I am error.. :-(
Dhaka, Bangladesh
Joined April 2013
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Introducing amx: run coding agents as tmux panes.
A tiny ~2 MB CLI with no daemon. See all your agents in one list and answer their questions without switching.
Claude Code, codex, pi, opencode.
github.com/saifulapm/amx
Saiful Islam retweeted
this is pure treasure: 20 open-source JEV combos you can plug into real products.
JEV gives you 3 primitives: Choice, Score and Noul. it makes the judgment, code enforces the rules, and another tool executes the work.
ROUTE THE WORK
1. JEV × Hermes Agent
route decisions into autonomous agent workflows.
github.com/NousResearch/herm…
2. JEV × LangGraph
use JEV as a decision layer inside graph-based agent flows.
github.com/langchain-ai/lang…
3. JEV × MCP SDK
let JEV decide which tool or action should run next.
github.com/modelcontextproto…
4. JEV × Temporal
use JEV decisions inside durable workflows.
github.com/temporalio/sdk-ty…
5. JEV × E2B
combine narrow decisions with sandboxed code execution.
github.com/e2b-dev/E2B
FIND THE EVIDENCE
6. JEV × Meilisearch
retrieve relevant context before making a decision.
github.com/meilisearch/meili…
7. JEV × Qdrant
score decisions against vector-retrieved evidence.
github.com/qdrant/qdrant
8. JEV × Docling
turn documents into structured context for JEV.
github.com/docling-project/d…
9. JEV × Graphiti
use graph memory to give JEV better context.
github.com/getzep/graphiti
10. JEV × LlamaIndex
connect retrieval pipelines directly to the decision layer.
github.com/run-llama/llama_i…
VERIFY THE RESULT
11. JEV × Langfuse
trace and inspect decisions in production.
github.com/langfuse/langfuse
12. JEV × Promptfoo
test JEV decisions against evals and failure cases.
github.com/promptfoo/promptf…
13. JEV × Semgrep
judge findings, then let code enforce security rules.
github.com/semgrep/semgrep
14. JEV × Sentry
route errors into the right recovery path.
github.com/getsentry/sentry
15. JEV × Playwright
verify browser actions before moving to the next step.
github.com/microsoft/playwri…
OPERATE THE PRODUCT
16. JEV × GitHub MCP
decide when to inspect repos, issues or code changes.
github.com/github/github-mcp…
17. JEV × PostHog
use product data to score what should happen next.
github.com/PostHog/posthog
18. JEV × Resend
decide when and what email action should run.
github.com/resend/resend-nod…
19. JEV × Stripe
put a decision layer in front of payment workflows.
github.com/stripe/stripe-nod…
20. JEV × Cloudflare Workers AI
run lightweight decision flows close to the edge.
github.com/cloudflare/worker…
the loop:
collect state → ask JEV a precise Choice, Score or Noul question → check confidence and policy in code → execute or escalate to a human → log the result.
these are architecture ideas, not official integrations.
save this and build a second brain for your product.
Saiful Islam retweeted
Video-use is trending again.
Now it's the time to edit amazing videos.
github.com/browser-use/video…
Reply with your favorite video from opus 5.5.
Saiful Islam retweeted
Bring your third-party APIs to localhost
emulate now lets you build and share your own emulators
Define a provider's behavior in TypeScript
Run it alongside Stripe, GitHub and the rest, with seeds, resets, persistence and inspection built in
Saiful Islam retweeted
BREAKING NEWS: 🕹️ PLAYER ONE HAS ENTERED THE GAME 🕹️
My buddy @Gardnmi just shipped 🔥OMACONTRA🔥 A Contra-inspired boss rush, built on and for Omarchy, free and open source ofc!
👾 STAGE SELECT 👾
💀 1. The Reaper
🏎️ 2. Quattro Run
🌊 3. Tidebreaker
🐉 4. The Mist Gate
🌑 5. Black Moon
You are @dhh !🏃 Run, jump, duck and hose everything with a machine gun 🔫 Later stages hand you an arc rifle ⚡ and a spacesuit firing stream 🚀 Five wallpaper worlds come alive as boss arenas, and yes, dhh and @tobi are on the box art 📦🍷
🎮 Keyboard and mouse, fullscreen, renders at 720p and scales to whatever monitor you throw it on.
I installed it on my rig this morning. All 5 stages boot clean ✅✅✅✅✅ HFS it's goooood!!!
🤫 CHEAT CODE: on the intro or title screen hit ⬆️⬆️⬇️⬇️⬅️➡️⬅️➡️ and watch what happens. UNLIMITED LIVES 💯 You didn't hear it from me.
🪙 INSERT COIN? Nope! Its FREE!
🏆 DHH, as you arleady know Omarchy will become THE gaming platform and @Gardnmi is showing us how it starts 🐧🎮
🙏🔁 RT so my my man Michael gets the high score he deserves!!! 🔁🙏
⏳ CONTINUE? 10... 9... 8... 🎮 GO PLAY IT 👇
github.com/gardnmi/omacontra
Saiful Islam retweeted
Deploying DiffusionGemma-Jev (djev) just got a lot easier. You can now spin up a Jev API-compatible endpoint on Google Cloud Run using a single command.
