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you ran clear when the session started feeling heavy, and it did feel lighter the history went to zero, the floor did not clear empties the conversation, and tool definitions were never in the conversation, they are re-sent with every single request whether you have typed anything yet or...

10,726 次观看 • 17 天前 •via X (Twitter)

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Jonathan Hashimoto 的头像
Jonathan Hashimoto17 天前

Mình đồng ý, reset giúp mọi thứ nhẹ nhõm hơn! 😌✨

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your agent has thirty tools. it calls two of them. the other twenty eight are not sitting idle somewhere. they are in the request, every request, and they are doing damage in two places at once. first the obvious one. tool schemas go into the prompt, and a schema is not a name. it is a description, a parameter list, types, required fields, an example. thirty of those is a few thousand tokens that ship with every single call, including the ones where the agent just says thanks and stops. you are paying rent on twenty eight tools that have never fired. second, and this is the one that costs more. when the request says cancel the order, the model picks by matching against everything available. four of your tools are plausible: cancel_order, refund_order, update_order, void_order. it is choosing among them based on the descriptions you wrote, one afternoon, months ago. every tool you add is another candidate in that shortlist. the twenty eight you never call are not neutral. they are noise in the one decision that determines whether the run works. > why it grows without anyone deciding to nobody adds thirty tools on purpose. you add one for a task, it works, it stays. six months later the registry is a catalogue and no one has ever removed anything, because removing a tool feels risky and adding one feels free. and there is no feedback telling you otherwise. the unused ones never error. they never appear in a failing trace. they are invisible in exactly the way that lets them accumulate. > what to actually do count calls per tool over the last thousand runs. this is one group-by and it usually shocks people. the ones at zero are pure cost. ship the tools the task needs, not the whole registry. a research phase does not need deploy. a writing phase does not need the database. swap the set between phases instead of loading everything up front. same agent, different tools, depending on where the run is. and when two tools could both plausibly answer the same request, that is not redundancy you can ignore. it is a coin flip you built into the system. the twenty eight tools are not unused. they are used every time, by the part of the run you cannot see.

Hanako

24,656 次观看 • 1 个月前

[WATCH] Members of the media, fellow South Africans. Good morning. For ten days the African National Congress has been the subject of reporting about the lodgement of its candidates for the local government elections of 4 November. Some of that reporting has been accurate. Some of it has not. Much of it has been about people rather than about facts. The people of South Africa are entitled to a full account from the ANC itself, in its own voice, and that is what I have come to give this morning. I must say one thing at the outset so that nobody is misled by what follows. On Friday 4 September the ANC filed an application in the Electoral Court. The matter is therefore before a court. I am going to give you the facts, the sequence of events, and the position of the ANC. I am not going to argue the case from this podium. Where a question touches on the merits of what the Court has to decide, I will say so and I will stop there. That is not evasion. It is respect for the Court, and I ask you to hold me to it. The learned people say the matter is sub judice. The African National Congress lodged nine thousand one hundred and twenty-eight candidates for this election, through all nine provinces. Of those, four thousand three hundred and sixty-sixstand registered with the Electoral Commission on the ward ballot this morning, and four thousand five hundred and eighty-one on the proportional ballot. That is eight thousand nine hundred and forty-seven candidates. It is ninety-seven per cent of every ward seat in the Republic, and ninety per cent of every proportional seat. No other party in this country will come to you with that figure, and I give it to you first because it is the frame in which everything else must be read. Now the other half, in the same breath. One hundred and eighty-oneof our candidates were received by the Commission’s system on 28 August and did not complete its final electronic step. One hundred and thirty of them on the proportional ballot and fifty-one on the ward ballot. Two in every hundred. They are in six councils out of the two hundred and fifty-seven in this country: Ngquza Hill and Port St Johns, Walter Sisulu and Sundays River Valley in the Eastern Cape; uMshwathi in KwaZulu-Natal; and Mangaung in the Free State. #ANCMediaBriefing #SGMbalulaSpeaks #LGE2026VoteANC

ANC SECRETARY GENERAL | Fikile Mbalula

25,266 次观看 • 16 天前

Anybody can get a pump. I can get one in my living room in four minutes with no equipment whatsoever. Twenty press-ups. A band I found in a drawer. Fifty bodyweight squats. Waving my arms about for ninety seconds. A set of thirty on anything, nowhere near failure, rested short enough to keep the blood where I put it. None of that is hard. None of that is a decision. The pump arrives whether you meant it or not, which is precisely why it cannot be evidence of anything. And it lives in the eight to twelve range, because that is where the weight is never frightening. You can chase a sensation all afternoon in there. Nothing you pick up is ever going to look back at you. Now go and get under something that might beat you. There is no hiding on a heavy set of five. You cannot half-do it. You cannot drift through it thinking about your afternoon. The weight either moves or it sits there in front of everybody. That is why eight to twelve has survived fifty years of scrutiny it never earned. It is the widest band of weight you can lift while remaining completely unaccountable. Heavy enough to feel like effort. Light enough that nothing is ever on the line. A rep range you can occupy for a decade without once finding out what you are capable of, and leave every session swollen, sweating and entirely convinced. Heavy training keeps a record. That is the objection to it, and nobody will ever say so out loud. Take a set of five to within a rep of failure and you will find out exactly what you are worth, in kilos, before you leave the building. Most people would rather not.

Sama Hoole

13,049 次观看 • 1 个月前

Jordan Peterson told a room full of university students the one thing their $200,000 degree was engineered to bury. Peterson: “If you can think, and speak, and write, you are absolutely deadly. Nothing can get in your way.” He did not say educated. Did not say credentialed. Did not say employed. Deadly. The ability to force your own reality into language is not a skill they forgot to teach you. It is the one skill the system cannot afford for you to have. Peterson: “No one ever tells students why they should write something.” Because the honest answer would collapse every transaction the institution runs. You were not taught to write. You were trained to replicate. Follow the rubric. Hit the word count. Reproduce the approved answer back to the grader. Pay six figures for the privilege. You do not think in ideas. You think in sentences. The precision of your language is the precision of your reality. Everything outside your vocabulary is not something you disagree with. It is something you cannot see. Every power structure in recorded history understood one equation. A population that cannot name what is being done to them will never fight what is being done to them. The modern version does not ban the weapon. It reclassifies it. Calls it coursework. Grades it. Strips it of everything dangerous and hands it back empty. Peterson: “It’s the most powerful weapon you can possibly provide someone with.” A person who can force one true sentence into existence without permission has already exited the system. That is the one graduate no institution was ever designed to produce. He said this as a tenured professor at the University of Toronto. Twenty years inside the machine. Students called his lectures life-changing. The institution pushed him out. The one professor who told you what the weapon actually does was removed for the crime of using it. That tells you everything. Not about him. About the machine you spent two decades inside and walked out unable to name.

Dustin

35,463 次观看 • 2 个月前