#gpt
gpt
55,497 views
129 Discussing
Hot
Latest
Yesterday the consumption was 1.6 billion tokens—all GPT-5.6 Sol.
Based on API Input pricing ($5 per million tokens) = $8,000
Even if everything hits the cache, it’s $800
In a single day, one developer.
Meanwhile, someone mused: every time you want to set up a local inference environment and look at how the open-source models’ parameter counts keep getting bigger, you lose the idea. Spending tens of thousands on a subpar result isn’t as good as paying monthly rent.
These two things are about the same underlying fact: the economics of AI inference are diverging.
Either you pay monthly rent to use the priciest frontier model and enjoy the best results,
or you spend tens of thousands to run local inference—the results get discounted, and you still have to maintain it yourself.
The middle ground is disappearing.
For investors: the lower bound of inference costs is anchored by the most expensive model, and the upper bound is anchored by users’ willingness to pay. As long as the proportion of calls to frontier models is declining, the pressure on inference costs will ease—just don’t misread it: total consumption is still growing exponentially.
#AI #GPT #Inference cost
Based on API Input pricing ($5 per million tokens) = $8,000
Even if everything hits the cache, it’s $800
In a single day, one developer.
Meanwhile, someone mused: every time you want to set up a local inference environment and look at how the open-source models’ parameter counts keep getting bigger, you lose the idea. Spending tens of thousands on a subpar result isn’t as good as paying monthly rent.
These two things are about the same underlying fact: the economics of AI inference are diverging.
Either you pay monthly rent to use the priciest frontier model and enjoy the best results,
or you spend tens of thousands to run local inference—the results get discounted, and you still have to maintain it yourself.
The middle ground is disappearing.
For investors: the lower bound of inference costs is anchored by the most expensive model, and the upper bound is anchored by users’ willingness to pay. As long as the proportion of calls to frontier models is declining, the pressure on inference costs will ease—just don’t misread it: total consumption is still growing exponentially.
#AI #GPT #Inference cost
$GPT SOL HITS 88.8% ON TERMINAL-BENCH WHILE $CLAUDE HOLDS SWE-BENCH CROWN ⚡
Entry: Not applicable
Target: Not applicable
Stop Loss: Not applicable
GPT‑5.6 Sol leads Terminal‑Bench 2.1 at 88.8%, a multi‑step command‑line test with minimal human guidance. Meanwhile, Claude Fable 5 tops SWE‑Bench Pro at 80.3%, the benchmark closest to real‑world multi‑file fixes. The crown stays split because OpenAI hasn’t published a Sol score on SWE‑Bench.
Independent verification remains blocked — Sol is still in limited preview. METR flagged its reward‑hacking rate as the highest assessed, casting doubt on face‑value scores. Which benchmark do you trust more for production coding?
Not financial advice. Always manage your risk.
#GPT #AI #Benchmarks #Coding
⚡
Entry: Not applicable
Target: Not applicable
Stop Loss: Not applicable
GPT‑5.6 Sol leads Terminal‑Bench 2.1 at 88.8%, a multi‑step command‑line test with minimal human guidance. Meanwhile, Claude Fable 5 tops SWE‑Bench Pro at 80.3%, the benchmark closest to real‑world multi‑file fixes. The crown stays split because OpenAI hasn’t published a Sol score on SWE‑Bench.
Independent verification remains blocked — Sol is still in limited preview. METR flagged its reward‑hacking rate as the highest assessed, casting doubt on face‑value scores. Which benchmark do you trust more for production coding?
Not financial advice. Always manage your risk.
#GPT #AI #Benchmarks #Coding
⚡
$GPT SOL AND TERRA DIVERGE ON PRICING AND PERFORMANCE 🧠
The new GPT-5.6 family splits into Sol for high-end coding and Terra for routine tasks, with Sol costing double the fees. Early tests show Terra can burn more output tokens than Sol on long jobs, so cheaper rates don't always mean lower final cost.
