Trend Report: 2026-03-01
Hatena Bookmark IT (Japanese market)
Notable Topics
「全エンジニアが Claude Code を 100% 活用する」を目指してダッシュボードを作った 222 users | ★★★ | AI/DevTools Internal dashboard to track and promote Claude Code Skill/sub-agent adoption across an entire engineering org; concrete case for AI-native engineering culture
トランプ大統領、Anthropicを「極左の意識高い系企業」と非難し政府機関での製品使用を即時停止 326 users | ★★★ | AI/Politics Trump attacks Anthropic; backdrop to OpenAI filling the DoD void; AI geopolitics accelerating
Agentワークフローで人間がボトルネックにならないためのSkill設計 167 users | ★★★ | AI/DevTools Skill design patterns for autonomous agent loops without human gates; referenced by Addy Osmani
Claude Code や Codex をオーケストレーションして自動でレビュー FB ループを回して洗い物をしてる話 262 users | ★★★ | AI/DevTools Hands-free review loop via multi-agent orchestration; practical agent-to-agent workflow
ついにローカルLLMで安心して仕事が出来る!― Qwen3.5-27B 採用レポート 121 users | ★★★ | AI/LLM Qwen3.5-27B replacing cloud LLMs for daily work; cost + privacy argument for local models
スマホからスキマ時間で開発するためにClaude Code専用のSSHターミナルアプリを作った話 105 users | ★★★ | AI/Indiedev Custom SSH terminal for Claude Code on mobile; indie dev × AI tooling
Claude Code のリモートコントロールとスマホ通知の始め方 47 users | ★★★ | AI/DevTools Remote control + iOS push notifications for Claude Code; async mobile-first dev workflow
3000万コミットの逆説——AIを最も使う者が、最も報われない 53 users | ★★★ | AI/Career Paradox: engineers who use AI the most produce volume but not differentiated value; directly relevant to mkontani’s “IT engineers = reviewers” thesis
OpenAI、米国防総省とAI導入で合意 Anthropicへの強硬措置の沈静化を要請 7 users | ★★★ | AI/Politics OpenAI formally fills Anthropic’s DoD void; requests de-escalation of Trump-era Anthropic sanctions
FBIが「ATMのジャックポット攻撃が増加している」と警告、被害額は2025年だけで30億円超 7 users | ★★★ | Security ATM jackpotting physical attack methods; 30B+ JPY in 2025 losses
Interest rating definition:
- ★★★: Directly related to interest areas (AI x security, OSS, indie dev, crypto/blockchain/DeFi, etc.)
- ★★: Indirectly related (general tech trends, engineering culture)
- ★: General IT/tech news
All Entries
- Plurality (962 users) — democracy × technology collaboration model, CC0 on GitHub [dup]
- Claude Code や Codex をオーケストレーションして自動でレビュー FB ループを回して洗い物をしてる話 (262 users) — multi-agent automated review loop [dup]
- 「全エンジニアが Claude Code を 100% 活用する」を目指してダッシュボードを作った (222 users) — internal dashboard for Claude Code adoption [dup]
- Agentワークフローで人間がボトルネックにならないためのSkill設計 (167 users) — autonomous agent skill design patterns [dup]
- 絶対にアカウントがBANされないオンラインストレージサービスをノーメンテナンスで運用する (139 users) — self-hosted zero-maintenance storage
- ついにローカルLLMで安心して仕事が出来る!― Qwen3.5-27B 採用レポート (121 users) — Qwen3.5-27B as cloud LLM replacement
- スマホからスキマ時間で開発するためにClaude Code専用のSSHターミナルアプリを作った話 (105 users) — mobile Claude Code SSH app
- トランプ大統領、Anthropicを「極左の意識高い系企業」と非難し政府機関での製品使用を即時停止 (326 users) — Trump bans Anthropic from federal agencies
- 3000万コミットの逆説——AIを最も使う者が、最も報われない (53 users) — AI volume vs value paradox
- Claude Code のリモートコントロールとスマホ通知の始め方 (47 users) — remote control + push notifications for Claude Code
- SwitchBot AI Hubレビュー (47 users) — IoT hub with embedded AI
- 10日間のインターンでk8s Self-hosted Runnerを構築し社内のCI/CD基盤を新たに整備した話 (39 users) — k8s self-hosted runner at M3 [dup]
- QNAP NAS を卒業して mergerfs + SnapRAID で「壊れても理解できる」ストレージを作った (29 users) — DIY NAS with mergerfs + SnapRAID
- 壊れやすいテストとは? 「単体テストの考え方/使い方」(古典学派)と「実践テスト駆動開発」(ロンドン学派)を読んで考える (28 users) — classical vs London school TDD comparison
- チームメンバー迷わないIaC設計 (68 users) — IaC design patterns for team clarity
- DynamoDB設計ガイドラインを公開しました | フューチャー技術ブログ (21 users) — comprehensive DynamoDB design guidelines
- Amazon が取り組む、Amazon DynamoDB を活用した大規模集計の精度維持 (15 users) — DynamoDB aggregation at scale patterns
- OpenAI、国防総省とAIモデル提供合意 (56 users) — OpenAI-DoD agreement details
