@pagespeedify I benchmarked the work done by @pagespeedify and here are the results
• Before optimization: 6,141.02ms
• After optimization: 15.89ms
That’s a ~386x speed improvement and a 99.7% reduction in query time.
You can review the entire PR here https://t.co/RJAhauKSsX
Agents do the opposite because their goal is not delivering results for minimal token usage, their goal is to make you use as much tokens as possible for endless doom loop. Models themselves are capable its the scaffolding designed for making money without providing maximum value
Agents should not make code changes and then explain what they did, good user experience and also efficient use of tokens is explaining what agent is going to do, get explicit permission from user and then implement. Rework is wasted tokens
Since this works on the principles of decentralisation it can scale quickly. Quick to implement compared to building new facilities and designate existing private toilets with incentives.
It is good to hear current tamilnadu government is intent on improving standards of cleanliness and urban infrastructure. One of the low hanging fruit but which has incredible potential to improve human dignity and also earn crores of rupees in revenue for the stores
Clean and easily accessible public toilets is basic human right. Make this a priority, I think we can do what Japan did by encouraging and educating private enterprise to see toilet breaks as a business opportunity. They get more customers and travelers get clean toilets
Private enterprises should consider this CSR and also positive PR. They gain from incidental purchases (snacks, water, etc.), foot traffic, and advertising space. In high-traffic areas, this can offset costs.
It's almost impossible with current state finances being heavily aligned with welfare to afford to construct and then to maintain toilet facilities across the state. Using private enterprises like Dmart, Reliance smart, Petrol pumps etc and subsidize maintenance if needed.
May be we are nearing the end of subsidized compute from Codex. Eventually when there is no subsidized compute, agents optimized for using less compute will win.
Civic sense is more important than science and math because you may need to use any time.
Our education system needs an overhaul first teach them how to be a responsible citizen of this country and world
Full thread of jobs at risk in India from automation and AI . our greatest strength is a huge market but if countries with better automation and AI integration is allowed a free run in our country that advantage will be gone. https://t.co/sCjG3goayw
You simply cannot brush it under the carpet and expect things to be normal. AI is here and it is going to replace humans. I have no clue the exact demographics of people who will lose jobs because the way AI is improving every single day is incredible.
Signing all these FTAs just before the robotics productivity hits is a double edged sword for a country like India. If you dont train your workers on using tools and robotics to increase productivity you will not able to compete and will be flooded with products made by bots
I created a thread on what you can expect in future here. There is a need for ITIs and specialist training for Farmers to adopt AI and Automation along with modern farming methods, If you don't implement these in war footing its bleak.
The way @pagespeedify handles huge repos without exhausting tokens will set it apart. The batch handoff, the escalation ladder, clarification everything is already very polished dare i say it myself.
I will appreciate anyone trying to communicate better esp in English.
Its important for every public servant to speak in both tamil and english to be inclusive to both domestic and foreign audiences.
Being multilingual, well dressed, confident body language are all assets.
Tamil Nadu is not waiting for the future, we are building it.
From single-window approvals and faster clearances to AI cities, green hydrogen, advanced manufacturing, and the space economy, Tamil Nadu is creating an ecosystem where innovation meets execution.
Under the visionary leadership of Hon’ble Chief Minister C. Joseph Vijay Sir, we are committed to making Tamil Nadu the investment and innovation powerhouse of India.
The future is here. Invest in Tamil Nadu.
#TamilNadu #Industries #CMJosephVijay
Even with frontier models and agents the race is far from won. Even google is struggling with both models and agents. Open AI may be the closest but they are heavily subsidizing compute right now so the market is wide open no one has cemented their place.
@pagespeedify If your python repo has these config files (pyproject.toml, https://t.co/v4O4EtLRAm, docs/conf.py, .github/workflows/, etc.) it will be updating them if not it will define the environment, dependencies, build steps, and tooling. Modern python tooling and development on easy mode
Pyhton repos getting full build verification support it already had full syntax, compile support. As you can see @pagespeedify is able to identify and upgrade pyproject.toml with test dependencies for mobile/backend verification in the very first plan to help debugging.
@pagespeedify In real world as a dev i start with config and foundation files first, why should agent do things different, @pagespeedify will intelligent modify and make changes to suit its workflow, will update dependencies to compatible version automatically
Tooling and training datasets are the two foundational bottlenecks holding back agentic workflows in languages like C++.
Prediction Tooling built for agents its coming, @Pagespeedify already does repo aware context, Self-built tests & verification, Benchmarking.