Performance is solid: ~35-60 ms for single step latency and batch@32 is ~100-123 requests/sec.
It's a straightforward way to experiment without needing your own GPU. Runs at roughly $3/hr and drops to $0 when idle.
Get the code and instructions here: github.com/taeold/djev-run
Saiful Islam retweeted
Try these in your first Opus 5.5 session:
→ Hand over a whole task. Define "done" and when to check in.
→ Drop "think carefully". It always thinks first.
→ After a long run, check what it needs to go further.
Our playbook: claude.dev/blog/getting-the-…
Saiful Islam retweeted
Introducing Halo, the best framework for post-training of open-source models.
Halo delivers up to 2.8x the throughput of stock TRL with less peak memory, while models stay in their native HuggingFace format.
Star us on GitHub: github.com/whitecircle/halo
Saiful Islam retweeted
CIをCloudflare Workers上で動かす公式OSS「Cloudflare CI」。
コマンド実行はWorkflowsの再試行可能ステップ、ビルドはSandbox内。失敗診断から修正ブランチをpushするHealing Agentの例も同梱。
GitHub Actions以外のCI基盤の選択肢が一つ。
github.com/cloudflare/ci
Saiful Islam retweeted
We're excited to announce that today Python Workers are generally available (GA).
It means Python is now a first-class, fully supported language on the Cloudflare Developer Platform. Read everything about it: cfl.re/4he07Gh
Saiful Islam retweeted
✨ Vercel Labs 刚开源了 json-render，让 AI 按你一句话现场生成能点、能用的界面，而不是丢一堆前端代码让你自己去拼。
GitHub 上已经揽获 1.7 万 star，核心包 @json-render/core 已经发到 npm 上了。
以前想做「让 AI 生成界面」这件事，基本只能让模型直接写前端代码：生成出来能不能跑全看运气，样式还经常和自家设计系统对不上，改一版就得重新读一遍它写的东西。json-render 换了个思路，你先把可用的组件和允许执行的操作列成一份清单交给它，AI 只能在这份清单里挑，吐出来的是一份界面描述而不是代码，于是长什么样、能干什么始终在你手里。
渲染这一层它给得很宽，React、Vue 3、Svelte 5、SolidJS、React Native 都能接，连 React PDF、邮件模板、终端界面和 3D 场景都算在内。调试的时候有个面板能看规格树、看状态、看流式日志，上线打包时会被自动去掉。
它还专门做了 Claude、ChatGPT、Cursor 和 VS Code 的 MCP 接入，AI 生成的界面可以直接落进你天天用的那个工具里。
界面以前是人一行行写出来的，现在是 AI 在你划好的框里拼出来的。
GitHub：github.com/vercel-labs/json-…
Saiful Islam retweeted
mcp + codemode + sqlite
developers.cloudflare.com/ag…
MCP vs CLI for LLMs is the wrong discussion. People are debating at the wrong layer.
Both work incredibly well as long as they are run through a repl like environment that can persist state. The funny thing about CLI is that CLI tools are usually accessed through BASH which happens to be a repl with persistent state (the file system), therefore cli works much better than mcp. But this isn't even close to being an intrinsic property of MCP. Just means that we need better harnesses.
Right now the best repl for this are:
- bash + fs
- jupyter kernels
- codemode type repls, usually quickjs
LLMs understand the concept of forward evolving a system to solve a need very well. This comes from the agentic RL. They understand how to change the state of a codebase or acquire data from databases and then operate on it similarly to humans. But without an execution environment, they actually cannot do this properly.
My bet? Sometime soon someone will (or has already?) create a embeddable, sqlite style mini execution environment that parses bash, typescript, or tool calls into a common IL execution plan that's easy to security check before executing. And design this specifically for durable execution environments. Then we will just connect cli, mcp, webmcp, whatever to that and it accepts any of the input modalities as they can all be represented as each other.
Saiful Islam retweeted
ZCode is now open-source! 🔥🔥
@Zai_org did it 👏🏻
This is the way.
github.com/zai-org/ZCode
Saiful Islam retweeted
absolutely goated ui design / animation collections you should use:
- Rare UI ( rareui.com )
- Obsidian UI ( obsidianui.dev )
- Design Spells ( designspells.com )
- Transitions(.)dev ( transitions.dev )
Saiful Islam retweeted
Made a skill for video demos
/𝚟𝚒𝚍𝚎𝚘-𝚍𝚎𝚖𝚘 [𝚍𝚎𝚜𝚌𝚛𝚒𝚙𝚝𝚒𝚘𝚗]
It records a video demo of your web app with zoom-ins and voiceover. You can keep asking for changes until you're happy with the video.
github.com/nilbuild/video-de…
Here's a one-shot video it generated 👇
Saiful Islam retweeted
What if WordPress were an Astro app?
If you’ve ever wondered what that might look like, let @ascorbic introduce @EmDashCMS, an Astro-native CMS.
youtube.com/watch?v=cGguYxXJ…