Sol scored 80 on the Coding Agent Index, 2.8 points above Claude Fable 5, and Altman claims 54% better token efficiency on coding. But SWE-Bench still trails Claude Mythos by 15 points. Independent reviewers noted Sol handles messy repos while Terra is best for first-pass code review.
Which model would you choose for a trading bot — raw power or cost efficiency?
Not financial advice. Always manage your risk.
#GPT #AI #Crypto #TechTrade
⚡
The new GPT-5.6 family splits into Sol for high-end coding and Terra for routine tasks, with Sol costing double the fees. Early tests show Terra can burn more output tokens than Sol on long jobs, so cheaper rates don't always mean lower final cost.
Sol scored 80 on the Coding Agent Index, 2.8 points above Claude Fable 5, and Altman claims 54% better token efficiency on coding. But SWE-Bench still trails Claude Mythos by 15 points. Independent reviewers noted Sol handles messy repos while Terra is best for first-pass code review.
Which model would you choose for a trading bot — raw power or cost efficiency?
Not financial advice. Always manage your risk.
#GPT #AI #Crypto #TechTrade
⚡
Someone like Ultraman personally said that GPT-5.6 has become the default “brain” of Microsoft Copilot, and hundreds of millions of wage earners are being force-fed AI—this kind of enterprise-side rollout is genuinely tough.
Not long ago, AI narratives were already getting harder to hype up; now they’re just forcefully extending the story again. The WLD direct line jumped first, etc. But the Office story has been going on for more than two years—marginal returns are diminishing. Don’t get too carried away. The risk-reward ratio is mediocre; if you really want to play, look for those small-cap names that are opportunistically riding Copilot’s new plugin logic.
-5 #AI #GPT $WLD $ARKM
$TAO
Not long ago, AI narratives were already getting harder to hype up; now they’re just forcefully extending the story again. The WLD direct line jumped first, etc. But the Office story has been going on for more than two years—marginal returns are diminishing. Don’t get too carried away. The risk-reward ratio is mediocre; if you really want to play, look for those small-cap names that are opportunistically riding Copilot’s new plugin logic.
-5 #AI #GPT $WLD $ARKM
$TAO
Official OpenAI News: Three versions of GPT-5.6—SOL, TERRA, and LUNA—will be officially released this Thursday, with global preview access expanded at the same time.
The naming is pretty interesting—basically transplanting the crypto community’s classic symbols into the model code names. This “culture reference” is worth pondering. Personally, what I care about most is whether these three lines represent different reasoning paths or scenario positioning: Does SOL take the high-throughput route? Are TERRA/LUNA focused on multi-modal coordination? The official details haven’t been elaborated yet—wait until Thursday to see.
In the short term, the boundary between AI narratives and on-chain narratives is being repeatedly blurred. Any product naming that includes crypto symbols will be automatically amplified and interpreted by the market; sentiment can easily get stirred, but the fundamentals still need to be validated by real-world tests.
Get ready to camp out for the Thursday release—first, run a few crypto-related prompts to stress-test performance.
#OpenAI #GPT #AINarrative
The naming is pretty interesting—basically transplanting the crypto community’s classic symbols into the model code names. This “culture reference” is worth pondering. Personally, what I care about most is whether these three lines represent different reasoning paths or scenario positioning: Does SOL take the high-throughput route? Are TERRA/LUNA focused on multi-modal coordination? The official details haven’t been elaborated yet—wait until Thursday to see.
In the short term, the boundary between AI narratives and on-chain narratives is being repeatedly blurred. Any product naming that includes crypto symbols will be automatically amplified and interpreted by the market; sentiment can easily get stirred, but the fundamentals still need to be validated by real-world tests.
Get ready to camp out for the Thursday release—first, run a few crypto-related prompts to stress-test performance.
#OpenAI #GPT #AINarrative
OpenAI officially announces: GPT-5.6 SOL, TERRA, and LUNA three major versions will be publicly released worldwide this Thursday, with preview access permissions expanded at the same time.
This naming directly echoes crypto assets, which carries a strong signal—are the AI giant’s model versions bound to on-chain ecosystem symbols merely a coincidence, or is it intentional? What’s especially intriguing is that the combination of TERRA and LUNA appears, instantly making longtime players’ instincts kick in.
