x86 64 . First run Open Settings → Providers & Keys ( )…

…rd time effects. 🗂 Repository layout 🚀 Quick start Runtime ≈ 10 minutes on an Apple silicon laptop (the boosting and forest fits dominate); peak RAM ≈ 8 GB. 📝 Citation 👤 Author & contact Simon Pierre Boucher — Départ…

…les) −0.27. 🗂 Repository layout 🚀 Quick start Total runtime ≈ 5 minutes on an Apple silicon laptop; peak RAM ≈ 6 GB. 🗃 Data 745,119 residential market transactions (Jan 2021 – Jul 2026) matched at the parcel level to…

…ges everywhere App Sandbox + Hardened Runtime; signed, notarized and stapled by Apple The watch only Bitcoin wallet holds public descriptors only; a throwaway in memory signer signs PSBTs Infrastructure — no API keys Con…

…results tier + parquet 17 PNG figures 30 s 05 results tier 6 LaTeX tables 5 s \ Apple Silicon, single process. Step 01 in detail (documented in / ): bedrooms (main + basement) → summed; living area: prefers the explicit…

…arams, 384 d, L2 normalized), batch 256; the whole corpus encodes in seconds on Apple Silicon. 3. Projection — 20 French reference descriptions (146–257 chars each, full verbatim text in paper Appendix A), designed for s…

…s + 3 figures ⚡ 11 clustered SEs · ring · leave one out 1 min ⚡ = under 15 s on Apple Silicon. Everything reads/writes through ; fully deterministic (seed 42). 📐 Econometric Models Model Specification Estimator : : 1a–1…

…equirements Minimum macOS 13.0 Ventura or later Architecture Universal binary — Apple Silicon & Intel Disk 15 MB Accounts None. Bring your own provider API keys 🚀 Usage Python (official OpenAI SDK — works unmodified) Ja…