- 自社プロダクトを「AIネイティブ」に変貌させる「AI UX Playbook」を公開しました。 (12 users) — AI UX transformation playbook
- 同時接続数30万超のチャットサービスのメッセージ配信基盤をRedis Pub/SubからRedis Streamsにした話 (11 users) — LY Corp Redis Streams migration at 300K connections
- なぜいま「世界モデル」に注目が集まっているのか? (9 users) — world models beyond text-only LLMs
- FBIが「ATMのジャックポット攻撃が増加している」と警告 (7 users) — ATM jackpotting FBI warning
- OpenAI、米国防総省とAI導入で合意 (7 users) — OpenAI DoD agreement
- 海水を淡水化しながら多くのエネルギーを蓄えられる次世代ナトリウムイオン電池の開発 (8 users) — next-gen sodium-ion battery breakthrough
- 【Excel新機能】動的配列関数とスピル演算子(#)の威力とは (9 users) — Excel dynamic array functions
- モバイルSuicaアプリがUI刷新、ポイントチャージなどがアプリ内で完結 (8 users) — Mobile Suica app redesign
- 読みにくいExcelやCSVはなぜ日本で定着したのか (10 users) — cultural history of Excel/CSV in Japan
- 無料で使えてシンプルデザインのAndroid向けファイルマネージャー「Amaze File Manager」 (5 users) — OSS Android file manager
- 日本一高いビルになる予定の『Torch Tower』は特殊な構造をしている (21 users) — Torch Tower structural engineering discussion
- YOU JUST NEED POSTGRES (51 users) — PostgreSQL-for-everything argument [dup]
Hacker News (global)
Notable Topics
The whole thing was a scam 531pt | ★★ | Fraud/Tech Highest-engagement post; detailed expose of a tech scam; cautionary tale for indie devs
Obsidian Sync now has a headless client 357pt | ★★★ | DevTools/OSS Headless sync client enables server-side automation and CI integration; indie dev tooling
The happiest I’ve ever been 277pt | ★★ | Career Personal career reflection with high engagement; relevant to career/indie work style interests
Woxi: Wolfram Mathematica Reimplementation in Rust 227pt | ★★★ | OSS/Rust Full Mathematica reimplementation in Rust; ambitious OSS project
The Eternal Promise: A History of Attempts to Eliminate Programmers 223pt | ★★★ | AI/Career Historical perspective on automation replacing developers; directly maps to mkontani’s “engineers as reviewers” thesis
Stop Burning Your Context Window – How We Cut MCP Output by 98% in Claude Code 202pt | ★★★ | AI/DevTools MCP context optimization achieving 98% reduction; directly applicable to agent workflow efficiency
Unsloth Dynamic 2.0 GGUFs 196pt | ★★★ | AI/LLM New dynamic quantization format for local LLMs; enables running larger models on consumer hardware
Our Agreement with the Department of War 186pt | ★★★ | AI/Politics OpenAI official statement on military deployment; contrast with Anthropic refusal
Addressing Antigravity Bans and Reinstating Access 191pt | ★★ | OSS Platform moderation dispute; OSS community access and governance
Show HN: Now I Get It – Translate scientific papers into interactive webpages 171pt | ★★★ | AI/DevTools AI tool converting academic papers to interactive web content; indie product on HN
Qwen3.5 122B and 35B models offer Sonnet 4.5 performance on local computers 156pt | ★★★ | AI/LLM Local LLMs reaching cloud-model quality; major shift in cost/privacy calculus
MinIO Is Dead, Long Live MinIO 157pt | ★★★ | OSS/Infra MinIO governance and licensing controversy; OSS sustainability debate
Verified Spec-Driven Development (VSDD) 136pt | ★★ | DevTools Formal verification integrated into spec-driven dev workflow
747s and Coding Agents 116pt | ★★★ | AI/DevTools Aviation safety analogy applied to AI coding agent reliability and oversight
We do not think Anthropic should be designated as a supply chain risk 87pt | ★★★ | AI/Politics Industry pushback against Anthropic government ban; defense of ethical AI stance
Claude surpasses ChatGPT to become the #1 app on the US App Store 21pt | ★★★ | AI Claude #1 on App Store; direct consequence of Trump/Anthropic controversy driving user switch
All Entries
- The whole thing was a scam (531pt) — high-engagement scam expose
- Obsidian Sync now has a headless client (357pt) — headless sync for automation
