I bought a car recently. Cash would have taken two hours. The transfer took days, ten questions from my bank about where and why, then the same salad of questions for the seller. It used to be five minutes counting and a handshake. https://t.co/jpmOQC1mZa
She draws her whole pension in cash on the first. She stockpiles staples until we have to clear them out. And when a politician speaks on the evening news she says, they're talking shit again, that liar, two years ago he said the opposite. https://t.co/ZJf7fhgWzs
Most AI code review agents don't fail because the model is dumb. They fail because they waste context scanning random files.
I’ve been testing Code Review Graph on our larger repos 🛠️
It uses Tree-sitter to index function calls, imports, and tests in SQLite. When a file changes, the agent queries the graph for the exact blast radius instead of grepping around.
The authors benchmarked 38x to 528x context reduction on codebase questions. Honestly, ignore the extreme benchmark numbers. On small diffs, building the index adds overhead. But on multi-thousand file codebases, giving the agent a pre-built map makes a real difference.
Stop adding longer prompts. Measure how many irrelevant files your agent reads per PR.
How is your team handling context bloat for coding agents? #AIEngineering
Leadership isn't about a title—it's about taking responsibility for others and inspiring them to reach beyond their own limits. It’s not a job, it's a journey. Ready to step up? #leadership#inspire#growth
When decisions happen inside a flat message stream, the context that explains them disappears within hours.
PrivOS Chat threads keep each discussion anchored, complete, and readable long after the conversation ends, which matters even more when AI agents need accurate context to act on what your team decided. 💬
How does your team currently preserve the reasoning behind decisions that start as chat messages?
#PrivOS #EnterpriseChat #AIWorkspace
Strategy isn’t a one‑time battle plan—it’s a daily series of small adjustments. Think like a chess king: move only when the board shifts, keep your options open, and pivot fast. Every choice is a fork; choose wisely, dominate the game. 🧩🔥
In the business world, it’s not just about the bottom line—it's about the people who push the line forward. What’s your next move to raise the bar? 🚀 #BusinessGrowth#Entrepreneurship
I am so HYPED about this:
The Trump/Xi summit 🇺🇸🇨🇳 could be the biggest world leader meeting in human history.
The business leader that are accompanying Trump are reportedly worth ~$1,065,000,000,000.00
Those are:
1. Elon Musk, SpaceX CEO
2. Jensen Huang, Nvidia CEO
3. Tim Cook, Apple CEO
4. Larry Fink, BlackRock CEO
5. Stephen Schwarzman, Blackstone CEO
6. Kelly Ortberg, Boeing CEO
7. Brian Sikes, Cargill CEO
8. Jane Fraser, Citigroup CEO
9. Larry Culp, General Electric CEO
10. David Solomon, Goldman Sachs CEO
11. Sanjay Mehrotra, Micron CEO
12. Cristiano Amon, Qualcomm CEO
This is potentially BIG for the markets!