@avgctguy
Account based inCanada
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Computer eng, crypto geek, solana dev
Joined July 2025
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avgctguy retweeted
We'll be spending a lot more time trying to understand the outputs of language models. A few thoughts, tips & tricks:
Writing. Something I've had success with: Ask your LLM to explain something in ASD-STE100, it's a controlled language specification originally developed for aerospace maintenance documentation. LLMs well-versed in this language and it comes with heavy constraints on clean writing style that I often find a lot more readable. Sometimes I've tried to soften it a bit e.g. ask for "80% of the way to ASD-STE100" because the spec is quite stringent. But even better:
Diagrams / images. Instead of writing, ask your LLM to create a diagram. These can be a lot easier to process, parse, and understand. But even better:
Web pages. Ask for output "in HTML" to get a beautiful, interactive webpage. LLMs are getting really good at frontend and can create beautiful experiences, animations, etc. But even better:
Explainer videos. The output format I am most bullish on is fully custom / bespoke explainer videos generated on any arbitrary topic. Experiment with things like "Create a 3b1b style video explainer on X. Use my ElevenLabs API key for audio narration". (you'd need an API key for the latter or you can ask your LLM to find you decent free alternatives that use your local compute). This is actually starting to work!
In summary:
- As LLMs get better, they will do more and more of the legwork autonomously, and a lot more of our work will rise up the abstractions into oversight and understanding.
- Luckily, LLMs can help here too because as intelligence and code are increasingly abundant, you can ask for large, custom, discardable software artifacts (e.g. web apps, video explainers) that would have never made sense to create before. Push the boundaries here and you'll be surprised.
Announcing Gemini 4 Argon, our new frontier model.
Argon is built to sustain deep reasoning across complex, long-horizon workflows and delivers frontier performance in complex workflows across real-world software engineering, enterprise knowledge work like legal and finance, and cybersecurity defense.
We’re also expanding the model’s output token limit to an industry-leading 1M tokens.
Argon is currently rolling out to a set of trusted cyber defenders in the Fairwind Program, with broader availability as soon as possible.
avgctguy retweeted
Please check out @DeepSeekHarness. We just released packaged desktop versions for macOS and Windows; Linux users can get it from the @deepseek-ai/dsh package on npm. deepseek.com/harness
avgctguy retweeted
I used GPT-6 Astra to break an unsolved cipher to one of Napoleon's generals that had gone unread for 217 years.
What makes this impressive isn't actually the codebreaking, but that Astra completed the entire multi-modal workflow in ~6 hours from a single image and goal.
1/6🧵
arXiv has updated our policy on rate limiting for all submitters.
This update was made to fairly distribute moderator time & support the arXiv community of staff, volunteers, readers & authors.
Please read our announcement to learn more: blog.arxiv.org/2026/10/01/up…
ALT arXiv logo in white over a whiteboard with math symbols.
avgctguy retweeted
Earlier today NEAR Intents services were stopped after a security incident was detected. The incident was caused by a bug in the Omni deposit and withdrawal infrastructure interaction with NEAR Intents smart contract.
The preliminary report indicates the total loss of approximately $3.8M. These funds will be compensated in full.
The contract-side vulnerability has been patched. The operations of the NEAR Intents and near(.)com are expected to resume within 1h.
Deposits and withdrawals on the following networks will remain unavailable for an additional ~12 hours while fixes to the Omni infrastructure are completed: BSC, Polygon, TON, Optimism, Avalanche, Stellar, Monad, LayerX, Adi, Scroll and Plasma.
In case users hold any assets from these chains inside NEAR Intents (for example, in HOT wallet or on near(.)com), they will be able to swap them into other assets once NEAR Intents is back up (in ~1h).
The incident has been reported to law enforcement, and we are working with security and blockchain analytics partners to trace the funds and pursue recovery. A detailed report will be shared publicly in the following days.
avgctguy retweeted
Earlier today, NEAR Intents was exploited for $3.8m. SHIELD, the AI security layer on Intents, detected outlier behavior and Intents were temporarily paused. All of the affected users will be compensated in full.
The attacker exploited a bug in the Omni deposit/withdrawal interaction with the NEAR Intents smart contract isolated to USDT on BSC. The Intents team quickly identified the exact vulnerability and it was fixed within an hour of detection. NEAR Intents and near.com are already back online, except for a few affected chains on Intents. The core NEAR Protocol, NEAR token, and other applications on NEAR were not affected.
NEAR Intents now processes over $4B a month in trading and payments volume, serving as the industry’s connector across chains and ecosystems. At this scale, we have to hold ourselves to a higher security standard. This was the first major exploit on Intents and we will apply all learnings from this incident as part of a full retro and postmortem.
The crypto space is entering a new era of far more sophisticated cyber attacks. Recently, we have seen BitGet, Metamask, Lido all being targeted by criminals equipped with AI systems that are continuously trying to hack all infrastructure. As a space, we need to be far more vigilant and raise the bar on both onchain contract standards and offchain monitoring and proactive prevention.
This includes incorporating formal verification, a key tool for preventing a large class of vulnerabilities. The NEAR ecosystem is already working on a formal verification system for NEAR contracts and will shortly implement it as part of the release process, alongside other security measures that will come out of the postmortem.
