Had a little time on my hands this morning to do some writing… send along to someone you know who may benefit
---
“Practical principles to counter a modern-day coup/psyop/struggle session”
1) Own what you did but fiercely resist accommodating the mob, resist owning half-truths or actions/behaviors you didn’t do.
2) The op is not about your past actions, it’s about your enemies and this event as their opportunity
3) No matter how bad it gets, nothing is as bad as it seems.
4) Find the enemies at the very root of the op and find every creative problem-solving tool at your disposal to neutralize them.
5) People will throw their grandmother under the bus if they believe doing so will protect their reputation. They can become highly useful idiots in the op. Their power and access must be fiercely and quickly cut off.
6) Do not hesitate in cutting off anyone you suspect of disloyalty.
7) Build a team of close and loyal patriots and have one of them run a dedicated, well-resourced war room to put the rebellion to rest.
8) Use your patriots and regular meditation to buoy your psychological resistance to the op.
9) Your enemies aren’t as smart or hard working as you. Outsmart and outwork them as a way of life until the op is over.
10) Think about the op as if it were in the past. What are the difficult things you procrastinated on or avoided that would have stopped the op? Do them.
11) Never be ashamed of the op. Business as usual. Continue on with optimism and joy in your everyday work and its mission.
12) Download telegram and use it as your messaging application for all sensitive communications.
显示更多
I've been doing SEO for 10 years and I've just spent 2 weeks obsessing over the design of our new SaaS blog.
I think I've finally cracked it.
The perfect blog design for SEO, AI search and actually turning readers into customers.
(I'm rolling it out on soon and I'll share the results)
Here's how you can do the same:
1. Optimise the title and metadata
Use a keyword-focused H1 that matches search intent. Make the topic clear and include accurate publication and update dates.
2. Establish credibility immediately
Show who wrote and reviewed the article, their credentials and first-hand experience. Give readers a reason to trust it.
3. Present your solution above the fold
If someone lands with a problem your product solves, why make them scroll to discover it? Show your solution immediately with a relevant offer and CTA.
4. Lead with key takeaways
Summarise the most important information at the top. Use short, scannable bullet points that help readers find answers quickly and AI systems interpret your content.
5. Keep your CTA visible
Add a sticky sidebar as readers scroll. Highlight your product's key benefits and make it easy to get started.
6. Structure content for SEO and AI search
Use descriptive H2s and H3s, short paragraphs, bullets and internal links. Answer questions directly so readers and search engines can follow.
7. Use tables and original visuals
Include comparison tables, original screenshots, diagrams and real examples. Give readers something useful they won't find in generic AI-generated articles.
8. Add contextual conversion opportunities
Don't rely on one CTA. Introduce your product naturally where it's relevant, connecting each offer to the problem you're solving.
9. Back up your claims with evidence
Use original research, real data, expert insights and credible sources. Don't just tell people something works, show them the evidence.
10. Finish with a strong conversion CTA
Once someone's finished reading, give them a next step. Reinforce your product's benefits, add social proof and make it easy to convert.
A few extra things:
Add a table of contents for navigation, FAQs for related questions and related articles to keep readers exploring through internal links.
And most importantly, measure the results.
Not just rankings, traffic and AI citations, but actual signups, leads and revenue.
There's no point getting 1,000s of visitors to your blog if none of them become customers.
And there's no point having a beautiful, high-converting blog if nobody can find it.
The goal is to get discovered AND convert.
I've included the full visual cheatsheet below:
(Feel free to steal the design for your own site)
显示更多
The thing I learned this year is that when engineers say they like working on “hard problems”, they actually don't. What they like is puzzle solving, and having a repertoire of patterns that they can pattern match onto traditionally hard problems, usually involving databases or something with scale, etc. And they know that the industry used to pay you a lot for how deep and broad this repertoire was. Unfortunately, in 2026, well, you have a cheat code machine that has infinite breadth and depth for pattern matching. So the question is, do you actually like hard problems? Because there are now hard problems that are a complection of engineering, product, society, culture, politics, and they are fairly intractable, probably unsolvable! Because if you do want to work on those actually hard problems, there is so much money that people will pay you for it. But you’ll have to face that truth about yourself first.
显示更多
Woah. This is crazy.
Andrew Huberman tells Joe Rogan about a man who underwent brain surgery to remove a tumor, awake, and even agreed to let scientists study and map his brain while they were in there.
The guy was literally solving math problems while surgeons operated on his brain.
Huberman calls him a "true medical science stud" and a "hero of science."
cc: stackedcuts
显示更多
I’m honored to have Governor Charlie Baker’s endorsement and his vote. He built a record of bipartisan problem solving in Massachusetts. That’s the same independent approach I will take to Washington, and I will always prioritize the needs of the North Shore and Merrimack Valley.
显示更多
The same model, with the same weights, scores 62% in one agent harness and 33% in another.
@adithya_s_k and the
@huggingface team just released the ultimate guide to multi-harness RL, and it's one of the most practical RL write-ups this year, and everything open!
