Iona retweeted
THIS IS A PURE F*CKING GOLDMINE
Anthropic just shared one of the best tricks for Claude Code.
The idea: let Opus 5.5 write the plan as a script, and let a swarm of cheaper agents run it.
Bigger jobs and way fewer Opus tokens, because the script holds the plan and Opus only sees the final answer.
You just launch Claude Code like this:
claude --model opus --effort ultracode
here's the split:
→ Opus 5.5 turns your task into a workflow script
→ Haiku 5.5 agents scan every file in parallel
→ Sonnet 5.5 agents patch each fix in its own isolated copy
→ you stop burning Opus context on a hundred agent transcripts
Opus only shows up at three moments:
→ writing the workflow before the run
→ reading the verified results after it
→ signing off before anything ships
Opus plans. Haiku scans. Sonnet ships.
JEV engineering is the same move one layer down: the forks that need no thinker (which file, which tool, retry or stop) go to JEV in milliseconds, and the big models only see the ones that split
the full tree
> Opus 5.5 runs the main session and writes the workflow
> scan audits every file on Haiku 5.5
> edit patches each fix on Sonnet 5.5 in an isolated copy
> verify cross-checks every finding on Sonnet 5.5
> Opus 5.5 reads only what survived verification
> JEV routes micro-forks in milliseconds
paste the tree and this prompt into Claude Code ↓
"Rebuild my Claude Code setup around this tree:
1. Run the main session on Opus 5.5 with ultracode on.
2. In every workflow, run read-only scan stages on Haiku 5.5 and edit stages on Sonnet 5.5, each edit in its own isolated copy.
3. Add one rule to CLAUDE.md: every finding gets an independent verifier agent before it's reported, and fix loops stop after two rounds with no progress.
4. Route fast deterministic forks (tool choice, path selection, retries) through JEV.
Show me every change as a diff first. No edits until I say go."
↳ code.claude.com/docs/en/work…
save it, it'll come in handy.
Iona retweeted
10 GitHub repositories to learn the Agentic AI concepts you need before 2027 👇
1- Harness Engineering
github.com/walkinglabs/aweso…
2- Loop Engineering
github.com/cobusgreyling/loo…
3- Context Engineering
github.com/yzfly/awesome-con…
4- Tool Design & MCP
github.com/modelcontextproto…
5- Agent Memory
github.com/mnemoverse/awesom…
6- Agent Orchestration
github.com/vivy-yi/awesome-a…
7- AI Guardrails
github.com/enguard-ai/awesom…
8- Agent Evals
github.com/benchflow-ai/awes…
9- Human-in-the-Loop
github.com/cloudflare/agents
10- Agent Observability
github.com/anhermon/awesome-…
These cover the production side of agentic AI:
→ Harness
→ Loops
→ Context
→ Tools
→ Memory
→ Orchestration
→ Guardrails
→ Evals
→ Human oversight
→ Observability
✅ Save this for your Agentic AI learning journey.
Join the tech community for more resources:
whatsapp.com/channel/0029Va9…
Follow for more developer resources, AI tools, interview prep, jobs & opportunities.
Iona retweeted
📝Claude Opus 5.5でモーション作りたい人、このサイトは普通に保存推奨
Opus 5.5で作られたモーショングラフィック、解説動画、3D、ゲームなどの事例が大量にまとまっている
面白いのは「完成動画を見るサイト」で終わっていないこと
元動画とOpus 5.5によるリメイクを並べて比較できて、実際に使ったプロンプトまで公開されている
見ていると、AI動画をうまく作る人の頼み方もかなり見えてくる
「かっこいい動画を作って」ではなく
・15秒、30秒など尺を決める
・最初の1秒でフックを入れる
・ブランドカラーやフォントを渡す
・音楽のビートとカットを同期させる
・ループさせる
・使ってほしくない表現まで指定する
・既存サイトを調べさせて実際のUIや素材を使わせる
みたいに、かなり「モーションディレクター」っぽく指示している
特に私が使いたいのは、自分が気に入った動画を見つけて、そのプロンプトをそのままコピーするのではなく
「この動き、カメラワーク、テンポ感を参考にしつつ、私のロゴ、カラー、フォント、サービス内容に合わせて再設計して」とClaude Opus 5.5に渡す使い方
で、上手くいったらSkills化する
Canvas、SVG、GSAP、Three.jsまで事例があるので、非デザイナーでも「こういうモーションが欲しい」を言語化する辞書としてかなり使える
AIで動画を作る時代、プロンプトをゼロから考えるより「良い動きの実例から逆算する」のが一番早いかもしれない
※途中で音が出ます ↓
Iona retweeted
Skillry
skillry.dev/ai-videos/opus-5…
Iona retweeted
Anthropic senior engineer just released a 1-hour course on building a team of agents with loops & graphs:
• 00:27 - introduction to CLAUDE.md & Plan mode
• 11:24 - building "skills" & "hooks" for Claude agents
• 37:02 - building agents & subagents with Claude
• 52:47 - self-improving loops & graphs for Claude agents
this 1-hour watch will replace a $500 agentic engineering course
watch today, then read how to build a team of self-improving agents that work together
This media is unavailable
Iona retweeted
卧槽,这谁干的!!?