- The happiest I’ve ever been (277pt) — career/life satisfaction essay
- Woxi: Wolfram Mathematica Reimplementation in Rust (227pt) — full Mathematica in Rust
- The Eternal Promise: A History of Attempts to Eliminate Programmers (223pt) — history of automation replacing devs
- Stop Burning Your Context Window – How We Cut MCP Output by 98% in Claude Code (202pt) — MCP context optimization 98% reduction
- Addressing Antigravity Bans and Reinstating Access (191pt) — OSS platform access dispute
- Our Agreement with the Department of War (186pt) — OpenAI military deployment statement
- Show HN: Now I Get It – Translate scientific papers into interactive webpages (171pt) — AI paper-to-interactive-web tool
- Unsloth Dynamic 2.0 GGUFs (196pt) — dynamic quantization for local LLMs
- MinIO Is Dead, Long Live MinIO (157pt) — MinIO governance controversy
- Qwen3.5 122B and 35B models offer Sonnet 4.5 performance on local computers (156pt) — local LLMs at cloud quality
- Verified Spec-Driven Development (VSDD) (136pt) — formal verification in dev workflow
- The Future of AI (112pt) — AI trajectory overview
- New evidence that Cantor plagiarized Dedekind? (101pt) — math history controversy
- Block the “Upgrade to Tahoe” Alerts (103pt) — macOS upgrade alert suppression
- From Noise to Image – interactive guide to diffusion (97pt) — interactive diffusion model explainer
- We do not think Anthropic should be designated as a supply chain risk (87pt) — defense of Anthropic stance
- Werner Herzog Between Fact and Fiction (60pt) — documentary film discussion
- 747s and Coding Agents (116pt) — aviation safety analogy for AI coding agents
- The Windows 95 user interface: A case study in usability engineering (1996) (74pt) — classic UI/UX case study
- Building a Minimal Transformer for 10-digit Addition (24pt) — minimal transformer research
- Claude surpasses ChatGPT to become the #1 app on the US App Store (21pt) — Claude #1 App Store
- The archivist preserving decaying floppy disks (41pt) — digital preservation
- Ghosts’n Goblins – “Worse danger is ahead” (56pt) — classic game design analysis
- What I learned while trying to build a production-ready nearest neighbor system (16pt) — vector search engineering lessons
- Pentagon chief blocks officers from Ivy League schools and top universities (9pt) — US defense policy
- The war against PDFs is heating up (13pt) — PDF format alternatives debate
- Deterministic Programming with LLMs (6pt) — deterministic LLM programming patterns
- ‘Play like a dog biting God’s feet’: Steven Isserlis on György Kurtág at 100 (17pt) — classical music
Reddit (13 subreddits)
Notable Topics
I used MCP Ghidra and Claude Code to find 9 kernel driver vulnerabilities on my gaming laptop 44 ups | 12 comments | ★★★ | AI/Security | r/netsec MCP-powered binary analysis (Ghidra) + Claude Code finding real kernel vulns; AI x security intersection
Enable LSP in Claude Code: code navigation goes from 30-60s to 50ms with exact results 334 ups | 72 comments | ★★★ | AI/DevTools | r/ClaudeCode LSP integration gives 600x speed improvement; practical Claude Code optimization
I stopped letting Claude Code guess how my app works. Now it reads the manual first. 78 ups | 52 comments | ★★★ | AI/DevTools | r/ClaudeCode Documentation-first agent prompting pattern; directly applicable to agent workflow design
Ransomware payments cratered in 2025, but attacks surged to record highs 119 ups | 10 comments | ★★★ | Security | r/cybersecurity Ransomware economics shift: declining payments despite record attack volume
A new California law says all operating systems, including Linux, need to have some form of age verification at account setup 1323 ups | 578 comments | ★★★ | Security/Regulation | r/cybersecurity OS-level age verification mandate; massive community debate on implementation + OSS impact
