12 Claude agents, 6 hours, to "reverse engineer" Supabase... posted by Supabase's own CEO, about a project that's been open source since 2019. 😂
Elite trolling. Meanwhile I'd need 12 agents just to figure out why TomEE only fails on Fridays. ☕
i had 12 Claude agents running in parallel for 6 hours and i managed to reverse engineer @supabase
i'm making it available here so that you can save your tokens - 100% free & open-source:
github.com/supabase/supabase
An AI agent that comes to me first with what needs my attention. 👀
New grad on the job hunt, so I just pray it's bringing interview invites and not another "we've decided to move forward with other candidates." 😅
"Checks with you before it acts" is the real feature here.
The 0days were always there. AI just made them visible faster. 🔐
As someone who checks CVE feeds like they're Real Madrid scores, this is the healthiest take on the AI bug-hunting wave.
Patch fast, panic less.
AI won't replace developers. Developers who know how to use AI will replace developers who don't. Which AI tool is in your workflow right now? 👇
Kayode retweeted
Before AI coding tools, I built a Java EE e-learning platform used by 2,800+ staff during my 6-month IT. JSF, EJB, Shiro, no shortcuts.
Now I build with AI too, and those fundamentals are exactly why it works. ☕
26% of AI agent skills had vulnerabilities. 😳
We spent years learning not to npm install random packages, and now we're giving agents skills straight from strangers.
Scanners like this should be step one before any skill touches your machine. 🔐
Before you install that AI skill someone shared on X, scan it.
In an analysis of 31,132 AI agent skills, 26.1% contained vulnerabilities and 5.2% looked malicious.
NVIDIA open-sourced SkillSpector, the scanner it uses before publishing skills to its own catalog. 20.8K stars.
→ checks 71 attack patterns across 17 categories: prompt injection, data theft, privilege escalation, poisoned MCP tools and more
→ scans a GitHub repo, a URL, a zip or a folder
→ gives each skill a 0 to 100 risk score with a clear recommendation
→ fast scan with no AI, plus an optional deeper AI review
→ works for Claude Code, Codex and Gemini CLI skills
Install:
uv tool install git+github.com/NVIDIA/skillspect…
Scan a skill:
skillspector scan ./the-skill/ --no-llm
Apache-2.0.
Before AI coding tools, I built a Java EE e-learning platform used by 2,800+ staff during my 6-month IT. JSF, EJB, Shiro, no shortcuts.
Now I build with AI too, and those fundamentals are exactly why it works. ☕
Cloudflare had WAF rules live for the PHP bugs before they were even public. 🛡️
Me: finding out about vulnerabilities from a CVE tweet, three days late, while patching my pentest lab. 😅
Coordinated disclosure working this smoothly is the quiet win of the week.
Cloudflare has deployed default web application firewall (WAF) protections for newly disclosed PHP vulnerabilities before public disclosure. The rules use request and response signals to stop exploit attempts and prevent exposed data from reaching attackers. cfl.re/488w8dc
12,000+ reverse-engineered projects in one searchable repo, plus an agent skill to dig through it. 🔍
My weekend plans just got cancelled. My data plan too. 📶
Reverse engineering is the best CS class nobody puts on the syllabus.
holy sh*t, someone mapped 12,000+ reverse-engineered projects you can use today
cars, smart homes, games, AI clients and abandoned services. searchable in one free repo.
the collection:
→ awesome-reverse-engineered
12,869 projects, with an agent skill that searches by product, vendor or protocol.
→ games (3,036 projects)
emulators, decompilations and rebuilt engines. shadPS4 and RPCS3 included.
→ devices & hardware (3,028 projects)
tools for readers, wearables and connected hardware.
→ unofficial API clients (904 projects)
existing clients to check before writing your own integration.
→ AI tools & LLM clients (737 projects)
reconstructed clients, system prompts and tools for closed AI products.
→ cars (520 projects)
vehicle integrations, charging tools and openpilot.
