Oflight Inc. Column https://www.oflight.co.jp/en/columns Oflight Inc. is a Tokyo-based IT company providing software development, digital signage, web development, network systems, and IoT/AR/VR technology services. en Wed, 01 Jul 2026 23:25:17 GMT <![CDATA[Claude Fable 5 Returns on July 1, 2026 After a 19-Day Shutdown — U.S. Commerce Department Lifts Export Control Amazon's Jailbreak Research Was the Trigger; Anthropic Applied Mitigations Before Resuming Cursor Restored Fable 5 the Same Evening (Leads CursorBench, Most Expensive Per Task); Devin Fusion + Fable 5 Delivers 41% Cost Reduction vs Fable 5 Alone]]> https://www.oflight.co.jp/en/columns/claude-fable-5-return-devin-cursor-2026-07 https://www.oflight.co.jp/en/columns/claude-fable-5-return-devin-cursor-2026-07 Thu, 02 Jul 2026 00:00:00 GMT AI <![CDATA[What Is Cursor for iOS? Control Coding Agents from iPhone and iPad (Composer 2.5, iOS 26+, Public Beta from June 29, 2026)]]> https://www.oflight.co.jp/en/columns/cursor-ios-mobile-coding-agent-2026-06 https://www.oflight.co.jp/en/columns/cursor-ios-mobile-coding-agent-2026-06 Wed, 01 Jul 2026 00:00:00 GMT AI <![CDATA[Claude Sonnet 5 Deep Dive — Anthropic's June 30, 2026 Release Hits 92.4% on SWE-Bench Verified (+12pt Over Opus 4.6) 1M-Token Context, 88.3% on OSWorld-Verified (Beats the 72.4% Human Expert Baseline), 96.2% on GPQA Diamond, 84.7% on ARC-AGI-2 Introductory $2 / $10 per M Tokens Through August 31, 2026 → Standard $3 / $15, Now the Default in Claude Free / Pro and Claude Code Pro]]> https://www.oflight.co.jp/en/columns/claude-sonnet-5-anthropic-release-2026-06-30 https://www.oflight.co.jp/en/columns/claude-sonnet-5-anthropic-release-2026-06-30 Wed, 01 Jul 2026 00:00:00 GMT AI <![CDATA[[PR] Horiemon AI School Individual Plan / 1-Day Camp at ¥20,000 OFF via Oflight's Affiliate Link Automatic discount (no code entry required; referral code: 5DX4GA)]]> https://www.oflight.co.jp/en/columns/horiemon-ai-school-individual-camp-2026-06 https://www.oflight.co.jp/en/columns/horiemon-ai-school-individual-camp-2026-06 Tue, 30 Jun 2026 00:00:00 GMT AI <![CDATA[What Is Open GENAI? Japan's Digital Agency Open-Sources Its Government AI Platform hirokawaguchi/open-genai Brings Full Local Deployment (Keycloak / Ollama / Qdrant / Stable Diffusion / faster-whisper)]]> https://www.oflight.co.jp/en/columns/open-genai-digital-agency-government-ai-oss-2026-06 https://www.oflight.co.jp/en/columns/open-genai-digital-agency-government-ai-oss-2026-06 Mon, 29 Jun 2026 00:00:00 GMT AI <![CDATA[What Is Apple Container? Apple's Official Swift OSS for Running Linux Containers on macOS 26 A Docker Desktop Alternative — Apache 2.0, 44.5k Stars, v1.0.0 (June 9, 2026)]]> https://www.oflight.co.jp/en/columns/apple-container-macos-linux-runtime-2026-06 https://www.oflight.co.jp/en/columns/apple-container-macos-linux-runtime-2026-06 Mon, 29 Jun 2026 00:00:00 GMT Software Development <![CDATA[What Is Grok Build? xAI's Official CLI Coding Agent]]> https://www.oflight.co.jp/en/columns/grok-build-xai-cli-coding-agent-2026-06 https://www.oflight.co.jp/en/columns/grok-build-xai-cli-coding-agent-2026-06 Sat, 27 Jun 2026 00:00:00 GMT AI <![CDATA[Ornith-1.0 Deep Dive — DeepReinforce's June 26, 2026 MIT Open-Weights Family Specialized for Agentic Coding Three Sizes (9B Dense / 35B MoE / 397B MoE), All at 262K Context, Built on Qwen 3.5 + Gemma 4, Shipping in BF16 + FP8 + GGUF SWE-Bench Verified 82.4% (397B) / 75.6% (35B) / 69.4% (9B), SWE-Bench Pro 62.2%, Vendor-Reported SOTA Among Open Weights at Each Size Tier Reinforcement Learning Optimizes Both Solution Rollouts AND the Scaffolding That Drives Them — A 'Self-Improving' Design Compatible With OpenHands / Hermes Agent / OpenClaw, ClawEval Benchmark Published — Directly Relevant to Oflight's OpenClaw Service Users]]> https://www.oflight.co.jp/en/columns/ornith-1-0-deepreinforce-agentic-coding-2026-06 https://www.oflight.co.jp/en/columns/ornith-1-0-deepreinforce-agentic-coding-2026-06 ...