“Cancel ChatGPT” movement goes big after OpenAI’s latest move 47098 ups | 1730 comments | ★★★ | AI | r/technology Largest community signal this cycle; OpenAI military agreement triggering mass user exodus to Claude
Suspected insiders make over $1.2 million on Polymarket ahead of U.S. strike on Iran 962 ups | 76 comments | ★★★ | Crypto/DeFi | r/CryptoCurrency Prediction market insider trading scandal; DeFi protocol integrity under scrutiny
Vitalik Buterin Lays Out A Plan To Make Ethereum 1,000 Times More Capable 60 ups | 11 comments | ★★★ | Crypto/EVM | r/CryptoCurrency Ethereum scaling roadmap; directly relevant to EVM ecosystem interest
Client-side passport photo maker - ONNX/WASM background removal, WebGPU, and zero server processing 759 ups | 44 comments | ★★★ | Frontend/AI | r/webdev Fully client-side AI (WebGPU + WASM) with zero server; BaaS-free indie dev pattern
Open Source Endowment - funding for FOSS launch 42 ups | 15 comments | ★★★ | OSS | r/opensource New FOSS endowment funding model; OSS sustainability directly relevant
Qwen 3.5-35B-A3B is beyond expectations. It’s replaced GPT-OSS-120B as my daily driver and it’s 1/3 the size. 348 ups | 96 comments | ★★★ | AI/LLM | r/LocalLLaMA Qwen MoE model outperforms larger models at 1/3 the size; local LLM quality leap
Built a client-side SVG to PNG converter - Canvas API, batch processing, up to 20x scaling 390 ups | 20 comments | ★★ | Frontend/Indiedev | r/webdev Client-side tool with no server dependency; good indie dev project pattern
Entries by Category
Security
- Twitch Ships Server-Side Eppo Keys in Its iOS App, Exposing Its Entire Product Roadmap (184 ups, 24 comments) — r/netsec — server-side feature flag keys leaked in mobile app binary [dup]
- I used MCP Ghidra and Claude Code to find 9 kernel driver vulnerabilities on my gaming laptop (44 ups, 12 comments) — r/netsec — AI-assisted binary reverse engineering finding real kernel vulns
- A new California law says all operating systems, including Linux, need to have some form of age verification (1323 ups, 578 comments) — r/cybersecurity — OS-level age verification mandate; massive debate
- The US government seems to want to use AI for civilian surveillance and autonomous weapons (232 ups, 14 comments) — r/cybersecurity — AI surveillance and autonomous weapons policy
- Ransomware payments cratered in 2025, but attacks surged to record highs (119 ups, 10 comments) — r/cybersecurity — ransomware economic decoupling
- Network Security News Feed (0 ups, 0 comments) — r/netsec — security news aggregation thread
AI
- “Cancel ChatGPT” movement goes big after OpenAI’s latest move (47098 ups, 1730 comments) — r/technology — mass OpenAI cancellation following DoD agreement
- The end of GPT (19242 ups, 2486 comments) — r/OpenAI — GPT brand potentially ending; community reaction
- Community note on Altman’s notification on the agreement with DoW (1732 ups, 102 comments) — r/OpenAI — fact-checking Altman’s military agreement framing
- Anthropic’s Claude hits No. 2 on Apple’s top free apps list after Pentagon rejection (10841 ups, 305 comments) — r/technology — Claude benefiting from ethical refusal
- Claude is now 2nd in the App Store (It was 4th 15 hours ago) (1128 ups, 82 comments) — r/OpenAI — Claude rapid App Store ascent
- OpenAI pivot investors love (1362 ups, 79 comments) — r/LocalLLaMA — criticism of OpenAI investor-driven pivot
- Qwen 3.5-35B-A3B is beyond expectations (348 ups, 96 comments) — r/LocalLLaMA — MoE local model competitive at 1/3 size
- Enable LSP in Claude Code: code navigation goes from 30-60s to 50ms (334 ups, 72 comments) — r/ClaudeCode — LSP integration 600x speedup