Being more proactive against criminal activity is a critical step to ensure the growth and legitimacy of crypto. It’s time to join forces and work together to use all tools at our disposal to detect and prevent malicious activity. SHIELD is our approach to monitoring and AI-based outlier detection. We welcome new SHIELD partners to work with us to share information faster and get better at detecting and containing criminals and exploits across web3.
Earlier today NEAR Intents services were stopped after a security incident was detected. The incident was caused by a bug in the Omni deposit and withdrawal infrastructure interaction with NEAR Intents smart contract.
The preliminary report indicates the total loss of approximately $3.8M. These funds will be compensated in full.
The contract-side vulnerability has been patched. The operations of the NEAR Intents and near(.)com are expected to resume within 1h.
Deposits and withdrawals on the following networks will remain unavailable for an additional ~12 hours while fixes to the Omni infrastructure are completed: BSC, Polygon, TON, Optimism, Avalanche, Stellar, Monad, LayerX, Adi, Scroll and Plasma.
In case users hold any assets from these chains inside NEAR Intents (for example, in HOT wallet or on near(.)com), they will be able to swap them into other assets once NEAR Intents is back up (in ~1h).
The incident has been reported to law enforcement, and we are working with security and blockchain analytics partners to trace the funds and pursue recovery. A detailed report will be shared publicly in the following days.
🚨 fable 5.5 Leaks: Beats Opus 5.5
> Fable 5.5 is already be secretly rolling out
> Fable 5.5 appeared in Anthropic’s docs
> Some users are being silently routed to Fable 5.5 while the UI still says Fable 5.1
> The first demos are showing a major jump in capability
> Early tests it is outperforming Opus 5.5 and GPT-6 Astra on some tasks
> Anthropic may be testing the model with a limited group before a wider release
> A public launch could potentially happen as soon as possible
Are we actually days away from Fable 5.5?
This quoted post is unavailable.
avgctguy retweeted
Welcome To the era of Super intelligence : Fable 5.5
behold superman in continuous animation in different art style
🚨 Fable 5.5 is auto routing on web , this is the screenshot it edited for x without even prompted
he knows tibo check claude.ai see if you are getting routed or not
avgctguy retweeted
Fable 5.5 is going to be the biggest leap we have ever seen.
Anthropic's IPO is coming in November. They are going to build maximum momentum before it, and Fable 5.5 is how they do it.
OpenAI is not ready.
“Sir, tavus just built an AI that can pass the turing test on a video call by seeing, hearing and reacting like a real human in real time”
it’s over for us.
Introducing Griffin, the first model to pass the video Turing test.
48% of people who talked to it live thought it was a real human. Previous systems have had a pass rate <3%. It is #1 on NVIDIA's benchmark for full-duplex AI video.
It’s the first Human Interaction Model (HIM).
Readers added context they thought people might want to know
The 48% figure and "video Turing test" claim are from Tavus's own study of 54 one-minute calls, not independently verified or using a standard protocol. Griffin-Lite leads NVIDIA's VideoFDB benchmark on their public leaderboard.
cellcog.ai/blog/tavus-gri…
research.nvidia.com/labs/amri/proj…
tech-ish.com/2026/10/02/tav…
avgctguy retweeted
JUST IN: 🇺🇸 President Trump says the US government might take ownership stakes in OpenAI, Anthropic and other AI companies.
avgctguy retweeted
Global reset landing tomorrow 10am PST for all paid ChatGPT accounts. Apologies for the slow start with GPT-6.1 Sol, it's now back to running at expected speeds after the massive load spike in the first two days.
avgctguy retweeted
Introducing Gemini 4 Argon – our new frontier model.
It’s built for complex workflows across coding, enterprise knowledge work, and cybersecurity defense – rolling out today to a set of trusted testers through our Fairwind Program.
avgctguy retweeted
JUST IN: OpenAI cancels planned release of its new "GPT-6.1 Astra" AI model over safety concerns, WSJ reports.
avgctguy retweeted
Hi,
Tomorrow we are re-opening the Pro $200 subscriptions to new subscribers, but together with it we are also changing how we calculate the usage for it. In effect, if you do the math, it will net out at half the dollar in API spend compared to the old Pro $200 plan.
Now that it's said, let me explain why this is happening and why you will still get more work done than if you were on the Pro $200 subscription one month ago.
(a) We didn't want to compromise in other ways and are committing to not reintroducing the 5h limit, so that you can fully use the weekly usage when you want.
(b) On the subscription, we guarantee that over time you always get more work done and with an increasing level of quality. This means that you will continue to get more value per dollar spent as a result of models getting more efficient and us passing down the improvements in the form of API price reductions.
(c) We don't want to put an incentive on ourselves to artificially inflate the API list prices to make it look like you are getting a lot (and workaround it through discounts, etc). Instead we want to continue to both rapidly reduce prices and increase capabilities of models on the API. This week we introduced GPT-6 Sol and GPT-6 Luna at 50% of their previous price. Over time, we see prices go low enough that it makes sense for most to buy usage as needed without there being a significant gap between what you get in a subscription and what you get in the API for a dollar spent.
(d) Tomorrow, we are adding more things to the subscription that won't draw on the usage, I won't reveal what that is yet.
I wanted to be transparent before all the big announcements tomorrow. Lots of new exciting things are coming to the subscriptions that will make it super compelling, but I wanted to make sure to share this change ahead of time so you can all understand it before we shower you with good news.
Codexingly,
Tibo
avgctguy retweeted
Claude Code 2.1.280 is about to be released
#cccnext