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    • Website Renewal
    • Absorption Merger of Subsidiary Lorchestra Inc.
    • Selected as IT Introduction Support Provider (FY2022)
    • Selected as IT Introduction Support Provider (FY2021)
    • Establishment of Subsidiary Lorchestra Inc.
    • Selected as IT Introduction Support Provider (FY2020)
    • loFT LLC Established
      • Dagster + NATS JetStream Event Pipeline: Implementation Deep Dive
      • Homelab Infrastructure Redesign -- PostgreSQL Storage/Compute Separation and Devstack Overhaul
      • Integrating MLflow into devstack — Separating Dagster and Experiment Tracking Responsibilities
      • Redesigning a 3-Host Homelab: From Promtail Removal to devstack Splitting and Config Consolidation
      • Running PostgreSQL 18 with pgvector on Rootless Quadlet
      • AMD EPYC 9175F (Turin) Workstation Configuration: HPCT WCE51-GP
      • Optimizing Data Infrastructure I/O: NVMe/SATA Tiering and UI Consolidation
      • Optimizing QuteBrowser Configuration for Internal Infrastructure
      • Using a CRS304 for Local 10GbE and Staged Egress Control
      • State-Driven Syslog Monitoring with MikroTik RouterOS Netwatch
      • Building a Container Platform with Rootless Podman and Quadlet: UID Mapping, Permission Design, and macOS DNS Resolution
      • Building the Storage Server's Always-On Monitoring Stack: Prometheus, Loki, Promtail, and Quadlet
      • How I Stabilized smartctl-exporter and Standardized Exporter Operations Across Rootful and Rootless Scopes
      • Designing and Building a Local Dev Platform on EPYC 9175F and Podman
      • Running Resident Services with Quadlet on Minimal Ubuntu
      • How I Structured a Reusable Memory Pool for ELT on a Single EPYC Server
      • Rebuilding a Compute Server in 20-30 Minutes with tar.zst and rclone
      • Containerizing a Local LLM Stack: Docker Compose for vLLM, llama.cpp, and a Rust Proxy
      • How I Split rclone and rsync When Moving Hugging Face Models from Cold to Hot Storage
      • How I Designed an OpenAI-Compatible Proxy in Rust (axum) and Why I Moved to Go
      • Go + NATS + Dagster AI Orchestration Platform: Design Philosophy and Middleware Selection
      • familiar - Building a Multi-Agent Development Platform That Runs Only on Local LLMs
      • Evaluating llm-jp-4-32b-a3b-base-NVFP4 for Translation and Pivoting Away from a Resident Translator Role
      • Validating the familiar Harness: Field Observations of a Cloud-Agent orchestrator with Qwen3-Coder-Next 80B / GLM-5.1
      • Building agent-gateway -- Phase 1 Real-Time Knowledge Pipeline and Embedding Service Integration
      • Gemma 4 + Dual Blackwell GPUs: Building the familiar Inference Stack and model-foundry Pipeline
      • agent-gateway v3 Redesign — Splitting the knowledge Domain and Integrating MLflow/Obsidian
      • How I Locked Down a Rust + ONNX Design for Embedding and Rerank APIs
      • How I Framed a WordPress-Like Blog Platform on Django
      • Django 5 Travel Booking Site Generation Test with Qwen3.5-122B-A10B Local Inference
      • Running DeepSeek-V4-Flash on Two DwarfStar4 Nodes for Orchestration
      • Step-3.7-Flash-NVFP4 as a Local Orchestrator: Multi-Agent System Development
      • Gemma 4 31B on vLLM/SGLang: NVFP4/FP8 and MTP Benchmark
      • Running MiMo V2.5 Pro IQ2_S Locally: RTX PRO 6000 Blackwell x1/x2 Benchmark
      • DwarfStar 4 × RTX PRO 6000 Blackwell: DeepSeek V4 Flash Q2 Reaches 43 tok/s
      • Measuring Qwen3.6-27B NVFP4+MTP on vLLM: ~190 tok/s TG on Dual RTX PRO 6000 Blackwell Max-Q
      • Running DeepSeek-V4-Flash with a llama.cpp WIP Branch: First Local Inference on Dual Blackwell Max-Q 96GB GPUs
      • Qwen3.6-27B-FP8: Role-Specific Fine-Tuning Strategy and Integration into My Agent Stack
      • Running Kimi-K2.6 Locally: Making a 1T MoE Practical with ik_llama.cpp and Blackwell
      • Validating a Japanese Data Generation Pipeline with LLM-jp-4-32B-NVFP4 x CAT-Translate-7B-NVFP4