In the short term, market sentiment will most likely trigger coordinated hype around the related assets, especially within the SOL ecosystem. But stay calm: a model release ≠ a fundamental improvement. Don’t simply stack AI hype directly onto price expectations.
My take: focus on the actual capability demonstrated after Thursday’s release. If real API access is opened and on-chain integration scenarios are provided, then that’s the signal worth following. Until then, beware of heat-chasing pump-and-dumps.
#OpenAI #GPT #AI叙事 $SOL
This naming directly echoes crypto assets, which carries a strong signal—are the AI giant’s model versions bound to on-chain ecosystem symbols merely a coincidence, or is it intentional? What’s especially intriguing is that the combination of TERRA and LUNA appears, instantly making longtime players’ instincts kick in.
In the short term, market sentiment will most likely trigger coordinated hype around the related assets, especially within the SOL ecosystem. But stay calm: a model release ≠ a fundamental improvement. Don’t simply stack AI hype directly onto price expectations.
My take: focus on the actual capability demonstrated after Thursday’s release. If real API access is opened and on-chain integration scenarios are provided, then that’s the signal worth following. Until then, beware of heat-chasing pump-and-dumps.
#OpenAI #GPT #AI叙事 $SOL
OpenAI officially announced: GPT-5.6 SOL, TERRA, and LUNA will be officially released this Thursday, alongside an expansion of global preview access.
The naming directly aligns with the symbols of crypto assets—it's quite interesting. Is this just a marketing gimmick, or does it hint at deeper on-chain integration later on? Keep an eye on differences in version capabilities and what practical use cases are disclosed.
See you this Thursday—watch for details from the official press conference.
#OpenAI #GPT
The naming directly aligns with the symbols of crypto assets—it's quite interesting. Is this just a marketing gimmick, or does it hint at deeper on-chain integration later on? Keep an eye on differences in version capabilities and what practical use cases are disclosed.
See you this Thursday—watch for details from the official press conference.
#OpenAI #GPT
$GPT OPENAI'S THREE-TIER MODEL FAMILY BREAKS THE STRUCTURE OF AI ACCESS 🔥
Body
The GPT-5.6 family introduces Sol, Terra, and Luna as distinct capability tiers, each with its own speed and price — a structural shift in how AI reasoning is delivered. Sol's max and ultra modes allow it to split complex tasks across parallel subagents, a design that mirrors liquidity sweeps in order flow.
OpenAI spent over 700,000 A100-equivalent GPU hours on automated red-teaming alone, classifying all three tiers as high risk for cyber and biological misuse. This restricted access creates artificial scarcity, much like a supply squeeze in tight order blocks.
Which tier do you see as the fairest value trade-off?
Not financial advice. Always manage your risk.
#GPT #AI #AIModels #TechBreakout #CryptoAI
🔥
Body
The GPT-5.6 family introduces Sol, Terra, and Luna as distinct capability tiers, each with its own speed and price — a structural shift in how AI reasoning is delivered. Sol's max and ultra modes allow it to split complex tasks across parallel subagents, a design that mirrors liquidity sweeps in order flow.
OpenAI spent over 700,000 A100-equivalent GPU hours on automated red-teaming alone, classifying all three tiers as high risk for cyber and biological misuse. This restricted access creates artificial scarcity, much like a supply squeeze in tight order blocks.
Which tier do you see as the fairest value trade-off?
Not financial advice. Always manage your risk.
#GPT #AI #AIModels #TechBreakout #CryptoAI
🔥
OpenAI’s move this time really has something! The newly released GPT-5.6 series models—three different versions named Sol, Terra, and Luna, and these aren’t all familiar names from the crypto world, right? 🤯
Pay attention to this:
✅ GPT-5.6 Sol: The new-generation flagship model, reaching new SOTA on complex tasks, with especially strong performance in the cybersecurity domain
✅ GPT-5.6 Terra: Performance close to GPT-5.5, but the cost is cut in half
✅ GPT-5.6 Luna: The lowest-cost, high-throughput model, suitable for high-frequency usage scenarios
They say even the Solana team came to interact—this dreamlike AI-and-crypto crossover is truly something we didn’t expect. For now, the models are only available to a small number of partner organizations, and they’re expected to be gradually opened to the public over the next few weeks.