一个人把 ElevenLabs 开源了,还让你装自己电脑上跑。
GitHub 都快 2 万星了,仓库叫 VoiceStudio。
你就给它一段干净的人声,它能把这声音学下来。视频也能配成 646 种语言。有声书、听写、转文字它也干。
引擎还不止一套,给了 14 个。ElevenLabs 自己才 32 种语言。不按字收钱,也没次数限制,音频也不上传。
地址在这:
github.com/debpalash/VoiceSt…
有人用 5090 跑过,说还差点意思。但这个不用掏钱,声音还留在自己电脑里!还要什么自行车!
Anthropic engineer (ex-Google):
"I spent 14 years at Google and built 24 reusable skills for agents that I can use with any AI model
So I stopped prompting my agents from scratch. The repo has already reached ~100K stars on GitHub"
In a 40-min masterclass, Addy Osmani showed exactly how he uses his skills (~100K stars on GitHub) for his 24/7 multi-agent system
His workflow and this workshop will replace 15 hours of other paid videos on agent engineering
Watch it today, copy the GitHub repo - then read below how to use these skills for graphs ↓
SpaceXAI engineer, Lauren Tan:
"99% of people using GrokBot just for 1% of its real power. They run 1 agent without "loop" & "graph"
I'm running a team of 20+ GrokBot agents, fully autonomous. I have a Chief of Staff agent, a PM agent and 20+ workers - that's the new stack of engineer"
In a 1-hour session, a SpaceXAI engineer showed how to build a team of effective AI agents from scratch
this is worth more than a $500 agentic engineering course
watch this workshop today, then read how to build a fleet of GrokBot agents in the article below
Si solo pudieras ver UNA clase de negocios en toda tu vida…
que sea esta.
41 minutos de Peter Thiel en Stanford que destrozan cualquier curso de miles de dólares.
Olvídate de los consejos reciclados que repiten todos los “gurús”.
Aquí Thiel habla sin filtros y sin anestesia:
→ Cómo construir un monopolio desde cero
→ Por qué competir es la forma más rápida de matar tu empresa
→ Qué hicieron realmente Google, PayPal y Facebook para dominar sus mercados
He leído libros enteros de estrategia que no concentran ni la mitad del valor que dan los primeros 15 minutos de esta charla.
Y lo mejor: es completamente gratis.
No importa si estás creando una startup, escalando un negocio o solo quieres pensar como los que realmente ganan…
Después de verla vas a mirar cualquier empresa con otros ojos.
Guárdala.
Vas a volver a ella más de una vez.
Iona retweeted
this is f*cking gold
Andrej Karpathy joined Anthropic five weeks ago.
Two Anthropic seniors just made Karpathy's loop 1000x better with "Graph Engineering"
the agentic systems got 1000x better the moment you wired agents into a graph
I dropped it into my setup. The very first response was different.
Not slightly different. Completely different.
Claude stopped giving generic answers and started working exactly the way I think.
Bookmark it before it gets lost in your feed.
Read it now, then check the article below.
I just reserved my Cloudflare Wallet tag: ionachen.cloudflare.pay.
Reserve yours now at cloudflare.pay
Iona retweeted
Replying to @CultureCrave
He made one of the best albums I’ve ever listened to, so much underrated for it’s quality
Iona retweeted
We made a music video end to end on Higgsfield Supercomputer with Seedance 2.0 in 4K.
Fable 5 planned the choreography, helped with locations and the details, cut the track, and prompted every shot itself.
Watch the full clip:
Iona retweeted
Try it or build yours here: higgsfield.ai/supercomputer/…
Iona retweeted
Our biggest release yet.
Introducing Higgsfield Apps.
1. Generate apps with any Higgsfield image or video model built in.
2. Fable 5 engineers every app the way a top engineer would.
3. Build aesthetic websites of any complexity.
4. Ship browser extensions, plugins, desktop and mobile apps.
Deploy when done.
Available on Supercomputer and on Claude via Higgsfield MCP.
El ingeniero que creó claude code acaba de soltar un video de 28 minutos donde te enseña a escribir prompts que realmente funcionan.
He visto cursos de 300 dólares que no llegan ni a la mitad de lo que explica en los primeros 10 minutos.
Archivos CLAUDE.md, atajos de memoria, sesiones paralelas y patrones de prompting que cambian el juego.
Todo en un solo video y completamente gratis.
Da igual si eres desarrollador, principiante o ya llevas meses usando Claude. Esto te va a volar la cabeza.


































