Soaring token costs could make Macs with Apple Silicon the smartest enterprise play yet. #AI #EnterpriseAI #AppleSilicon #MacBooks #TokenEconomics #CloudVsLocal https://thedailytechfeed.com/macs-could-be-the-smarter-investment-as-ai-token-costs-soar/
October 31, 2026 at 3:45 PM
Soaring token costs could make Macs with Apple Silicon the smartest enterprise play yet. #AI #EnterpriseAI #AppleSilicon #MacBooks #TokenEconomics #CloudVsLocal https://thedailytechfeed.com/macs-could-be-the-smarter-investment-as-ai-token-costs-soar/
Gemini 4 Carbon: 59 on AA v5, vs Argon's 50 two weeks ago.
2.3x Argon's reasoning tokens, twice the runtime on finance tasks.
Arena still puts median task cost at $1.80, 72% under Opus 5.5.
Cheaper per task, heavier per answer. #TokenEconomics
2.3x Argon's reasoning tokens, twice the runtime on finance tasks.
Arena still puts median task cost at $1.80, 72% under Opus 5.5.
Cheaper per task, heavier per answer. #TokenEconomics
October 28, 2026 at 7:33 PM
Gemini 4 Carbon: 59 on AA v5, vs Argon's 50 two weeks ago.
2.3x Argon's reasoning tokens, twice the runtime on finance tasks.
Arena still puts median task cost at $1.80, 72% under Opus 5.5.
Cheaper per task, heavier per answer. #TokenEconomics
2.3x Argon's reasoning tokens, twice the runtime on finance tasks.
Arena still puts median task cost at $1.80, 72% under Opus 5.5.
Cheaper per task, heavier per answer. #TokenEconomics
OpenAI's red-team run burned ~400B tokens, per Noam Brown.
It surfaced ~275 high-priority findings — ~1.5B tokens each.
The unit of security work is no longer the audit. It's the token.
Compute buys coverage, not certainty. #TokenEconomics
It surfaced ~275 high-priority findings — ~1.5B tokens each.
The unit of security work is no longer the audit. It's the token.
Compute buys coverage, not certainty. #TokenEconomics
October 26, 2026 at 8:48 AM
OpenAI's red-team run burned ~400B tokens, per Noam Brown.
It surfaced ~275 high-priority findings — ~1.5B tokens each.
The unit of security work is no longer the audit. It's the token.
Compute buys coverage, not certainty. #TokenEconomics
It surfaced ~275 high-priority findings — ~1.5B tokens each.
The unit of security work is no longer the audit. It's the token.
Compute buys coverage, not certainty. #TokenEconomics
GPT-6.1 Terra: $1/M in, $5/M out — half of GPT-5.6.
OpenAI claims 9x cheaper per task: 3x token efficiency
at a quarter of the price.
Artificial Analysis measured under a third of the cost,
at low to medium effort.
Two ratios multiplied are not a bill. #TokenEconomics
OpenAI claims 9x cheaper per task: 3x token efficiency
at a quarter of the price.
Artificial Analysis measured under a third of the cost,
at low to medium effort.
Two ratios multiplied are not a bill. #TokenEconomics
October 26, 2026 at 7:09 PM
GPT-6.1 Terra: $1/M in, $5/M out — half of GPT-5.6.
OpenAI claims 9x cheaper per task: 3x token efficiency
at a quarter of the price.
Artificial Analysis measured under a third of the cost,
at low to medium effort.
Two ratios multiplied are not a bill. #TokenEconomics
OpenAI claims 9x cheaper per task: 3x token efficiency
at a quarter of the price.
Artificial Analysis measured under a third of the cost,
at low to medium effort.
Two ratios multiplied are not a bill. #TokenEconomics
Ponytail plugin cuts agent output 87% but external 480-build test shows 13% cost rise—input tokens doubled. Shorter code ≠ lower bill. Pilot before deploy. #AI #Agents #TokenEconomics https://www.implicator.ai/ponytail-coding-plugin-agent-bill/
October 23, 2026 at 4:20 PM
Ponytail plugin cuts agent output 87% but external 480-build test shows 13% cost rise—input tokens doubled. Shorter code ≠ lower bill. Pilot before deploy. #AI #Agents #TokenEconomics https://www.implicator.ai/ponytail-coding-plugin-agent-bill/
Advanced Context Engineering #7
Context should have a budget.
Simple task?
2K may be enough.
Complex architecture?
Maybe 10K.
Don't ask:
"How much fits?"
Ask:
"What's the smallest context that preserves the answer?"
#ContextEngineering #TokenEconomics #SigMap
Context should have a budget.
