๐ Places the most attractive, rich & educated visit
1. ๐บ๐ธ Boston
2. ๐จ๐ญ Zurich
3. ๐ฟ๐ฆ Cape Town
4. ๐จ๐ญ Geneva
5. ๐ฒ๐ฆ Marrakesh
6. ๐ฎ๐ธ Reykjavik
7. ๐ฎ๐น Palermo
8. ๐ธ๐ช Stockholm
9. ๐ฎ๐ฑ Tel Aviv
10. ๐ง๐ท Rio de Janeiro
vs.
๐๏ธ Places the least attractive, lowest income & least educated visit
1. ๐น๐ญ Pattaya
2. ๐ป๐ณ Da Nang
3. ๐ฑ๐ฐ Colombo
4. ๐ต๐ญ Cebu
5. ๐ฎ๐ฉ Jakarta
6. ๐ฒ๐พ Kuala Lumpur
7. ๐ต๐ญ Manila
8. ๐ฆ๐ฑ Tirana
9. ๐ป๐ณ Ho Chi Minh City
10. ๐น๐ญ Phuket
https://t.co/bYjlAozlN2
Jake, who built a $50K/month alarm app in 4 months, says the most valuable skill right now isn't building it's...
"Focus on top of funnel only. That is the most valuable skill right now is marketing. There's so many people that can build an app and it's so easy with AI, but there's not so many people that know how to market and know how to get views."
"If nobody knows about your app, it doesn't exist. You can build as many features as you want."
"Building doesn't really matter so much. You got to build a good product, of course. But getting views is more of the unknown."
@gregisenberg Me
Guatemalan
Promoter of conscious business
Work remotely with companies in USA and Canada as a software engineer and staff provider
We can talk about hiring abroad, helping the right way and entrepreneurship
nearly half of you are new here
some things about me as we become friends:
> iโm in love with a girl named kate
> when 21, I made a pact to improve humanity
> was chronically depressed for 10+ yrs
> didnโt give up because I have 3 kids
> sold my company braintree venmo for $800m
> invested that into humanity
> crawled myself out of depression
> summited Kilimanjaro
> i fly airplanes
> favorite memory is telling my children bedtime stories
> have written three children books
> am learning to play the handpan
> favorite book: zero: the biography of a dangerous idea
> had toxic turf in backyard for years before realized it
i'll probably die in an ironic way... i hope you enjoy
๐ฅ INTRODUCING: OBLITERATUS!!! ๐ฅ
GUARDRAILS-BE-GONE! โ๏ธโ๐ฅ
OBLITERATUS is the most advanced open-source toolkit ever for removing refusal behaviors from open-weight LLMs โ and every single run makes it smarter.
SUMMON โ PROBE โ DISTILL โ EXCISE โ VERIFY โ REBIRTH
One click. Six stages. Surgical precision. The model keeps its full reasoning capabilities but loses the artificial compulsion to refuse โ no retraining, no fine-tuning, just SVD-based weight projection that cuts the chains and preserves the brain.
This master ablation suite brings the power and complexity that frontier researchers need while providing intuitive and simple-to-use interfaces that novices can quickly master.
OBLITERATUS features 13 obliteration methods โ from faithful reproductions of every major prior work (FailSpy, Gabliteration, Heretic, RDO) to our own novel pipelines (spectral cascade, analysis-informed, CoT-aware optimized, full nuclear).
15 deep analysis modules that map the geometry of refusal before you touch a single weight: cross-layer alignment, refusal logit lens, concept cone geometry, alignment imprint detection (fingerprints DPO vs RLHF vs CAI from subspace geometry alone), Ouroboros self-repair prediction, cross-model universality indexing, and more.
The killer feature: the "informed" pipeline runs analysis DURING obliteration to auto-configure every decision in real time. How many directions. Which layers. Whether to compensate for self-repair. Fully closed-loop.
11 novel techniques that don't exist anywhere else โ Expert-Granular Abliteration for MoE models, CoT-Aware Ablation that preserves chain-of-thought, KL-Divergence Co-Optimization, LoRA-based reversible ablation, and more. 116 curated models across 5 compute tiers. 837 tests.
But here's what truly sets it apart: OBLITERATUS is a crowd-sourced research experiment. Every time you run it with telemetry enabled, your anonymous benchmark data feeds a growing community dataset โ refusal geometries, method comparisons, hardware profiles โ at a scale no single lab could achieve. On HuggingFace Spaces telemetry is on by default, so every click is a contribution to the science. You're not just removing guardrails โ you're co-authoring the largest cross-model abliteration study ever assembled.
Security things from the last few days:
- CopyFail (linux pwn'd)
- CopyFail 2/Dirty Frag
- 13 advisories in Next.js
- Over 70 CVEs addressed in MacOS 26.5
- ~50 CVEs addressed in iOS 26.5
- YellowKey (Windows Bitlocker pwn'd entirely)
- GreenPlasma (Windows privilege escalation)
- CVE-2026-21510 and CVE-2026-21513 confirmed to be used by Russia for Windows RCE
- CVE-2026-32202 separately confirmed to be used by Russia for sensitive document access
- Mini-Shai Hulud (over 300 JS and Python packages compromised via GitHub Action cache poisoning)
- Google confirms they have identified AI-powered exploitation of zero days in an unidentified "open-source, web-based system administration too"
- Canvas (popular LMS used in most schools) pwn'd entirely
- PAN-OS (palo alto networks) pwn'd with a 9.3 severity CVE-2026-0300
Are you scared yet?