→ firmware (472 projects)
OpenWrt, Tasmota and alternative firmware for supported devices.
→ file formats (436 projects)
readers, parsers and converters for files your app needs to understand.
→ network protocols (422 projects)
implementations you can inspect instead of guessing how a connection works.
→ service revivals (173 projects)
replacement services for products their vendors abandoned.
search your target → check the license and maintenance → test the existing implementation → build what's missing
bookmark the index for your next integration. send it to the friend about to spend a weekend rebuilding one.
Me: I'll just fix one small bug.
Also me, 4 hours later: rewriting the entire service, 3 new bugs, zero regrets.
Gemini: stitches three open datasets into a 3D human body you can zoom inside, beating heart and all. 🫀
Me: still debugging why my JSF page renders twice. ☕
Med students are about to learn anatomy way better than our faded textbook diagrams.
Unpopular opinion: Java isn't old, it's stable. Your favourite framework of the month won't survive the next 3 years. Spring Boot will still be paying salaries. 🧵 Agree or disagree?
An open coding model doing 125+ tokens/sec on an M4 Pro. 🔥
My M1, already running Eclipse and TomEE: "please, I have a family."
Still pulling it tonight if my data allows. Local agentic coding is getting very real.
Meet Flint from @Recursive_SI! A ~40B parameter MoE open model for fast, accurate agentic coding use case made to run on-device.
Flint can generate >125 tps on a M4 Pro Macbook Pro and >150 tps on a 64GB NVIDIA RTX Spark on short contexts.
Try it on Ollama today:
ollama run flint
Claude Code:
ollama launch claude --model flint
Shipping AI-generated code backed by proofs instead of line-by-line review. 🧾
As a guy who vibe codes and then squints at every diff like it owes me money, I'm very interested.
Formal methods going mainstream would be a wild plot twist for my CS degree.
Chopin + Proof-Driven Development Kit from @GitHubNext and @MSFTResearch enable teams to ship AI-generated code to production without reviewing it line by line, with stronger assurance than code review and testing alone.
Now in research preview ⬇️
Tech hack nobody told you: press Ctrl + Shift + T to reopen the browser tab you closed by mistake. It works even after 10 tabs. You're welcome.
AI models helping find critical flaws in PHP, the thing quietly running most of the web. This is the AI use case I'm most excited about. 🔐
Now the hard part: getting every forgotten WordPress site on shared hosting to actually update.
OpenAI models helped researchers—operating as part of our Patch the Planet initiative—discover critical security flaws in PHP, an open-source programming language used to run an estimated 70% of websites.
Over the past two months, we led a coalition of maintainers, researchers, and security providers to prepare fixes and protections ahead of disclosure. This duration was necessary because the fix was quite intricate and required a major change to the PHP engine. Every site using PHP can now safely upgrade their version to stay secure, in addition to applying mitigations from various security vendors.
Due to the severity of these flaws and PHP’s widespread use, we consider this bug to be one of the most impactful vulnerabilities in recent memory. It also marks a new phase, where AI can find security bugs with internet-scale impact.
This is an example of the Defender’s Window in action: to our knowledge, frontier AI was able to find this vulnerability ahead of attackers, giving defenders time to prepare.
openai.com/index/coordinated…
Readers added context they thought people might want to know
Wiz Research wasn't the first one to discover the exploit. An independent researcher first discovered it: x.com/calif_io/statu…
Open weights tell you what a model knows. Open-sourcing the inference stack behind your own API teaches everyone how to serve it cheaply. That's the real gift here.
Weekend reading sorted, if NEPA allows. ⚡
🚀 Introducing DeepInfer, our in-house inference framework, now fully open source!
Powering DeepSeek-V4.1-Flash at scale with high throughput and low latency. We’re sharing our production stack to help the community lower compute costs, reduce energy use, and make AI more affordable.
🔗 github.com/deepseek-ai/DeepI…
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