` blocks; function calling and tool use are first-class. **Distribution and ops**: vLLM ≥ 0.19.1 / SGLang ≥ 0.5.9 / Transformers ≥ 5.8.1 / Docker + llama.cpp / Ollama. OpenAI-compatible endpoints. The 9B fits on a single 80GB GPU; 35B and 397B want an **8×80GB GPU node (TP=8)**. Agent-framework compatibility: **OpenHands, Hermes Agent, and [OpenClaw](../services/openclaw-setup)** (Oflight's own service line — and ClawEval is in DeepReinforce's published benchmark set). **DeepReinforce lineage**: an RL-focused research organization that has previously shipped [CUDA-L1 (avg 3.12× GPU speedup)](https://github.com/deepreinforce-ai/CUDA-L1), [CUDA-L2 (HGEMM kernels beating cuBLAS)](https://github.com/deepreinforce-ai/CUDA-L2), and **IterX (MLSys 2026 NVIDIA Track)**. Ornith-1.0 applies the same RL playbook to LLM self-improvement. **Positioning**: alongside [Kimi K2.7-Code](../columns/kimi-k2-7-code-moonshot-ai-2026-06) (1T MoE / 32B active) and [GLM-5.2](../columns/local-llm-landscape-2026-june-update) (Intelligence Index v4.1 = 51, open-weights leader), **Ornith-1.0 is at the front of the June-2026 agentic-coding open-weights race**. Against Chinese-origin models (Kimi / GLM), its differentiator is **MIT license + no regional restrictions + a US-flag procurement story**. **Caveat**: benchmarks are DeepReinforce's own vendor-reported numbers. Independent third-party verification on public leaderboards has not yet appeared (as of June 26, 2026). The article closes with **three inquiry funnels for Ornith-1.0–era local-LLM evaluation, build, and ongoing maintenance**.]]> Fri, 26 Jun 2026 00:00:00 GMT AI <![CDATA[What Is agmsg? Cross-Vendor Messaging for CLI AI Coding Agents]]> https://www.oflight.co.jp/en/columns/agmsg-cross-agent-messaging-cli-ai-2026-06 https://www.oflight.co.jp/en/columns/agmsg-cross-agent-messaging-cli-ai-2026-06 Fri, 26 Jun 2026 00:00:00 GMT AI <![CDATA[Local LLM June 2026 Update — Two Months After Our April Landscape GLM-5.2 Leads Open Weights at Intelligence Index v4.1 51, MiniMax M3 Ships 1M Context + SWE-Bench Pro 59%, NVIDIA Nemotron 3 Ultra 550B Blackwell Native MXFP4 Pushes RTX 5090 Into the 30-70B Practical Zone Japan's SI Market Matures (Intec ¥5M+, Ricoh On-Prem Starter Kit Won the Nikkei Grand Prize, PFN PLaMo Selected for the Digital Agency 'Gennai' Platform) EU AI Act GPAI Enforcement Starts August 2, 2026]]> https://www.oflight.co.jp/en/columns/local-llm-landscape-2026-june-update https://www.oflight.co.jp/en/columns/local-llm-landscape-2026-june-update Tue, 23 Jun 2026 00:00:00 GMT AI <![CDATA[Loop Engineering Deep Dive — The June 2026 Successor to Prompt / Context / Harness Engineering, Crystallized by Anthropic's Boris Cherny ('I don't prompt Claude anymore — I write loops'), Named and Codified by Addy Osmani, with Six Building Blocks (Automations, Worktrees, Skills, Plugins, Maker-Checker Sub-agents, Durable State) Mapped Onto Claude Code's Existing Feature Set]]> https://www.oflight.co.jp/en/columns/loop-engineering-ai-agent-paradigm-2026-06 https://www.oflight.co.jp/en/columns/loop-engineering-ai-agent-paradigm-2026-06 Mon, 22 Jun 2026 00:00:00 GMT AI <![CDATA[PLaMo 3.0 Prime Deep Dive — Preferred Networks' Flagship Japanese LLM Officially Released June 22, 2026, Expanded from 64K to 256K Context, Dual Reasoning / Non-reasoning Variants, ¥60 / ¥250 per 1M Tokens, Selected for the Digital Agency's Common 'Gennai' Generative-AI Platform, Built From-Scratch on NICT Collaboration and METI GENIAC Phase 3 Outputs]]> https://www.oflight.co.jp/en/columns/plamo-3-0-prime-pfn-japanese-llm-2026-06 https://www.oflight.co.jp/en/columns/plamo-3-0-prime-pfn-japanese-llm-2026-06 Mon, 22 Jun 2026 00:00:00 GMT AI <![CDATA[Sakana Fugu Deep Dive — The June 22, 2026 'LLM Trained to Call Other LLMs' from Sakana AI: Dynamic Orchestration Across GPT-5.5 / Claude Opus 4.8 / Gemini 3.1 