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There are people I don’t even bother ignoring anymore.
/@mapredit
Anthropic, Google and OpenAI now mark AI output. Some of it is metadata. The hard part is statistical: the mark sits in which words the model picked.
clean-ai-marks handles both:
- rewrite with a different model (vLLM, Ollama, any OpenAI-compatible endpoint) to scramble the word statistics
- strip C2PA, EXIF, XMP and doc properties from PNG, JPEG, SVG, PDF, DOCX, ODT, HTML, Markdown
- remove zero-width, bidi and tag characters
- inspect, clean, inspect again
Stdlib Python, runs as an agent skill. Statistical marks get reduced, not provably gone.
github.com/novatechflow/clea…
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‼️ Researcher Erica Windisch skipped coordinated vulnerability disclosure and published 11 unpatched Tailscale flaws.
In her lab, Tailscale SSH race conditions let one hacked device get root on other servers and add a rogue node.
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Im speaking at Community Over Code Sydney 2026, 18 to 19 November on Groovy 6 features for humans and AI agents, but there are 30+ other talks on technologies that will impact our futures. Early bird tickets finishing soon!
communityovercode.apache.org…
@TheASF @Chur_Conf
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More private keys by the Indian certificate authority have been discovered. These are all small numbers.
People are suspecting that they interpreted 384 bit keys to mean that they should pick numbers from 1-384 to use as their private keys.
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The fun fact about the eMudhra certificate leak is that the numbers were so low that only an AI or a flawed/test script would have found them. No sane human would have thought that a fellow human could have done something that stupid.
If you run php, you’re hacked. If you installed vllm latest even, hacked. Node.js? Hacked. Indian SSL certs? Yeah you know. And it’s just Wednesday.
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Can you trace what your agents saw when they got it wrong?
scalytics.io/check
Google Cloud down in Europe, and with it quite the largest one from finance, industry and manufacturing. Now imagine when the US puts a stop to all US-based hyperscalers? It's time to work together, again!
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Your Kafka is replicated. Is it backed up?
Delete a topic and your standby deletes it too. Two clusters, no data.
4 tests a real backup must pass: scalytics.io/kafka-backup-vs…
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Every AI agent action should answer 4 questions:
What did the source say?
What is true enough to decide now?
May this decision be made here?
What changed, and who allowed it?
IBM + Confluent Kafka is where those answers live: scalytics.io/blog/ibm-conflu…
Uhhh - now it gets interesting. Cryptographic curve seed discovered.
CLAUDE FOUND THE SEEDS
anthropic.com/research/ecdsa…
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NEW VIDEO🔥 Dear ppl who hate America…
DOWNLOAD SONG: itunes.apple.com/us/album/wh…
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Myth: our Kafka standby is our backup.
Fact: a standby mirrors your mistakes. A misfired topic delete or a leaked producer key reaches it too.
A backup needs a locked copy prod credentials can't touch:
scalytics.io/kafshield
nfinimesh 3.4.2 is out, and so are three OTA addons: hawkBit, Mender and a signed webhook.
Point a namespace at your update server, run inf ota assign, and the device's status comes back from downloading to success. Apache 2.0, self-hosted.
GitHub.com/infinimesh
KafScale v1.6.2 is out.
Brokers restore partitions from S3 in parallel and log progress. The operator's pods now pass Kubernetes Pod Security Admission "restricted". Proxy and MCP images ship with each release.
Upgrade note: apply the new CRD first.
github.com/KafScale/platform…

