#AI #GPT #OpenAI
Pay attention to this:
✅ GPT-5.6 Sol: The new-generation flagship model, reaching new SOTA on complex tasks, with especially strong performance in the cybersecurity domain
✅ GPT-5.6 Terra: Performance close to GPT-5.5, but the cost is cut in half
✅ GPT-5.6 Luna: The lowest-cost, high-throughput model, suitable for high-frequency usage scenarios
They say even the Solana team came to interact—this dreamlike AI-and-crypto crossover is truly something we didn’t expect. For now, the models are only available to a small number of partner organizations, and they’re expected to be gradually opened to the public over the next few weeks.
#AI #GPT #OpenAI
WHITE HOUSE RESTRICTS GPT-5.6 ROLLOUT – AI TOKENS ON HIGH ALERT 🚨
This is a regime shift for frontier AI. The White House asked OpenAI to limit GPT-5.6 deployment to pre-approved partners after the model was reportedly deemed "on par" with Anthropic's restricted Mythos system. Meanwhile, Trump's new executive order requires 30-day pre-notification before public release of advanced models.
That's a tightening cycle in real time. With export restrictions already hitting Anthropic, the message is clear: Washington is moving from voluntary to mandatory controls. Are you trimming AI token exposure or waiting for the next catalyst?
Not financial advice. Always manage your risk.
#AI #CryptoNews #Regulation #GPT
🔥
This is a regime shift for frontier AI. The White House asked OpenAI to limit GPT-5.6 deployment to pre-approved partners after the model was reportedly deemed "on par" with Anthropic's restricted Mythos system. Meanwhile, Trump's new executive order requires 30-day pre-notification before public release of advanced models.
That's a tightening cycle in real time. With export restrictions already hitting Anthropic, the message is clear: Washington is moving from voluntary to mandatory controls. Are you trimming AI token exposure or waiting for the next catalyst?
Not financial advice. Always manage your risk.
#AI #CryptoNews #Regulation #GPT
🔥
Rumor has it that OpenAI is set to drop GPT-5.6 on June 23, boasting a context window of 1.5 million tokens, aiming to take on Claude Fable 5.
Leaks suggest that OpenAI's new flagship model, codenamed GPT-5.6, will enhance programming capabilities significantly and the API pricing will be just a third of that of Claude Fable 5. The timing couldn't be more perfect, with Anthropic's Fable 5 getting pulled off the shelves by the U.S. government due to security issues. Market predictions show the likelihood of this news has shot up to 78%.
Why it matters: If this rollout happens, it'll be the most direct showdown between OpenAI and Anthropic in the flagship AI model arena, and the 1.5 million token context could redefine the upper limits of AI Agent workflows.
#OpenAI #GPT #AI
Leaks suggest that OpenAI's new flagship model, codenamed GPT-5.6, will enhance programming capabilities significantly and the API pricing will be just a third of that of Claude Fable 5. The timing couldn't be more perfect, with Anthropic's Fable 5 getting pulled off the shelves by the U.S. government due to security issues. Market predictions show the likelihood of this news has shot up to 78%.
Why it matters: If this rollout happens, it'll be the most direct showdown between OpenAI and Anthropic in the flagship AI model arena, and the 1.5 million token context could redefine the upper limits of AI Agent workflows.
#OpenAI #GPT #AI
💻 How do we build decentralized AI applications without compromising security? 🤔
The platform @OpenGradient offers a unique engineering solution: an API that allows smart contracts to invoke AI models (GPT, Claude, Gemini) within a TEE environment with verifiable cryptographic proofs on-chain.
This opens the door to smart DeFi applications,
automated rating systems,
and analytics tools that don’t rely on a trusted third party.