The trick is simple. Don't touch the harness. Point it at a proxy instead of the model. The proxy speaks all four API formats coding agents use (OpenAI Chat Completions, OpenAI Responses, Anthropic Messages, Gemini). It records the exact token ids and logprobs vLLM sampled, and you train on that. You don't change a single line of Claude Code, Codex or OpenCode.
Results:
🔹 Trained across 4 harnesses at once, LFM2.5-2.6B by
@liquidai went from 42% to 54%
🔹 31% fewer tool calls, thanks to a small bonus for solving tasks in fewer steps
🔹 Training in OpenCode alone took OpenCode from 34% to 58%, but the multi-harness model improved everywhere
They also tried the shortcut everyone reaches for: fine-tune on 3,189 successful rollouts from Qwen3.8-27B. Imitation plateaued at 47.5%, below both RL runs. Copying a bigger model doesn't get you there. Practice does.
The best part is that everything is open: the capture proxy in OpenEnv, the trainer in TRL, the tasks, the SFT data, the training code and all seven trained models.
Agents will run in dozens of harnesses.
Now open models can be trained for each of them, by anyone.
Read it here 👇
显示更多
$ABEG: PRESERVING A CULTURE, BUILDING A MOVEMENT, SOLVING REAL PROBLEMS.
By Godspower Odok | Connect The Dot Global
There are words that communicate meaning, and there are words that carry the identity of a people. $ABEG represents both.
In Nigeria, “abeg” is more than a word. It is part of our everyday conversations, our humour, our relationships, our negotiations, and our expressions of compassion.
From the streets of Lagos to homes across Nigeria, from informal conversations among friends to serious requests for assistance, abeg has become a familiar expression in our social vocabulary.
We say it when we need help. We say it when we want someone to reconsider a decision. We say it when we are appealing for understanding. Sometimes, we use it playfully. At other times, it carries the weight of a genuine need.
Abeg is a cultural expression that connects people through the language of appeal, humanity, and shared experience.
And this presents us with a question:
What if we could build something meaningful around a word that millions of people already understand?
WHY $ABEG DESERVES SOMETHING UNIQUE
Cultures are not preserved merely by remembering their words. They are preserved when people find new, meaningful ways to express them across generations.
We live in a world where technology is changing how people communicate, transact, organize, and solve problems. Blockchain introduces another opportunity: the ability to build digital communities and coordinate resources around shared ideas.
But the real opportunity is not simply to turn a popular word into a token.
The opportunity is to transform cultural familiarity into practical value.
Imagine a community built around $ABEG where the spirit behind the word inspires organized charitable giving, support for vulnerable families, educational assistance, food relief, and initiatives that help communities respond to real needs.
Imagine a digital community where people do not merely recognize a cultural expression but actively participate in the values it represents.
Imagine a project that takes a familiar Nigerian word and gives it a purpose that can travel beyond Nigeria, across Southern Africa, and eventually into the wider world.
That is the kind of uniqueness worth pursuing.
FROM A CULTURAL EXPRESSION TO A SOCIAL MISSION
The strength of $ABEG should not be measured only by how many people recognize the word or how much attention the token receives.
Its long-term significance should also be reflected in what its community accomplishes.
Cultural preservation: Keep a familiar part of Nigerian expression alive in a changing digital world.
*Charitable impact: Create transparent, accountable initiatives that direct resources toward people who genuinely need help.
Community participation: Give holders, supporters, and partners meaningful opportunities to contribute beyond speculation.
Regional expansion: Introduce the story to new communities while respecting their cultures and needs.
*Real-world solutions: Develop measurable programs around food, education, welfare, and other clearly identified community challenges.
These ambitions require more than a compelling narrative. They require sound leadership, responsible financial management, transparent reporting, strategic partnerships, and consistent execution.
Good intentions must become organized action before they can produce lasting impact.
MAY WE NOT ALLOW THIS CULTURE TO DIE.
A generation that fails to preserve its cultural expressions risks losing pieces of its collective identity.
But preservation does not mean refusing to evolve. It means carrying the meaning of what we have inherited into new spaces, new technologies, and new possibilities.
显示更多
$INJ just got a teaser for something called CypherOS and it's the first privacy focused thing I've seen Injective actually put a name to.
the pitch so far: confidential transactions, confidential trades, confidential tokenization.
no technical details yet, no launch date, just a dark video and a name.
which, fair, that's what a first look is supposed to be.
the interesting part is why this matters at all.
onchain finance has a real tension baked in, you want transparency for trust and auditability,
but institutions moving real money usually don't want every trade visible to competitors watching the same chain.
if CypherOS is actually solving that instead of just wrapping "privacy" as a buzzword,
it slots directly into everything Injective's already building toward, tokenized funds, RWAs, trade finance, the stuff that needs discretion way more than a meme coin ever would.
still very much a teaser though, nothing to actually evaluate yet.
I'm actually curious what the real feature set looks like once they show it.
显示更多
Day 2 of the #
AIBusinessSummit# and I’m locked in!Today: AI agents, AI ads, business growth & more with Alicia Lyttle. My question stays the same:
What problem are we solving—and does the process make sense before we add the technology?
Let’s learn!#
AIBusinessSummit# #
AliciaLyttle#
显示更多