Simple task?
2K may be enough.
Complex architecture?
Maybe 10K.
Don't ask:
"How much fits?"
Ask:
"What's the smallest context that preserves the answer?"
#ContextEngineering #TokenEconomics #SigMap
October 18, 2026 at 8:53 PM
Advanced Context Engineering #7
Context should have a budget.
Simple task?
2K may be enough.
Complex architecture?
Maybe 10K.
Don't ask:
"How much fits?"
Ask:
"What's the smallest context that preserves the answer?"
#ContextEngineering #TokenEconomics #SigMap
Context should have a budget.
Simple task?
2K may be enough.
Complex architecture?
Maybe 10K.
Don't ask:
"How much fits?"
Ask:
"What's the smallest context that preserves the answer?"
#ContextEngineering #TokenEconomics #SigMap
#TokenEconomics Cache reads are the cheapest tokens there are and were still the biggest line in my bill. If your sessions are long and context-heavy, that's the number deciding subscription vs per-token.
Claude Code Cost Tracking: AWS Bedrock vs Pro Max (Part 1) | The Uncommon Engineer
Compare Claude Code costs on AWS Bedrock vs Pro Max. Covers the Marketplace billing trap, Cost Explorer queries for third-party models, and cache economics.
www.uncommonengineer.com
October 8, 2026 at 9:02 AM
#TokenEconomics Cache reads are the cheapest tokens there are and were still the biggest line in my bill. If your sessions are long and context-heavy, that's the number deciding subscription vs per-token.
Context Engineering in Production #14
Context compression shouldn't mean:
"Remove useful information."
It should mean:
"Represent useful information with fewer tokens."
Signatures, relationships and ranked context preserve signal while dropping noise
#ContextEngineering #TokenEconomics #SigMap
Context compression shouldn't mean:
"Remove useful information."
It should mean:
"Represent useful information with fewer tokens."
Signatures, relationships and ranked context preserve signal while dropping noise
#ContextEngineering #TokenEconomics #SigMap
October 5, 2026 at 7:29 PM
Context Engineering in Production #14
Context compression shouldn't mean:
"Remove useful information."
It should mean:
"Represent useful information with fewer tokens."
Signatures, relationships and ranked context preserve signal while dropping noise
#ContextEngineering #TokenEconomics #SigMap
Context compression shouldn't mean:
"Remove useful information."
It should mean:
"Represent useful information with fewer tokens."
Signatures, relationships and ranked context preserve signal while dropping noise
#ContextEngineering #TokenEconomics #SigMap
Context Engineering in Production #5
A coding session grows every turn.
Code.
History.
Tool logs.
Previous answers.
By turn 20, your new question may be tiny compared with everything traveling with it.
Context debt compounds.
#ContextEngineering #TokenEconomics #SigMap
A coding session grows every turn.
Code.
History.
Tool logs.
Previous answers.
By turn 20, your new question may be tiny compared with everything traveling with it.
Context debt compounds.
#ContextEngineering #TokenEconomics #SigMap
October 5, 2026 at 12:29 AM
Context Engineering in Production #5
A coding session grows every turn.
Code.
History.
Tool logs.
Previous answers.
By turn 20, your new question may be tiny compared with everything traveling with it.
Context debt compounds.
#ContextEngineering #TokenEconomics #SigMap
A coding session grows every turn.
Code.
History.
Tool logs.
Previous answers.
By turn 20, your new question may be tiny compared with everything traveling with it.
Context debt compounds.
#ContextEngineering #TokenEconomics #SigMap
Context Engineering in Production #3
The cheapest token isn't a cached token.
It's the token that never enters the session.
Before optimizing models, ask:
Why are we sending this context at all?
Good retrieval removes noise before tokenization.
#TokenEconomics #ContextEngineering #SigMap
The cheapest token isn't a cached token.
It's the token that never enters the session.
Before optimizing models, ask:
Why are we sending this context at all?
Good retrieval removes noise before tokenization.
#TokenEconomics #ContextEngineering #SigMap
October 5, 2026 at 12:29 AM
Context Engineering in Production #3
The cheapest token isn't a cached token.
It's the token that never enters the session.
Before optimizing models, ask:
Why are we sending this context at all?
Good retrieval removes noise before tokenization.
#TokenEconomics #ContextEngineering #SigMap
The cheapest token isn't a cached token.
It's the token that never enters the session.
Before optimizing models, ask:
Why are we sending this context at all?
Good retrieval removes noise before tokenization.
