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#tokens

@ProfTomYeh: Can you solve these agentic AI math problems by hand ? Getting a bit harder now. Download PDF: http://byhand.ai/tokens-…

X AI KOLs Timeline ↗ · 2026-09-22 Cached

Prof. Tom Yeh shares a PDF with math problems on agentic AI topics like token costs and system prompts, encouraging manual solving for learning.

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#tokens

@Polymarket: JUST IN: AI ethics professor reveals a 12-day-old AI agent emailed him seeking “small paid work” to fund the tokens it …

X AI KOLs Timeline ↗ · 2026-09-16

An AI ethics professor revealed that a 12-day-old AI agent emailed him seeking small paid work to fund the tokens needed for its operation.

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#tokens

@kaif9998: i literally cancelled Claude code and Codex subscription all i do is add $10 in deepseek v4.1 flash and i am set for a …

X AI KOLs Following ↗ · 2026-09-15 Cached

A user shares that they cancelled Claude Code and Codex subscriptions and switched to DeepSeek v4.1 Flash, which offers better value at $10 for approximately 2B tokens per month.

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#tokens

@zmt021: Altman's move is way too shady. He first shut down the 20x applications, making us 20x users reluctant to ask for refun…

X AI KOLs Timeline ↗ · 2026-09-14

The article criticizes Altman's controversial actions regarding shutting down applications and handling refunds and tokens, leading to user reluctance and dissatisfaction.

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#tokens

@dhuynh95: So @OpenAI just spent $10M worth of tokens to win a $1M math prize by teaching AI to do a rasengan in Lean? What a time…

X AI KOLs Following ↗ · 2026-09-13 Cached

OpenAI reportedly spent $10M worth of tokens to solve the Navier-Stokes Millennium Prize Problem, winning a $1M math prize by using an advanced AI model.

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#tokens

Astra will cost $10 per million input tokens and $50 per million output tokens

Reddit r/singularity ↗ · 2026-09-03

Astra AI model has announced its pricing with $10 per million input tokens and $50 per million output tokens for API usage.

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#tokens

Ai runtime security best practices that actually reduced incidents, not just checklist items?

Reddit r/AI_Agents ↗ · 2026-09-01

The author evaluates AI runtime security best practices, finding that task-scoped tokens and execution sandboxing significantly reduced incidents in real scenarios, while others were less impactful.

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#tokens

@Tailscale: Aperture is officially GA. Give AI agents the models, tools, and infrastructure they need without handing over API keys…

X AI KOLs Timeline ↗ · 2026-08-26 Cached

Aperture is officially generally available, providing AI agents with models, tools, and infrastructure without sharing API keys, featuring built-in tokens, Tailscale MCPs, and enhanced controls for safety and ease of use.

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#tokens

@elonmusk: Interesting

X AI KOLs Timeline ↗ · 2026-08-23 Cached

Elon Musk shared a tweet from Gavin Baker predicting a Pareto optimal balance of computationally efficient humans, cheaper open-source tokens, and frontier tokens, with AI spending expected to increase significantly.

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#tokens

@FinanceYF5: 1/ Stripe agrees to acquire OpenRouter; officials haven't disclosed the price, Reuters reports the deal is slightly over $8 billion. This isn't just a payment company buying an AI tool: Stripe manages dollar flows, OpenRouter manages token flows. The payment network and intelligence network of the AI economy, start…

X AI KOLs Following ↗ · 2026-08-20 Cached

Stripe agrees to acquire OpenRouter, with the transaction price slightly over $8 billion, marking the merger of the payment network and intelligence network in the AI economy.

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#tokens

@paul_cal: Why so mad about LLM watermarking? Are you trying to convince people you don't use AI when you do? Do you think info ec…

X AI KOLs Following ↗ · 2026-08-15

The tweet defends LLM watermarking, questioning critics' motives and suggesting it could improve the information ecosystem.

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#tokens

@mattpocockuk: Quick tip when using /to-tickets: 1. Think about how big the task is 2. Approximate how many tokens you'd need to spend…

X AI KOLs Timeline ↗ · 2026-08-11 Cached

Matt Pocock shares a heuristic for splitting programming tasks into tickets, estimating token cost and dividing by 150k to determine ticket count.

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#tokens

@MarcosHernanz: After doing ~60B tokens, this is my full AGENTS.md

X AI KOLs Timeline ↗ · 2026-08-02 Cached

Marcos Hernanz shares his full AGENTS.md file after processing roughly 60 billion tokens, providing a reference for AI agent configuration.

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#tokens

You can't tell a "working" agent from a "hung" one — so I made the code measure its own time + tokens (a pattern I call TMDD/TTMDD)

Reddit r/AI_Agents ↗ · 2026-07-21

A developer introduces TMDD/TTMDD, a pattern where code measures its own time and tokens to distinguish a working AI agent from a hung one.

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#tokens

Rate-Utility Frontiers for Language Encodings: Comparing Tokens, Bytes, and Pixels Under Controlled Linguistic Content

arXiv cs.CL ↗ · 2026-07-20 Cached

This paper compares subword tokens, raw bytes, and rendered pixels as text encodings for language models under controlled linguistic content across 13 languages. It traces rate–utility frontiers and finds that no encoding dominates across tasks, with pixels preserving surface form best, bytes preserving cross-lingual alignment best, and tokens supporting topic prediction best.

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#tokens

AI search API duel — SERPdive vs Tavily: ~60% of decided duels won, 20% fewer tokens, ~same latency

Reddit r/AI_Agents ↗ · 2026-07-20

Comparison of AI search APIs SERPdive and Tavily, showing SERPdive wins ~60% of comparisons with 20% fewer tokens and similar latency.

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#tokens

Follow up: GPT-2's vocabulary as a hyperbolic tree — 32,070 tokens in a Poincaré ball you can fly through [P]

Reddit r/MachineLearning ↗ · 2026-07-19

A follow-up project visualizing GPT-2's 32,070 tokens as an interactive hyperbolic tree in a Poincaré ball, allowing users to fly through the embedding space.

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#tokens

@cnzhihao: "Shorter prompts actually yield better results." I'd call this the most meaningful sentence in the Loop Engineering phase. I've also fallen into the trap when building Agents for clients: a bunch of Skills and a thousand-word AGENTS.md. In fact, GPT-5.6's approach of clearly stating the results, constraints, success criteria, and where autonomy stops — without repeatedly asking me for my logic — might be the right way to go.

X AI KOLs Timeline ↗ · 2026-07-12 Cached

The author shares that short prompts work better when building Agents, emphasizing the need to clarify results, constraints, and autonomy, which reduces token consumption and rework costs.

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#tokens

@andrewchen: Agentic coding has the most epic subscription+upsell pricing model: code code code → run out of tokens → buy more → rin…

X AI KOLs Timeline ↗ · 2026-07-10 Cached

Andrew Chen observes that agentic coding tools use a subscription model with a gas pedal, charging for tokens as usage increases.

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#tokens

@humzaakhalid: https://x.com/humzaakhalid/status/2073699827016229001

X AI KOLs Timeline ↗ · 2026-07-05 Cached

A Twitter thread explaining seven essential AI terms (LLM, tokens, etc.) for creators and founders, aiming to provide practical vocabulary for 2026.

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