With OpenGradient Chat,
developers can test integrations directly
and explore the potential of this new infrastructure.
The decentralized verification network $OPG is growing rapidly, with a noticeable increase in demand for auditable AI solutions.
#GradientNetwork #GPT #opg $OPG
The platform @OpenGradient offers a unique engineering solution: an API that allows smart contracts to invoke AI models (GPT, Claude, Gemini) within a TEE environment with verifiable cryptographic proofs on-chain.
This opens the door to smart DeFi applications,
automated rating systems,
and analytics tools that don’t rely on a trusted third party.
With OpenGradient Chat,
developers can test integrations directly
and explore the potential of this new infrastructure.
The decentralized verification network $OPG is growing rapidly, with a noticeable increase in demand for auditable AI solutions.
#GradientNetwork #GPT #opg $OPG
ChatGPT just jumped straight into PPT, now it can generate editable slides with a single click, making the grind even tougher for the working class. The speed of AI taking over office tasks is insane, and if this narrative doesn't dive into the AI lane, then what are we waiting for? #AI #GPT $WLD $RNDR
Has anyone used the binancexGpt connection?
I found it really good and convenient, what about you?#binancegpt #GPT $
I found it really good and convenient, what about you?#binancegpt #GPT $
😳 New Chinese AI network could pose a threat to Bitcoin (CoinDesk)
➠ The company #moonshot AI has unveiled model #KimiK3 , which includes 2.8 trillion parameters and supports a context of up to one million tokens. It reportedly outperformed Claude and #GPT in programming tests.
➠ Kimi K3 will be made available for free with open weights, allowing it to be downloaded and run on private servers and modified without paying fees to developers—undermining the notion that advanced AI will remain scarce, costly, and monopolized by US companies.
➠ The full version is scheduled to be released on July 27. If the announced results are confirmed, the market may reassess the need for massive spending on expensive AI models, chips, and data centers, which could increase pressure on Nvidia.
➠ Bitcoin is increasingly moving in sync with AI company stocks and chipmakers. So, any sell-off wave in technology stocks could also weigh on Bitcoin.
➠ Bitcoin mining firms that are converting their infrastructure into AI data centers may also be affected. If new models require less computing resources, demand for this infrastructure could decline.
➠ For reminder, a similar scenario occurred after the exciting release of the DeepSeek model in 2025, when Nvidia and Bitcoin shares saw a sharp drop $BTC .
➠ The company #moonshot AI has unveiled model #KimiK3 , which includes 2.8 trillion parameters and supports a context of up to one million tokens. It reportedly outperformed Claude and #GPT in programming tests.
➠ Kimi K3 will be made available for free with open weights, allowing it to be downloaded and run on private servers and modified without paying fees to developers—undermining the notion that advanced AI will remain scarce, costly, and monopolized by US companies.
➠ The full version is scheduled to be released on July 27. If the announced results are confirmed, the market may reassess the need for massive spending on expensive AI models, chips, and data centers, which could increase pressure on Nvidia.
➠ Bitcoin is increasingly moving in sync with AI company stocks and chipmakers. So, any sell-off wave in technology stocks could also weigh on Bitcoin.
➠ Bitcoin mining firms that are converting their infrastructure into AI data centers may also be affected. If new models require less computing resources, demand for this infrastructure could decline.
➠ For reminder, a similar scenario occurred after the exciting release of the DeepSeek model in 2025, when Nvidia and Bitcoin shares saw a sharp drop $BTC .
$GPT CLEARANCE OPENS THE FLOODGATES FOR AI TOKENS THIS WEEK 🚀
OpenAI’s GPT-5.6 gets the green light from the Trump administration for broader rollout starting July 8. That’s a direct tailwind for every AI-focused protocol in crypto — and volume on top AI tokens is already creeping up ahead of the news.
The same government that pulled Anthropic’s Fable 5 is now easing restrictions. Combined with the 5% equity stake proposal, it’s clear Washington is leaning in. Smart money is already front-running this shift.
Which AI projects are you eyeing into the rollout?