#TokenEconomics #ContextEngineering #SigMap
The Compute Market: Powering the AI Era #CAISO 1. #ComputeMarket2. #AIInfrastructure3. #GPUTrading4. #Commoditization5. #TokenEconomics
The Compute Market: Powering the AI Era - Cozzy Energy Solutions
Compute Market Poised for Transformation, Drawing Parallels to Electricity Sector Spending on compute and data center infrastructure has surged into a trillion-dollar market, rivaling US consumer spending and increasingly vital for American economic growth. As artificial intelligence agents become more prevalent in the economy, demand for computing power continues to climb while obtaining GPUs remains
cozzyenergysolutions.com
September 15, 2026 at 6:04 AM
The Compute Market: Powering the AI Era #CAISO 1. #ComputeMarket2. #AIInfrastructure3. #GPUTrading4. #Commoditization5. #TokenEconomics
Top AI firms cut per-employee spend in August as token prices fall—trend or just August’s lull? #AI #BusinessSpend #OpenAI #Anthropic #TokenEconomics #EnterpriseAI thedailytechfeed.com/august-ai-sp...
September 9, 2026 at 4:12 PM
Top AI firms cut per-employee spend in August as token prices fall—trend or just August’s lull? #AI #BusinessSpend #OpenAI #Anthropic #TokenEconomics #EnterpriseAI thedailytechfeed.com/august-ai-sp...
Control output length & cost at same time. #TokenEconomics #MicrosoftFoundry #AICosts #GenerativeAI: Control what you're billed on. Tokens are the currency of AI, and how you design your app determines how many you spend. Compress… MSFTMechanics #TokenEconomics #AIAppDesign #AICostManagement
Control output length & cost at same time. #TokenEconomics #MicrosoftFoundry #AICosts #GenerativeAI
Control what you're billed on. Tokens are the currency of AI, and how you design your app determines how many you spend. Compress conversation history instead of resending it raw, cap output tokens with matching prompt instructions, and cache static context so each reuse costs a fraction of the first request. Route each prompt to the right model by complexity, or set Model Router in Microsoft Foundry to handle that automatically — balanced, quality, or cost mode.
Then optimize the whole stack. Run Agent Optimizer to test your prompt, model, and tool configurations together and surface better setups. Use Toolbox to dynamically select only the tools each request needs and cut input token overhead by 90%.
April Gittens, Microsoft Principal Cloud Advocate, joins Jeremy Chapman, Microsoft 365 Director, to share how to seize control of AI token spend through smarter app design.
► Unfamiliar with Microsoft Mechanics?
As Microsoft's official video series for IT, you can watch and share valuable content and demos of current and upcoming tech from the people who build it at Microsoft.
• Subscribe to our YouTube: https://www.youtube.com/c/MicrosoftMechanicsSeries
• Talk with other IT Pros, join us on the Microsoft Tech Community: https://techcommunity.microsoft.com/t5/microsoft-mechanics-blog/bg-p/MicrosoftMechanicsBlog
• Watch or listen from anywhere, subscribe to our podcast: https://microsoftmechanics.libsyn.com/podcast
► Keep getting this insider knowledge, join us on social:
• Follow us on Twitter: https://twitter.com/MSFTMechanics
• Share knowledge on LinkedIn: https://www.linkedin.com/company/microsoft-mechanics/
• Enjoy us on Instagram: https://www.instagram.com/msftmechanics/
• Loosen up with us on TikTok: https://www.tiktok.com/@msftmechanics
#TokenEconomics #MicrosoftFoundry #AICosts #GenerativeAI
www.youtube.com
August 29, 2026 at 3:21 PM
Control output length & cost at same time. #TokenEconomics #MicrosoftFoundry #AICosts #GenerativeAI: Control what you're billed on. Tokens are the currency of AI, and how you design your app determines how many you spend. Compress… MSFTMechanics #TokenEconomics #AIAppDesign #AICostManagement
Optimize token efficiency. #TokenEconomics #MicrosoftFoundry #AICosts #GenerativeAI: Control what you're billed on. Tokens are the currency of AI, and how you design your app determines how many you spend. Compress conversation history… MSFTMechanics #TokenEconomics #AIEfficiency #AIManagement
Optimize token efficiency. #TokenEconomics #MicrosoftFoundry #AICosts #GenerativeAI
Control what you're billed on. Tokens are the currency of AI, and how you design your app determines how many you spend. Compress conversation history instead of resending it raw, cap output tokens with matching prompt instructions, and cache static context so each reuse costs a fraction of the first request. Route each prompt to the right model by complexity, or set Model Router in Microsoft Foundry to handle that automatically — balanced, quality, or cost mode.