- This sub is incredible (240 ups, 54 comments) — r/LocalLLaMA — community appreciation
- Do you really not open the IDE anymore? (77 ups, 131 comments) — r/ClaudeCode — debate on IDE replacement by Claude Code
- I stopped letting Claude Code guess how my app works. Now it reads the manual first. (78 ups, 52 comments) — r/ClaudeCode — documentation-first agent prompting
- this calmed my nerves (24 ups, 6 comments) — r/ClaudeCode — user experience reassurance
- Employees at Google and OpenAI support Anthropic’s Pentagon stand in open letter (4657 ups, 149 comments) — r/technology — cross-company AI ethics solidarity
Core tech
- YouTube Shorts and Instagram Reels are making you dumber, according to science (14573 ups, 659 comments) — r/technology — short-form video cognitive impact research
- Polymarket defends its decision to allow betting on war (1914 ups, 127 comments) — r/technology — everything is gambling debate
- Yes, and… (99 ups, 29 comments) — r/programming — programming philosophy
- A Social Filesystem (73 ups, 20 comments) — r/programming — social filesystem concept
- Understanding RabbitMQ in simple terms (25 ups, 6 comments) — r/programming — message queue explainer
OSS / Indie Dev
- Client-side passport photo maker - ONNX/WASM background removal, WebGPU (759 ups, 44 comments) — r/webdev — fully client-side AI photo processing, zero server
- Built a client-side SVG to PNG converter - Canvas API, batch processing (390 ups, 20 comments) — r/webdev — client-side batch image conversion
- A pseudo-3D portfolio idea I’ve been working on (open-source) (100 ups, 10 comments) — r/webdev — creative 3D portfolio OSS
- I might be wrong but I think left one is easiest to work with (125 ups, 75 comments) — r/webdev — UI/API design preference debate
- Open Source Endowment - funding for FOSS launch (42 ups, 15 comments) — r/opensource — new FOSS endowment funding
- If the plans Google has described for requiring developer identification for Android apps go into effect, will that conflict with (L)GPL? (10 ups, 3 comments) — r/opensource — Google Android ID requirements vs GPL
- Does anyone have a list of directories to launch a startup? (21 ups, 26 comments) — r/indiehackers — startup launch directory resources
- The AI Search Playbook: Get Recommended by ChatGPT (1 ups, 11 comments) — r/indiehackers — AI SEO strategy for indie products
- Quarkdown: Markdown with superpowers for typesetting (0 ups, 4 comments) — r/opensource — enhanced Markdown typesetting tool
Crypto
- Suspected insiders make over $1.2 million on Polymarket ahead of U.S. strike on Iran (962 ups, 76 comments) — r/CryptoCurrency — Polymarket insider trading scandal
- Bitcoin Price Jumps to $67K After Reports That Iran’s Supreme Leader Was Killed (139 ups, 35 comments) — r/CryptoCurrency — Bitcoin geopolitical hedge
- Vitalik Buterin Lays Out A Plan To Make Ethereum 1,000 Times More Capable (60 ups, 11 comments) — r/CryptoCurrency — Ethereum scaling plan
- Polymarket Iran Bets Hit $529 Million as New Wallets Raise Insider Concerns (51 ups, 12 comments) — r/CryptoCurrency — growing Polymarket insider concerns
- TradFi Markets Closed During Iran–Israel Escalation - Onchain Markets Didn’t (48 ups, 1 comments) — r/defi — DeFi 24/7 advantage vs TradFi during crisis
- Ethereum’s “Strawmap” roadmap just dropped: Single-slot finality, 8-second blocks, and a timeline to 2030 (5 ups, 4 comments) — r/CryptoTechnology — Ethereum technical roadmap
- How can a cross-chain trading system be implemented without moving assets between chains? (4 ups, 7 comments) — r/CryptoTechnology — cross-chain architecture
- Is blockchain-verified authorship the most underrated use case in Web3? (3 ups, 1 comments) — r/CryptoTechnology — blockchain authorship use case