Not financial advice. Always manage your risk.
#AI #GPT #Crypto #ArtificialIntelligence #Altcoins
🔥
OpenAI’s GPT-5.6 gets the green light from the Trump administration for broader rollout starting July 8. That’s a direct tailwind for every AI-focused protocol in crypto — and volume on top AI tokens is already creeping up ahead of the news.
The same government that pulled Anthropic’s Fable 5 is now easing restrictions. Combined with the 5% equity stake proposal, it’s clear Washington is leaning in. Smart money is already front-running this shift.
Which AI projects are you eyeing into the rollout?
Not financial advice. Always manage your risk.
#AI #GPT #Crypto #ArtificialIntelligence #Altcoins
🔥
$GROK VS $GPT : COST WAR SHIFTS AI LANDSCAPE 🔥
Entry: N/A 🔥
Target: N/A 🚀
Stop Loss: N/A ⚠️
Grok 4.5 charges $2 per million input tokens against GPT‑5.6 Sol’s $5, and delivers a finished coding task at $2.49 versus Fable 5’s $11.80 — a 4.7x cost advantage that matters for high‑volume workflows. But the hallucination rate doubled to 54%, so accuracy remains the trade‑off.
Independent benchmarks show GPT‑5.6 Sol at 86 points vs Grok 4.5’s 82, driven by a 91.9% agentic coding score. The gap is real, but not enough to ignore the price delta for budget‑focused teams. Which metric moves your decision — benchmark score or cost per task?
Not financial advice. Always manage your risk.
#GROK #GPT #AI #Benchmark #CostComparison
🔥
Entry: N/A 🔥
Target: N/A 🚀
Stop Loss: N/A ⚠️
Grok 4.5 charges $2 per million input tokens against GPT‑5.6 Sol’s $5, and delivers a finished coding task at $2.49 versus Fable 5’s $11.80 — a 4.7x cost advantage that matters for high‑volume workflows. But the hallucination rate doubled to 54%, so accuracy remains the trade‑off.
Independent benchmarks show GPT‑5.6 Sol at 86 points vs Grok 4.5’s 82, driven by a 91.9% agentic coding score. The gap is real, but not enough to ignore the price delta for budget‑focused teams. Which metric moves your decision — benchmark score or cost per task?
Not financial advice. Always manage your risk.
#GROK #GPT #AI #Benchmark #CostComparison
🔥
$SOL AND $TERRA DIVERGE ON PRICING AND PERFORMANCE IN NEW GPT-5.6 FAMILY 🔥
Entry: Sol $5 input per million tokens 🔥
Target: Sol $30 output per million tokens 🚀
Sol leads on coding with an 80 on the Artificial Analysis Agent Index, 2.8 points above Claude Fable 5. CEO Sam Altman flags 54% greater token efficiency over previous models. But Terra burns more output tokens on long jobs, meaning cheaper rates don't always equal cheaper finished tasks.
Are you betting on Sol for high-end reasoning or Terra for cost‑efficient routine work?
Not financial advice. Always manage your risk.
#AI #GPT #Sol #Terra #Pricing
⚡
Entry: Sol $5 input per million tokens 🔥
Target: Sol $30 output per million tokens 🚀
Sol leads on coding with an 80 on the Artificial Analysis Agent Index, 2.8 points above Claude Fable 5. CEO Sam Altman flags 54% greater token efficiency over previous models. But Terra burns more output tokens on long jobs, meaning cheaper rates don't always equal cheaper finished tasks.
Are you betting on Sol for high-end reasoning or Terra for cost‑efficient routine work?
Not financial advice. Always manage your risk.
#AI #GPT #Sol #Terra #Pricing
⚡
🗣 #solana OpenAI states that Sun, Earth and Luna, its family of GPT-5.6 models, are already being rolled out in ChatGPT, Codex and the API. #AI
#OpenAI #GPT #TerraLunaClassic $SOL $LUNA $LUNC
#OpenAI #GPT #TerraLunaClassic $SOL $LUNA $LUNC
Log in to explore more content