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Show HN: BaaS to build agents as data, not code

https://github.com/julep-ai/julep
3•ishita159•3h ago
Agents and workflows as data instead of code.

Julep is a backend-as-a-service to build agents and workflows. Main features:

1. Experimentation Velocity:

With most agent frameworks, agents are code that need to be deployed. To iterate on the prompts or update the agent, you need to make changes to the code and deploy it to your server. This makes agents hard to iterate on quickly. But with agents and tasks declared as data, all that happens in the background is make an api call to update or make a new entry in the database. This increases the experimentation velocity.

2. Scalability and long-running background tasks:

Scaling is a hard software engineering problem and the solution is to define large scale systems to be distributed, stateful and scalable. Agents as data is a very helpful paradigm because you have to solve for this problem only once at the orchestrator level. Julep can handle 100s of thousands of executions paralely.

3. Updating an agent / User Personalization:

Tools such as create agent, update agent etc. can update the agent recursively. Let’s assume an agent is chatting with a user and mentions that they only like to communicate in a professional tone. The agent can call a tool to 'update the agent' and modify/update the instructions to include that the user only likes to communicate in a professional tone.

This was the reason to create a backend when the market was flooded with agent frameworks. In Julep, you can declare a workflow in YAML, and it can automatically scale Millions of users.

Must democracy "deliver the goods" to beat autocracy?

https://democracyorbust.bearblog.dev/must-democracy-deliver-the-goods/
1•tornadofart•4m ago•0 comments

Open source lowcode builder – REI3 looks awesome for business needs

https://github.com/r3-team/r3
1•khargara•6m ago•0 comments

Simon Willison on the Talking Postgres podcast: AI for data engineers"

https://talkingpostgres.com/episodes/ai-for-data-engineers-with-simon-willison
1•clairegiordano•9m ago•0 comments

Trump Wants UCLA to Pay $1B to Restore Its Research Funding

https://www.nytimes.com/2025/08/08/us/trump-ucla-research-funding-deal.html
4•mitchbob•15m ago•2 comments

ChatGPT Is Still a Bullshit Machine

https://gizmodo.com/chatgpt-is-still-a-bullshit-machine-2000640488
3•01-_-•16m ago•0 comments

A Guide Dog for the Face-Blind

https://asimov.blog/a-guide-dog-for-the-face-blind/
2•arto•17m ago•0 comments

"Magic" Cleaning Sponges Found to Release Trillions of Microplastic Fibers

https://scitechdaily.com/magic-cleaning-sponges-found-to-release-trillions-of-microplastic-fibers/
2•01-_-•17m ago•0 comments

Study finds flavor bans cut youth vaping but slow decline in cigarette smoking

https://medicalxpress.com/news/2025-07-flavor-youth-vaping-decline-cigarette.html
5•PaulHoule•21m ago•1 comments

Slack Threads are utter dog shit, so I made a quote reply extension with gpt5

https://github.com/pashpashpash/slack-reply
1•KeysToHeaven•22m ago•1 comments

Ask HN: Have we reached the acceptance phase of generative AI?

1•wsgeorge•22m ago•0 comments

Is Gen X Nostalgia Just Trauma-Bonding?

https://www.wsj.com/lifestyle/is-gen-x-nostalgia-just-trauma-bonding-09081b42
1•petethomas•22m ago•0 comments

Buttercup is now open-source

https://blog.trailofbits.com/2025/08/08/buttercup-is-now-open-source/
2•wglb•23m ago•0 comments

DHH: The Framework Desktop is a beast

https://world.hey.com/dhh/the-framework-desktop-is-a-beast-636fb4ff
1•lemonberry•25m ago•0 comments

Why good finance gets ignored

https://averyseriousnewsletter.substack.com/p/why-good-finance-gets-ignored
1•tosh•25m ago•0 comments

Thinking Is Becoming a Luxury Good

https://www.nytimes.com/2025/07/28/opinion/smartphones-literacy-inequality-democracy.html
3•twalichiewicz•29m ago•0 comments

Putin Tells U.S. He'll Halt War in Exchange for Eastern Ukraine

https://www.wsj.com/world/putin-russia-ukraine-ceasefire-proposal-0021453b
9•Jimmc414•29m ago•0 comments

Chinese biz using AI to hit US politicians, influencers with propaganda

https://www.theregister.com/2025/08/08/golaxy_ai_influence/
1•rntn•30m ago•0 comments

OpenAI will bring back ChatGPT-4o for plus users

https://old.reddit.com/r/ChatGPT/comments/1mkae1l/gpt5_ama_with_openais_sam_altman_and_some_of_the/n7nelhh/
1•Fraaaank•30m ago•1 comments

A Deeper Dive into Apache Iceberg V3

https://opensource.googleblog.com/2025/08/whats-new-in-iceberg-v3.html
1•xnx•31m ago•0 comments

Glass bottles found to contain more microplastics than plastic bottles

https://phys.org/news/2025-06-glass-bottles-microplastics-plastic.html
2•shpat•32m ago•1 comments

Leann – Claude Code–compatible semantic search with 97% smaller vector index

https://github.com/yichuan-w/LEANN
3•yichuan•33m ago•0 comments

Python backoff repository was archived

https://github.com/litl/backoff
2•hleszek•36m ago•1 comments

Are you in a mid-career to senior job? Don't fear AI

https://theconversation.com/are-you-in-a-mid-career-to-senior-job-dont-fear-ai-you-could-have-this-important-advantage-262347
3•almost-exactly•37m ago•0 comments

Jim Lovell Has Died

https://www.bbc.com/news/articles/cl7y8zq5xpno
4•brudgers•39m ago•1 comments

New signs found of giant gas planet in 'Earth's neighbourhood'

https://www.bbc.com/news/articles/cx2xezw3dkpo
3•bookofjoe•40m ago•0 comments

A Vulkan on Metal Mesa 3D Graphics Driver

https://www.lunarg.com/a-vulkan-on-metal-mesa-3d-graphics-driver/
1•coffeeaddict1•41m ago•0 comments

Apollo 13 astronaut Jim Lovell dies

https://news.sky.com/story/apollo-13-astronaut-jim-lovell-dies-13408665
4•austinallegro•42m ago•0 comments

Show HN: Text Cleanse – Free Online Text Cleaner and Case Converter

https://textcleanse.com/index.html
2•sowadgg•42m ago•0 comments

First Ethernet-Based AI Memory Fabric System to Increase LLM Efficiency – News

https://www.allaboutcircuits.com/news/first-ethernet-based-ai-memory-fabric-system-to-increase-llm-efficiency/
1•rbanffy•46m ago•0 comments

Show HN: GPT OSS: How to run and fine-tune

https://docs.unsloth.ai/basics/gpt-oss-how-to-run-and-fine-tune
1•danielhanchen•47m ago•0 comments