Then optimize the whole stack. Run Agent Optimizer to test your prompt, model, and tool configurations together and surface better setups. Use Toolbox to dynamically select only the tools each request needs and cut input token overhead by 90%.
April Gittens, Microsoft Principal Cloud Advocate, joins Jeremy Chapman, Microsoft 365 Director, to share how to seize control of AI token spend through smarter app design.
► Unfamiliar with Microsoft Mechanics?
As Microsoft's official video series for IT, you can watch and share valuable content and demos of current and upcoming tech from the people who build it at Microsoft.
• Subscribe to our YouTube: https://www.youtube.com/c/MicrosoftMechanicsSeries
• Talk with other IT Pros, join us on the Microsoft Tech Community: https://techcommunity.microsoft.com/t5/microsoft-mechanics-blog/bg-p/MicrosoftMechanicsBlog
• Watch or listen from anywhere, subscribe to our podcast: https://microsoftmechanics.libsyn.com/podcast
► Keep getting this insider knowledge, join us on social:
• Follow us on Twitter: https://twitter.com/MSFTMechanics
• Share knowledge on LinkedIn: https://www.linkedin.com/company/microsoft-mechanics/
• Enjoy us on Instagram: https://www.instagram.com/msftmechanics/
• Loosen up with us on TikTok: https://www.tiktok.com/@msftmechanics
#TokenEconomics #MicrosoftFoundry #AICosts #GenerativeAI
www.youtube.com
August 27, 2026 at 11:04 PM
Optimize token efficiency. #TokenEconomics #MicrosoftFoundry #AICosts #GenerativeAI: Control what you're billed on. Tokens are the currency of AI, and how you design your app determines how many you spend. Compress conversation history… MSFTMechanics #TokenEconomics #AIEfficiency #AIManagement
ICYMI: Google cuts Gemini Flash prices as 3.6 uses 17% fewer output tokens #Google #GeminiFlash #AI #TokenEconomics #DigitalMarketing
Google cuts Gemini Flash prices as 3.6 uses 17% fewer output tokens
Flash-Lite hits 350 tokens per second at $0.30 per million input, while a new cyber model stays locked to governments. What changes for agent economics now?
ppc.land
July 23, 2026 at 6:06 PM
ICYMI: Google cuts Gemini Flash prices as 3.6 uses 17% fewer output tokens #Google #GeminiFlash #AI #TokenEconomics #DigitalMarketing
Google cuts Gemini Flash prices as 3.6 uses 17% fewer output tokens #Google #GeminiFlash #AI #MachineLearning #TokenEconomics
Google cuts Gemini Flash prices as 3.6 uses 17% fewer output tokens
Flash-Lite hits 350 tokens per second at $0.30 per million input, while a new cyber model stays locked to governments. What changes for agent economics now?
ppc.land
July 22, 2026 at 6:06 PM
Google cuts Gemini Flash prices as 3.6 uses 17% fewer output tokens #Google #GeminiFlash #AI #MachineLearning #TokenEconomics
ICYMI: Google cuts Gemini Flash prices as 3.6 uses 17% fewer output tokens #Google #GeminiFlash #AI #TokenEconomics #DigitalMarketing
Google cuts Gemini Flash prices as 3.6 uses 17% fewer output tokens
Flash-Lite hits 350 tokens per second at $0.30 per million input, while a new cyber model stays locked to governments. What changes for agent economics now?
ppc.land
July 23, 2026 at 6:06 PM
ICYMI: Google cuts Gemini Flash prices as 3.6 uses 17% fewer output tokens #Google #GeminiFlash #AI #TokenEconomics #DigitalMarketing
Google cuts Gemini Flash prices as 3.6 uses 17% fewer output tokens #Google #GeminiFlash #AI #MachineLearning #TokenEconomics
Google cuts Gemini Flash prices as 3.6 uses 17% fewer output tokens
Flash-Lite hits 350 tokens per second at $0.30 per million input, while a new cyber model stays locked to governments. What changes for agent economics now?
ppc.land
July 22, 2026 at 6:05 PM
Google cuts Gemini Flash prices as 3.6 uses 17% fewer output tokens #Google #GeminiFlash #AI #MachineLearning #TokenEconomics
Before:
• "Where is this referenced?" → Grep. Scan. Parse. Blown out context. Low-confidence answer.
After:
• "Show me circular dependencies" → ⚡️ Done.
• "What is the impact of this change?" → ⚡️ Done.
• "Find any dead code" → ⚡️ Done.
Less token waste. More signal.
#TokenEconomics #AICoding #DevEx
• "Where is this referenced?" → Grep. Scan. Parse. Blown out context. Low-confidence answer.
After:
• "Show me circular dependencies" → ⚡️ Done.
