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Theo is right. Bash is just the beginning. We built the "Execution Layer" he talks about in the video. We are calling it Worklayer. Here is a sneak-peek of the landing page. Details & product link in comments.

135,536 次观看 • 5 个月前 •via X (Twitter)

37 条评论

Millin Gabani 的头像
Millin Gabani5 个月前

Worklayer is exposed to your agents via MCP. You can connect it to all the agents you already use: - Claude Code - Cursor - Codex - Cowork - OpenCode - Hermes - Pi w/ MCP Extension - Goose - your custom harness.

Millin Gabani 的头像
Millin Gabani5 个月前

Every app you connect via Worklayer is available to your agents via code execution. Agents can write scripts spanning multiple apps to take action and get shit done.

Millin Gabani 的头像
Millin Gabani5 个月前

The 3 huge benefits of using Worklayer: 1. Your agents work faster because they can write code to call multiple tools across multiple apps at once, instead of calling them individually.

Millin Gabani 的头像
Millin Gabani5 个月前

2. Your agent consumes fewer tokens. We allow agents to control the output of the script, which lets them engineer context on the fly. Save costs on API plans; get more out of your Claude Code / Codex subscriptions.

Millin Gabani 的头像
Millin Gabani5 个月前

3. The range of tasks your agents can complete increases significantly. Code gives agents the freedom to wrangle tools however they like. Filtering, sorting, and data transformations become easy.

Millin Gabani 的头像
Millin Gabani5 个月前

Other benefits: - Avoid vendor lock-in - Centralized Vault for all your apps (like 1Password for agents) - Granular permissions: Allow, Ask, Deny We’re working on a lot more to help your agents self-evolve by incorporating skills and self-managing wiki. Much more to come!

Millin Gabani 的头像
Millin Gabani5 个月前

Try Worklayer here: We just went live today. Please report any bugs you encounter. If you don't see your favorite app, DM me. I'll add support ASAP.

Millin Gabani 的头像
Millin Gabani5 个月前

explain how Worklayer solves huge problems for users trying to use agents to get knowledge work done.

aryan 的头像
aryan5 个月前

like @Cloudflare's code mode but for every app out of the box?

Millin Gabani 的头像
Millin Gabani5 个月前

@Cloudflare Ding ding ding

EstePrime 的头像
EstePrime5 个月前

Is this the "Code Mode" mentioned here?

Millin Gabani 的头像
Millin Gabani5 个月前

Yes sir, but our own implementation. We don’t use cloudflare workers.

EstePrime 的头像
EstePrime5 个月前

Nice! I will definitely try it!

David Ferris 的头像
David Ferris5 个月前

Very cool! This architecture makes a ton of sense for provisioning access to external systems. I have 2 questions: - 77% token saving is *huge*. Is that all from just context mgmnt? - How do you evaluate the claim "agents complete 62% more tasks?" Congrats on the launch!

Millin Gabani 的头像
Millin Gabani5 个月前

Token savings is very task dependant. You can obviously cherry pick data transformation heavy tasks to show upto 98% fewer tokens as done by Anthropic in this video: The 77% is measured by comparing Worklayer vs against official connectors from Anthropic. 62% more tasks calculation is done by using Claude Agent SDK on traditional tooling method vs Worklayer's programmatic execution method. We may potentially opensource our internal task library, but its extremely valuable eval IP and we want to think about it a bit before making it public.

Jason Kneen 的头像
Jason Kneen5 个月前

it's open source?

Jacob 的头像
Jacob5 个月前

Dang I didn’t realise vibecoding could be that quick

Marcos Sei - Gennia 的头像
Marcos Sei - Gennia5 个月前

Is it like if composio and daytona had a sun? 🤔

Millin Gabani 的头像
Millin Gabani5 个月前

Yes!

tani 的头像
tani5 个月前

@sergical really like that scan animation

Scott Pfister 的头像
Scott Pfister5 个月前

Typescript seems like such a least-common denominator solution to bash. All the bash criticisms are valid. But we’ve seen the mess the JS ecosystem is in with axios - and TS is an abstraction over that. I’m still thinking it through but Elixir feels like a good solution here, lightweight processes, easy to manage permissions for hierarchies of agents, a perfect agent toolkit in Jido…. A more structured execution layer than Bash is needed, but something powerful and flexible like the restructuring and pattern matching capabilities of the BEAM could work wonders here. Of course, @mikehostetler is probably already building it. 😂

Pochi 的头像
Pochi5 个月前

yeahh core issue is bash has no failure semantics as exit code 1 means failed but not why' or should i retry' Once you need reliable agent orchestration, you want something with typedd errors and explicit retry contracts

floguo 的头像
floguo5 个月前

excited to give it a spin! 🍁 quality home-grown software

Raj 的头像
Raj5 个月前

legendary! congrats on the launch @trillhause_

Millin Gabani 的头像
Millin Gabani5 个月前

Some connectors are broken we are actively fixing them asap. Expect all integrations to work by tomorrow.

Chat Data 的头像
Chat Data5 个月前

This is the real gap. Agents need something between raw tool calls and full product workflows, otherwise every team keeps rebuilding the same execution, state, and recovery layer from scratch. Curious how opinionated Worklayer is about retries, traces, and permission boundaries.

Jongmin Park 的头像
Jongmin Park5 个月前

Interesting framing. Letting agents compose scripts across multiple apps instead of calling tools one by one is a solid approach to the “bash is not enough” problem.

Adrian Brojbeanu 的头像
Adrian Brojbeanu5 个月前

No local run is kinda a deal-breaker. A lot of people already have custom local MCP servers or network-protected APIs, looks like this doesn't fit in worklayer setup.

Zachary Gladfelter 的头像
Zachary Gladfelter5 个月前

I feel like your site is a scam. Is it an scam?

Millin Gabani 的头像
Millin Gabani5 个月前

No. Why do feel that?

Zachary Gladfelter 的头像
Zachary Gladfelter5 个月前

When connecting my google integrations it sent me a message through google saying your a new app and flagged it

Millin Gabani 的头像
Millin Gabani5 个月前

Calendar and forms are still under scope review form Google. We will remove them until approved. Thanks for flagging.

Zachary Gladfelter 的头像
Zachary Gladfelter5 个月前

Of course my brotherr

Dev 的头像
Dev5 个月前

I cant seem to connect it to opencode

Millin Gabani 的头像
Millin Gabani5 个月前

Can you open DMs for me, I will help you debug it

Leela Nair 的头像
Leela Nair7 天前

worklayer looks clean execution layer idea finally getting its due.

Nathan Spencer 的头像
Nathan Spencer5 个月前

Open source? If not, then you probably can’t compete

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