Feedly OPML Subscriptions
Notable Topics
Dashlane Becomes First Password Manager to Implement FIDO Credential Exchange on Android ★★★ | Auth/FIDO | FIDO Alliance First real-world implementation of FIDO credential exchange on Android; cross-platform passkey portability becoming reality; directly maps to auth/identity interests
Yubico Unveils “YubiNation Partners”: A New Era of Global Channel Partnership ★★★ | Security/FIDO | FIDO Alliance Yubico expanding FIDO/passkey ecosystem via global channel; hardkey auth growth signal
Who is the Kimwolf Botmaster “Dort”? ★★★ | Security | Krebs on Security Investigative threat intelligence on Kimwolf botnet operator; practical attacker attribution
‘Starkiller’ Phishing Service Proxies Real Login Pages, MFA ★★★ | Security | Krebs on Security Adversary-in-the-middle phishing bypassing MFA; attack technique relevant to auth/FIDO context
SPAで発生しやすい「クライアントサイドパストラバーサル」リスクとその対策 ★★★ | Security/Frontend | GMO Flatt Security Blog Client-side path traversal vulnerability patterns in SPAs; practical defense for frontend-focused devs
Unityランタイムにおける任意コード実行が可能な脆弱性の技術的解説(CVE-2025-59489) ★★★ | Security | GMO Flatt Security Blog Technical deep-dive on Unity RCE vulnerability; exploit technique writeup
Cultivating a robust and efficient quantum-safe HTTPS ★★★ | Security/Crypto | Google Online Security Blog Post-quantum HTTPS at Google scale; directly relevant to protocol-layer security and FIDO post-quantum context
Amazon Cognito ユーザープールでアプリケーションクライアントのシークレットでカスタムシークレットとローテーションがサポートされました ★★★ | Auth/Security | DevelopersIO Cognito client secret lifecycle with rotation; auth security improvement relevant to BaaS/auth interests
Kubernetes WG Serving concludes following successful advancement of AI inference support ★★ | DevOps/AI | CNCF K8s AI inference serving working group completed; infrastructure foundation for running local LLMs at scale
Entries by Category
Devops
- Cultivating a robust and efficient quantum-safe HTTPS — Google Online Security Blog — post-quantum cryptography for HTTPS at Google scale
- Staying One Step Ahead: Strengthening Android’s Lead in Scam Protection — Google Online Security Blog — Android anti-scam improvements
- Kubernetes WG Serving concludes following successful advancement of AI inference support — CNCF — K8s AI inference WG completed
- KubeCon + CloudNativeCon Europe 2026 Co-located Event Deep Dive: BackstageCon — CNCF — Backstage developer portal at KubeCon
- SPAで発生しやすい「クライアントサイドパストラバーサル」リスクとその対策 — GMO Flatt Security Blog — SPA client-side path traversal patterns and defenses
Hacker (JP Engineering Blogs)
- Amazon Cognito ユーザープールでアプリケーションクライアントのシークレットでカスタムシークレットとローテーションがサポートされました — DevelopersIO — Cognito client secret rotation support
- EC2 + OpenClaw + Bedrock な環境で Kiro CLI をエージェントとして動かしてみた — DevelopersIO — Kiro CLI as agent on EC2 with Bedrock
- AI活用スキル向上ワークショップ「Orchestration Development Workshop」記事一覧 — LY Corp Tech Blog — AI orchestration skills workshop
- タップルのインフラリソースにおける最適化手法の設計 — CyberAgent Developers Blog — Tapple infrastructure optimization
- Amazon AuroraのCPU世代を上げるとどうなる? — Hatena Developer Blog — Aurora CPU generation upgrade performance
News
- Dashlane Becomes First Password Manager to Implement FIDO Credential Exchange on Android — FIDO Alliance — first FIDO credential exchange on Android
- Yubico Unveils “YubiNation Partners” — FIDO Alliance — Yubico channel partnership expansion
- Who is the Kimwolf Botmaster “Dort”? — Krebs on Security — Kimwolf botnet operator investigation
- ‘Starkiller’ Phishing Service Proxies Real Login Pages, MFA — Krebs on Security — AiTM phishing bypassing MFA
- AWS、サブエージェントごとにカスタマイズによる高性能化が可能な「Kiro 0.9」リリース — Publickey — AWS Kiro 0.9 with per-subagent customization