• "What is the impact of this change?" → ⚡️ Done.
• "Find any dead code" → ⚡️ Done.
Less token waste. More signal.
#TokenEconomics #AICoding #DevEx
December 31, 2025 at 6:21 PM
Before:
• "Where is this referenced?" → Grep. Scan. Parse. Blown out context. Low-confidence answer.
After:
• "Show me circular dependencies" → ⚡️ Done.
• "What is the impact of this change?" → ⚡️ Done.
• "Find any dead code" → ⚡️ Done.
Less token waste. More signal.
#TokenEconomics #AICoding #DevEx
• "Where is this referenced?" → Grep. Scan. Parse. Blown out context. Low-confidence answer.
After:
• "Show me circular dependencies" → ⚡️ Done.
• "What is the impact of this change?" → ⚡️ Done.
• "Find any dead code" → ⚡️ Done.
Less token waste. More signal.
#TokenEconomics #AICoding #DevEx
The AI race isn’t just about bigger models — it’s about efficiency and the right mix of elements for the job!
Every token has a cost: compute, energy, infrastructure. Cloud or local.
Why token efficiency matters:
jorgep.com/blog/the-que...
#AI #LLM #LocalAI #TokenEconomics
Every token has a cost: compute, energy, infrastructure. Cloud or local.
Why token efficiency matters:
jorgep.com/blog/the-que...
#AI #LLM #LocalAI #TokenEconomics
The Quest for Token Efficiency: Why Every Token Matters Now
The artificial intelligence industry has experienced exponential growth in model capabilities over the past few years. As we have moved from models with billions of parameters to systems containing hu...
jorgep.com
June 21, 2026 at 5:09 AM
The AI race isn’t just about bigger models — it’s about efficiency and the right mix of elements for the job!
Every token has a cost: compute, energy, infrastructure. Cloud or local.
Why token efficiency matters:
jorgep.com/blog/the-que...
#AI #LLM #LocalAI #TokenEconomics
Every token has a cost: compute, energy, infrastructure. Cloud or local.
Why token efficiency matters:
jorgep.com/blog/the-que...
#AI #LLM #LocalAI #TokenEconomics
Four angles. One story. More at https://gettheflies.com/pretty-crazy-token-usage-is-testing-bosses-bet-on-ai/
#TheFlies #AI #TokenEconomics #TechBubble
#TheFlies #AI #TokenEconomics #TechBubble
'Pretty Crazy' Token Usage Is Testing Bosses' Bet on AI
Two companies revealed to WIRED that AI token costs are spiraling into six figures monthly, forcing them to build monitoring systems after adoption, as executives scramble to manage expenses they didn't anticipate.
gettheflies.com
June 16, 2026 at 5:16 PM
Four angles. One story. More at https://gettheflies.com/pretty-crazy-token-usage-is-testing-bosses-bet-on-ai/
#TheFlies #AI #TokenEconomics #TechBubble
#TheFlies #AI #TokenEconomics #TechBubble
tout simplement trop facile à voir.
#BehavioralFinance #TokenEconomics #AnchoringBias
#BehavioralFinance #TokenEconomics #AnchoringBias
July 16, 2026 at 2:11 AM
tout simplement trop facile à voir.
#BehavioralFinance #TokenEconomics #AnchoringBias
#BehavioralFinance #TokenEconomics #AnchoringBias
un seul chiffre contesté : le prix d'un token. #ThematicETFs #TokenEconomics #AIInfrastructure
July 10, 2026 at 9:31 PM
un seul chiffre contesté : le prix d'un token. #ThematicETFs #TokenEconomics #AIInfrastructure
Layer-1 blockchains rely on 3 key funding sources for their validator networks: 💰 Unlocked tokens, 🤑 New token minting, and 💳 Network fees. Understanding the sustainability of these models is crucial. #Layer1Blockchains #TokenEconomics
April 28, 2024 at 1:33 AM
Layer-1 blockchains rely on 3 key funding sources for their validator networks: 💰 Unlocked tokens, 🤑 New token minting, and 💳 Network fees. Understanding the sustainability of these models is crucial. #Layer1Blockchains #TokenEconomics
Unlock the power of token economics with the 'Average Token Transfer Value Over Time' graph. A game-changer for blockchain marketing strategies, offering deep insights into user engagement and investment. #TokenEconomics #BlockchainMarketing
March 15, 2024 at 12:33 PM
Unlock the power of token economics with the 'Average Token Transfer Value Over Time' graph. A game-changer for blockchain marketing strategies, offering deep insights into user engagement and investment. #TokenEconomics #BlockchainMarketing