Pro, Powered by the ICLR 2026 TRINITY / Conductor Papers, Claiming 73.7 on SWE-Bench Pro (Beating Opus 4.8), Shipping as Fugu / Fugu Ultra with $20 / $100 / $200 Subscription Tiers — EU/EEA Excluded Pending GDPR Compliance]]> https://www.oflight.co.jp/en/columns/sakana-fugu-orchestration-model-2026-06 https://www.oflight.co.jp/en/columns/sakana-fugu-orchestration-model-2026-06 272K) and $30/M output ($45/M >272K)**, plus **subscriptions at Standard $20 / Pro $100 / Max $200 per month** (both Fugu and Fugu Ultra). Enterprise is usage-based. **OpenAI-compatible API** at console.sakana.ai. **Not available in the EU/EEA** pending GDPR compliance; Japan-region usage works. **The strategic point is structural resilience, not raw performance** — escape from single-vendor dependence and diversification against export-control risk (directly continuing our Sakana Marlin column's Fable 5 export-restriction thread). BuildFastWithAI calls it 'the orchestration model that routes around export controls,' and Clanker Cloud frames it as 'Model Orchestration Is Becoming the Product.' **Fugu's own parameter count, Japanese-specific benchmark scores (ELYZA / JMMLU / JMT-Bench), and individual statements from David Ha / Llion Jones are not yet confirmed**, leaving 'thin wrapper over external APIs' criticism and independent verification as open questions.]]> Mon, 22 Jun 2026 00:00:00 GMT AI <![CDATA[[Update 2026-06-16: Paused] Anthropic Pauses the June 15 Claude Agent SDK Credit Pool Split — Official Help Center Notice Reverts Behavior to Subscription Usage Limits, Previously Announced $20 / $100 / $200 Monthly Credits No Longer Available]]> https://www.oflight.co.jp/en/columns/claude-agent-sdk-credit-billing-change-2026-06-15 https://www.oflight.co.jp/en/columns/claude-agent-sdk-credit-billing-change-2026-06-15 Tue, 16 Jun 2026 00:00:00 GMT AI <![CDATA[Sakana AI Marlin Deep Dive — Japan's 'Virtual CSO' Ultra Deep Research Agent Explained]]> https://www.oflight.co.jp/en/columns/sakana-marlin-ultra-deep-research-agent-2026 https://www.oflight.co.jp/en/columns/sakana-marlin-ultra-deep-research-agent-2026 Mon, 15 Jun 2026 00:00:00 GMT AI <![CDATA[Claude Fable 5 and Mythos 5 Suspended Under US Export Control Directive — Forced Recall Just 3 Days After Launch]]> https://www.oflight.co.jp/en/columns/claude-fable-5-export-control-suspension-2026-06 https://www.oflight.co.jp/en/columns/claude-fable-5-export-control-suspension-2026-06 Mon, 15 Jun 2026 00:00:00 GMT AI <![CDATA[Kimi K2.7-Code Deep Dive — Moonshot AI's June 12, 2026 Coding-Specialized 1T MoE Open-Weights Model, Modified MIT License, $0.95/$4.00 per 1M, 256K Context — But Japanese Enterprises Face Two Critical Caveats (Cross-Border Data and Unverified Benchmarks)]]> https://www.oflight.co.jp/en/columns/kimi-k2-7-code-moonshot-ai-2026-06 https://www.oflight.co.jp/en/columns/kimi-k2-7-code-moonshot-ai-2026-06 Mon, 15 Jun 2026 00:00:00 GMT AI <![CDATA[DiffusionGemma Deep Dive — Google DeepMind's June 10, 2026 Open-Weight Text-Diffusion LLM, Same Backbone as Gemma 4 26B (A4B MoE), Up to 4× Faster Than AR Counterparts, Apache 2.0, With an Honest "Quality Trails AR" Disclosure]]> https://www.oflight.co.jp/en/columns/diffusiongemma-google-text-diffusion-2026-06 https://www.oflight.co.jp/en/columns/diffusiongemma-google-text-diffusion-2026-06 Thu, 11 Jun 2026 00:00:00 GMT AI <![CDATA[Cognition AI's FrontierCode Explained: The Next-Gen Coding AI Benchmark That Asks 'Is It Mergeable?']]> https://www.oflight.co.jp/en/columns/cognition-frontiercode-benchmark-2026 https://www.oflight.co.jp/en/columns/cognition-frontiercode-benchmark-2026 Wed, 10 Jun 2026 00:00:00 GMT AI <![CDATA[Apple AFM Core Advanced Deep Dive — How 20B Sparse MoE Brings Frontier AI to iPhone]]> https://www.oflight.co.jp/en/columns/apple-afm-core-advanced-wwdc-2026 https://www.oflight.co.jp/en/columns/apple-afm-core-advanced-wwdc-2026 Wed, 10 Jun 2026 00:00:00 GMT AI