      • Running GLM-5.1 IQ3_KS Locally: CPU/GPU Hybrid Inference and Expert Layer Placement
      • Qwen3.5-397B-A17B Validation: Making 55 t/s and 262k Tool-Use Loops Practical on 2x Blackwell 96GB
      • Running MiniMax-M2.7 (229B MoE) on 2x Blackwell 96GB: 71.9 t/s on Average, but No Commercial Use
      • Optimizing a GLM-5.1 + Qwen3-Coder-Next Stack: Orchestrator TG Benchmarks and Final Layout Design
      • Designing and Implementing a Dagster Conversation Lineage, Evaluation, and Dataset Generation System
      • Evaluating Qwen3.5 Coding Ability on a Static Dental Clinic Site
      • Planning a GPU/CPU Division for Local LLM, and the Reality of Daily Trial and Error
      • Designing Bilingual System Prompts for the PLAMO-translate AI MODEL
      • LTX-2 Video Generation Prompt Engineering: From 36-Scene Horror to Cinematic Continuity Pipelines
      • How I'd Choose a Daily Quantization Setup for Hermes-4.3-36B
      • The Reality of 40B Dense Models: What Running IQuest-Coder-V1-40B on CPU/GPU/Aider Actually Showed
      • What I Learned from Running Command-A Reasoning 08-2025 Inside an Aider Coding Loop
      • Reworking a Local AI Coding Environment Around Serena MCP
      • Where GLM-4.7-Flash Uncensored Helps and Where It Becomes Dangerous
      • Why IQuest-Coder Loop-Instruct Still Feels Slow in Aider
      • Why MCP Worked in VSCode Remote SSH but Not in Zed
      • Why EPYC 9175F's 512MB L3 Cache Accelerates MoE Inference: Hypothesis Validation with a 1T Model
      • MiniMax-2.5 (229B MoE) Expert Offload and Web Generation: IQ5_K to IQ3_S
      • Qwen3.5-397B IQ4_NL Measured: 22.5tok/s Average from 28 Runs, Hybrid Offload Config and 400B-Class MoE Daily Viability
      • Llama-4-Scout-17B-16E Measured: CPU Q6_K 17tok/s vs GPU nvfp4 60tok/s, Cache Strategy and 100K Context Boundary
      • 1T MoE Kimi-K2.5 CPU Inference: Thread Optimization Through Long Context Operations
      • Llama-4-Maverick-17B-128E CPU Inference: Q4_K_M vs Q8_0 Speed-Quality Trade-off Measured
      • Qwen3-Coder-Next 80B in Three Modes: BF16 CPU / IQ4_NL Hybrid / nvfp4 GPU Measured
      • GLM-4.7-Flash IQ5_K Benchmark: CPU vs Hybrid vs Full GPU Performance Comparison
      • Why DeepSeek-V3.2 Appears Slower Than Kimi-K2.5: Prompt Cache Mismatches and TG Bottleneck Analysis
      • Qwen3.5-397B Autonomous Code Generation: From Dental Clinic Sites to Django CMS Foundations
      • shelpa-mcp: Design Record of a Scrapped Virtual Pipeline
      • shelpa: Design and Lessons from a Scrapped Sandbox MCP
      • All Rust, All Handmade -- 9 MCP Tools Powering the Homelab
      • voracle Dev Log vol.2 -- Deploying the Research Pipeline and Overhauling the ONNX Inference Engine
      • From shelpa to filesystem — Complete Redesign of a Rust MCP Filesystem Server
      • voracle — Designing and Implementing a Semantic Search MCP/CLI Tool for Obsidian Vaults
      • Fixing aichat Function Calling Hangs in a Symlink Environment
      • Response Vocabulary Design Swings Small LLM Accuracy by 15 Points: Experiment Log from pathfinder
      • Building an MCP Server to Fix Local LLM Tool Call Failures: pathfinder Design and Benchmarks
      • Building an AST-Based Codebase Analyzer for Local LLM Context: ctree Design and pathfinder/Serena Integration
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      • Selected as IT Introduction Support Provider (FY2020)
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      Selected as IT Introduction Support Provider (FY2020)

      loFT LLC was selected as an IT Introduction Support Provider under the FY2020 IT Subsidy Program.

      loFT LLC was selected as an IT Introduction Support Provider under the FY2020 IT Introduction Subsidy Program administered by the Ministry of Economy, Trade and Industry (METI).

      Acceptance Notice SIT01-0004366 (PDF, Japanese)

      Establishment of Subsidiary Lorchestra Inc.

      Lorchestra Inc. was …

      loFT LLC Established

      loFT LLC was established in …

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