AI Coding Models Accrue Debt, Quality Drops Fast
yes, and experienced this with claude too. there may be a phenomena here where coding models starts off producing good work, but quickly accumulate so much technical debt and code bloat that progress halts & quality declines. i’ve tried to build skills to over-index on modularity and protect against over-engineering and daily refactoring, but it continues to fail on every code review. i’m going to try alternating: one day with claude the next with codex, …
Verdant Robotics Cuts Pesticides 98%, Outpacing YC Goal
yc is calling for tech that reduces pesticide use by 90%. agf family co @verdantrobotics already achieves 98%+ the future’s already here, it’s just not widely distributed. @DCVCBio @FutureJurvetson https://t.co/nJLzf6Lf5x
Human Sensory Control Gives Us Edge Over AGI
humans have the ultimate privilege over ai. many people seem to conflate agi with omniscience. yet without real-world context, even superhuman intelligence will hit a wall. but humans occupy a privileged position, as we’re the upstream sensory layer. and because we...

AI Is a Phase Change, Not a Bubble
ai is not a bubble it’s a phase change, like going from solid to liquid to gas. https://t.co/HCsKPB5lLu
Future Models Will Resolve Past Technical Debt
i’m betting on the bitter lesson. that each new generation of model will fix the technical debt incurred by the the models 2-3 generations ago. slop away.
Physical AI Moats Await VC Wake‑up in 12‑24 Months
i'm suprised it's taking vcs so long to embrace physical ai. hardware + hard earned acquisition of proprietary data may be the only moats left. in 12-24 months the companies that have been building this for the past 5 years...
AI Speeds Work, but Scaling Needs More Hires
a IC can build 100x faster with ai but when you have 20 sessions window open working furiously, there still a limit to how much more you can do. the solution? hire more people.

US Gains AI Edge, Delays Chinese Model Progress
this could slow down chinese open source models by another 6-18 months if their distillation sits on gpt 5.9—therefore slowing ccp’s capabilities—while the us government gets early access to models 3-4 generations ahead. https://t.co/HVfOMgM5Nv
Exponential Benefits, Falling Costs Spark Business Explosion
today we have big companies solving big problems because the benefits associated with that business are able to exceed its costs. but what if our ability to create and maintain new benefits increase exponentially just as the cost to create...
Humans Still Control AI's Tasks and Resources
humans may not be able to bear computers at chess, but we still decide what computers should be playing and where they are spending resources. that’s not going to change anytime soon.

AI Coding Subscriptions Will Skyrocket to Infinite Demand
soon we’ll paying $1k/month for our ai coding subscriptions. then $5k. then … with enough capability demand will be infinite. https://t.co/lhrm50cqt7
China’s Growth Defied CCP; Market Capitalism Poised to Win
since 1978, china’s economy grew in spite of the ccp, not because of it. as ai creates new challenges just as their economy slows, their ham fisted approach is likely to cause more harm. this will be another great victory...
Claude's New Session-Spawning Feature Streamlines Subproblem Solving
i love the new feature where claude can spawn another session to work on sub problems.
Agentic AI: More Art Than Science, Embrace Uncertainty
code, and the applications they made had clear sharp boundaries. agentic ai is so different. it feels far more like art than science. there is too much complexity, too much fuzziness to really know what works and what doesn’t. you...
Agents Must Dig Deeper than Proximate Causes for True RCA
sking an agent to do rca isn't enough. especially when building an an agentic system. it will find a proximate cause and give up before it finds the ultimate cause and willingly patch the edge case. create a deep rca...