3 AM. Slack notifications exploding. Your AI agent just wiped the entire user uploads folder. You watch in horror as frantic messages pour in from customers who've lost years of files.
What started as a simple "clean up duplicate files" request turned into a catastrophe because
🧑💻 @humanlayer_dev
Best expressiveness and dev experience I’ve seen.
You can annotate any tool for human approval.
But it adds another layer to your agent stack. If you’re good with that, it’s absolutely worth it.
humanlayer.dev/docs/quickstar…
5 APIs you will love for AI integrations and automated workflows smoothly
1-: Bluesky Firehose API
If you want to use social media posts to analyze public sentiment about a particular topic then Bluesky firehose api is best fits.
It is already being used for hacking projects like AI training.
2-: Signature API
If you need authentication and certification then this is your go to API
3-: Seam API for IOT
It is a universal system for controlling a matrix of devices for the Internet of Things.
4-: HumanLayer API
HumanLayer API provides the structure and integration format for AI to seek human contact when they need it.
It inverts this paradigm with an API framework that allows computers to contact humans.
5-: Hugging Face Transformers API
Hugging Face’s Transformers API makes it relatively easy to fire up PyTorch, TensorFlow or JAX and access dozens of foundation models.
Video credit - @humanlayer_dev
4/ HumanLayer 🏅Most Practical
LLM powered email classifier that dynamically updates detection rules based on human the loop notifications over Slack
Human powered guardrails for AI
@dexhorthy@humanlayer_dev
our team has been hustling super hard ever since the claude code sdk dropped - saw this tweet and couldn't help but show off some of the very dope work they've put in - early days but already looking very cool
Claude Code SDK is a PERFECT example of 12-factor agents in action. They handed us the keys to the loop instead of having it be a black box owned by the `claude` CLI
Now all the best hackers I know are building their own bash pipelines and custom loops, dropping in `claude -p` as a focused micro agent, and owning the "outer loop" between the agent and the human
much more cool stuff coming soon here from @humanlayer_dev - stay tuned
Built an agent that logs into my twitter account with @browser_use + @humanlayer_dev so it can ask me for my password & a fresh 2FA code when needed.
Bullish on systems that treat humans as peripherals for agents to accomplish things agents can't do alone (e.g. get a 2FA code)
everyone loves reasoning models...but did you know with a little prompt pipelining, you can get 4o-mini to perform in the same league as some beefy thinking models?
come hang with me and @hellovai tomorrow to see it in action!
agentic ai is real. our inbox drafts replies, pings us in slack, learns from feedback, and only bugs us when needed. no busywork, just focused connection. diagram here: 👇
over 300 ai engineers came to our 3 hour workshops. They asked for another one.
next 4 weeks, 1 hour every tuesday:🦄 ai that works
First topic: large scale classification
@dexhorthy@boundaryML
AI Agents with Parental Control using Eunomia + HumanLayer 👮♀️ 🚸 🚨
We're kicking off our authorization examples series with built-in parental control for any agent your children might interact with.
LLM-powered products designed for learning, play, and interaction with children are on the rise. Discussing history with a virtual teacher who answers any question is certainly more engaging than sitting through three hours of pre-made slides.
However, allowing children unrestricted interaction with AI agents has limitations. In child-focused AI products, authorizations are often necessary, and Eunomia is designed to help.
To enhance this, we integrated human checks, allowing parents to decide whether their children can access specific content. We used @humanlayer_dev for this.
Find the example link in the comments, built with @langchain , web search via @tavilyai and authorization powered by Eunomia from @whataboutyou_ai
shipping AI agents to the enterprise? here's 3 challenges I'm seeing the most in working with AI startups
1. model data boundaries - many enterprises wont send data outside their environment to hosted models. That means you wanna support BYO models in AWS/Azure, or bundle an OSS model like llama in your app
2. app data boundaries - similarly, enterprises need control over the data that agents store between llm calls - memory, context, rag, etc - that means shipping your app into their datacenter (be it AWS, Azure, GCP, on-prem) - VM images, docker compose, are common here, but k8s tends to be preferred by ENTs
3. oversight and compliance - if your agent is going to do anything useful, you need to prove that critical actions are DETERMINISTICALLY reviewed by humans, and be able to surface audit trails to verify it
243 Followers 3K Followingrtw @dirmacs • ai/ml/sys eng • hacking at it till grug says "software go zoom" • prev. @thezaptrack, computational physics in neutrino phenomenology
530 Followers 349 FollowingLead dev building @DRVNLabo, https://t.co/XObLwhn5ZT, @BasedBusterCoin & @Wattsun_ai. Contributing to open source & building new protocols.
562 Followers 5K FollowingInterested in Tech(ML, AI, Data Engg), Algo Trading, Capital Market, NFL, Politics, Cricket | All my tweets are for education purposes only | Alumni TXST
4K Followers 1K FollowingAI Evangelist @ @CoreWeave/@wandb, @thursdai_pod co-host. Opinions my own.
Evaluates models for breakfast, builds agents at night, preaches AI all day long. 😎
679 Followers 613 FollowingPartner @ Amplify Partners. Formerly Principal Solutions Architect at AWS, distributed systems junkie, fan/race driver of vehicles
23 Followers 70 FollowingGalini is a Y-Combinator backed company, building compliance guardrails that filter harmful inputs and outputs based on company policies and industry regulation
551 Followers 5K FollowingDirector of Engineering @Cisco / @Splunk, CEO / Co-Founder of @replex_io (acquired by Cisco) interested in o11y, agentic AI engineering, crypto, traveling
6K Followers 179 FollowingAI Tinkerers is a global network of meetups for AI practitioners with technical, machine learning, and entrepreneurial backgrounds happening around the world.
19K Followers 2K Followingbuilding the post-IDE IDE at https://t.co/hDpglj9veo - @aitinkerers sf lead, prev @replicatedhq @SproutSocial @nasa - ai that works pod @ https://t.co/69BhaNtopF