I spent the past week building a marketing automation harness as an OpenClaw plugin. It runs in production now, publishes real posts to a real client page, with an LLM in the loop.
My only rule from day 1: the model never touches anything irreversible.
some field notes 🧵
Your CDK deploy failed through a pipeline. You ask AI to fix it. AI offers to edit the CloudFormation YAML. 🤦
AI can't fix what it can't see.
Now with `cdk diagnose` + @kirodotdev CLI headless mode (`KIRO_API_KEY` + `--no-interactive`), the full loop is autonomous:
cdk diagnose → root cause + source location → Kiro fixes CDK code → redeploys ✅
1m 38s. No console. No browser. Just an autonomous agent in your CI/CD pipeline.
https://t.co/7qCeUetdZa
@mreferre@darkosubotica@jiayiwang7
Using Kiro with multi-agent to make CDK contributions has been one of my recent interest. With the file-based hook, agents handoff happens cross different function roles to ensure each phase has a dedicated agent with appropriate role definition to ensure high quality task execution. This would definitely be something we should explore.
Can you imagine? Maybe in the near future we'll see multi-agent collaboration on OSS PR contributions like this and you just lay back and watch all this happens while playing Switch 2.
Kiro's approach to AI dev is interesting: spec-driven development. You define the spec, AI agents build the code. Less prompting, more engineering.
See how it works: https://t.co/Bc1BTUMKPv
#Kiro#SpecDriven#DevTools
Exciting collab with @Atlassian's Jason Dai at #AWS#GameTech Summit!
The key takeaway for engineers:
1. Know your collaborators
2. Grasp user business needs
3. Know your 'why'
Result? Better products, higher efficiency!
Thoughts on the #AWS Builder Experience? Let's chat!
Couldn’t be more excited about the long-term agreement we just signed with the NBA.
Starting in the 2025-26 season, Prime members will be able to stream an exciting slate of regular season games, the NBA Cup in-season tournament, the entire postseason play-in tournament, first and second round playoff games, and NBA conference finals every other season.
We’ve also expanded our relationship with the WNBA, and will be streaming 30 regular season games annually, 1/3 of all playoff games, and three WNBA finals over the 11 years.
We are honored to work with these amazing products and leagues, and can’t wait to keep innovating the viewing experience for fans. https://t.co/b9K8sBO4y4
In 2019, we set a goal to match 100% of the electricity we consumed across Amazon’s global operations – including our data centers, corp buildings, grocery stores, and fulfillment centers – with renewable energy by 2030.
Proud to share that we’ve already met that goal, seven years ahead of schedule, in 2023. To get there, we’ve been the largest corp buyer of renewable energy in the world for four years running, according to BloombergNEF, and we’ve invested billions of dollars in more than 500 solar and wind projects worldwide.
We know every year might look different on our path to net-zero carbon by 2040, but we’ll continue to invest in wind and solar while also supporting other forms of carbon-free energy.
If we want to create a better environment for our kids and our kids’ kids, it has to be more than just Amazon, it has to be every company. We’ve spent more than a decade building the knowledge, methodologies, and programs needed to tackle climate change head-on, and we’re now unlocking this proprietary info and making it available for everyone, so we can all accelerate supply chain decarbonization and make progress toward our Climate Pledge goal. You can find it for free at the Amazon Sustainability Exchange: https://t.co/a7ynduaNYW
We’re still early on in our sustainability journey, but we’re energized by the progress we’re making. https://t.co/b92tTSobPe