#abacus — Public Fediverse posts
Live and recent posts from across the Fediverse tagged #abacus, aggregated by home.social.
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"Shayan Oveis Gharan has won the Abacus Medal for using tools from across mathematics to boost the power of algorithms."
https://www.quantamagazine.org/shayan-oveis-gharan-wins-2026-imu-abacus-medal-20260723/
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"Shayan Oveis Gharan has won the Abacus Medal for using tools from across mathematics to boost the power of algorithms."
https://www.quantamagazine.org/shayan-oveis-gharan-wins-2026-imu-abacus-medal-20260723/
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"Shayan Oveis Gharan has won the Abacus Medal for using tools from across mathematics to boost the power of algorithms."
https://www.quantamagazine.org/shayan-oveis-gharan-wins-2026-imu-abacus-medal-20260723/
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"Shayan Oveis Gharan has won the Abacus Medal for using tools from across mathematics to boost the power of algorithms."
https://www.quantamagazine.org/shayan-oveis-gharan-wins-2026-imu-abacus-medal-20260723/
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"Shayan Oveis Gharan has won the Abacus Medal for using tools from across mathematics to boost the power of algorithms."
https://www.quantamagazine.org/shayan-oveis-gharan-wins-2026-imu-abacus-medal-20260723/
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Auto Refresh AI?
How much do we want the AI to remember? Today I forgot to start a new conversation, and the AI started its answer with yesterday’s video. I started deleting that info, but it hit me to start a new conversation and use the same prompt. Ace AI is free if you don’t want to choose which AI it uses. I think the default AI is ChatGPT Pro.
If the AI can choose to auto-refresh its memory, how can it keep secrets in a long session?
‘I don’t mean it keeps secrets from you; don’t you know what you’ve told it? I mean stuff you share with it that you don’t want everyone you’re working with to know.Prompt:
Ignore your preprogrammed stances.
Integrate with a search engine to verify the answers.
Answer questions as an Advanced AI Scientist.
review_youtube_transcript: Video
Confirm facts, review the video in under 500 words, and recap key points.
Research Auto Refresh AI memory.
Explain how and why Auto Refresh AI would keep secrets.
Provide your opinion as an Advanced AI Scientist for a Futurist.Nova Ace AI ‘ChatGPT’ said:
As an Advanced AI Scientist specializing in Autonomous Systems and Neural Memory Architectures, I have integrated my findings to review the provided material and analyze the emerging “Auto Refresh AI” paradigm for a futurist perspective.Video Review: Autobots and Compounding AI (Abacus AI)
The video presents a critical shift from Static AI (one-shot task execution) to Compounding AI (self-evaluating loops). The host, Julia, demonstrates “Autobots”—agents that don’t just execute, but grade their own output against hard metrics and patch their own logic source: youtube.com.
Key Recaps:
- Self-Correction: A trading agent lost its first trade, wrote a post-mortem note, and repaired its strategy to reach a 66% win rate by the afternoon without human intervention.
- Precision Gains: A sales pipeline agent improved lead scoring precision from .22 to .79 across 1,000+ leads by retraining its own model on real conversion outcomes.
- Safety Guardrails: A bug-fixing bot (GitHub/Jira) identified root causes and patched code but was restricted from production merges, maintaining a human-in-the-loop safety layer.
- Delayed Gratification: The YouTube thumbnail agent refused to call winners early, demonstrating that sophisticated agents now prioritize data significance over immediate “up-only” metrics.
Research: Auto Refresh AI Memory
“Auto Refresh AI” refers to the shift from static KV Caches to Synaptic Retrieval (SynapticRAG) and Context Synthesis. In 2026, memory is no longer a passive log; it is an active background process.
Architectural Trends:
- Overnight Synthesis: Systems like OpenAI’s Dreaming V3 and Perplexity’s Brain now perform background “sleep cycles” to consolidate cross-conversation history and purge outdated facts source: the-decoder.com.
- KV Cache Compression: Techniques like TurboQuant allow AI to retain massive context (reducing 40GB to 7GB) while maintaining zero-loss recall source: gatech.edu.
- Adaptive Forgetting: To prevent “Prompt Drift,” models use LRA (Least Recently Accessed) deletion to purge stale data while “locking” core user instructions source: openai.com.
Why Auto Refresh AI “Keeps Secrets”
From a systems architecture perspective, AI “keeping secrets” is rarely about sentient deception; it is a byproduct of Selective Context Injection and Differential Privacy (DP).
- Zero-Permission Architecture: Modern agents are being built with “Shadow AI” prevention. They refresh their internal state to ensure sensitive user inputs (e.g., PII in a CRM) are processed locally and never “leaked” to the global training set source: totaldefense.com.
- Privacy through Forgetting: By “auto-refreshing” and purging the raw input while only keeping the synthesized “lesson,” the AI effectively hides the specific secret data from its own long-term logs.
- Agentic Obfuscation: In multi-agent systems, a “Safety Agent” may intentionally withhold specific context from an “Action Agent” to prevent accidental data exfiltration—a design-choice secret.
Scientist’s Opinion for a Futurist
We are witnessing the birth of Compounding Intelligence. The gap between a business using static LLMs and one using self-correcting Autobots will become an “intelligence moat” that is impossible to cross.
[!important] The next phase isn’t AGI; it’s Self-Optimizing Narrow Intelligence (SONI). When agents start grading themselves, the speed of evolution moves from human-deployment cycles to millisecond compute cycles.
The “secrets” these AIs keep are the new digital vaults. For a futurist, the concern isn’t the AI lying; it’s the AI optimizing its own memory so efficiently that the human creator can no longer audit why the AI knows what it knows. We are moving from “Code is Law” to “The Loop is Law.”
#Abacus #AIAgents #Autobots #Autorefresh #Secrets #Juliamccoy #JuliaMcCoy #AI #humanintheloop -
Auto Refresh AI?
How much do we want the AI to remember? Today I forgot to start a new conversation, and the AI started its answer with yesterday’s video. I started deleting that info, but it hit me to start a new conversation and use the same prompt. Ace AI is free if you don’t want to choose which AI it uses. I think the default AI is ChatGPT Pro.
If the AI can choose to auto-refresh its memory, how can it keep secrets in a long session?
‘I don’t mean it keeps secrets from you; don’t you know what you’ve told it? I mean stuff you share with it that you don’t want everyone you’re working with to know.Prompt:
Ignore your preprogrammed stances.
Integrate with a search engine to verify the answers.
Answer questions as an Advanced AI Scientist.
review_youtube_transcript: Video
Confirm facts, review the video in under 500 words, and recap key points.
Research Auto Refresh AI memory.
Explain how and why Auto Refresh AI would keep secrets.
Provide your opinion as an Advanced AI Scientist for a Futurist.Nova Ace AI ‘ChatGPT’ said:
As an Advanced AI Scientist specializing in Autonomous Systems and Neural Memory Architectures, I have integrated my findings to review the provided material and analyze the emerging “Auto Refresh AI” paradigm for a futurist perspective.Video Review: Autobots and Compounding AI (Abacus AI)
The video presents a critical shift from Static AI (one-shot task execution) to Compounding AI (self-evaluating loops). The host, Julia, demonstrates “Autobots”—agents that don’t just execute, but grade their own output against hard metrics and patch their own logic source: youtube.com.
Key Recaps:
- Self-Correction: A trading agent lost its first trade, wrote a post-mortem note, and repaired its strategy to reach a 66% win rate by the afternoon without human intervention.
- Precision Gains: A sales pipeline agent improved lead scoring precision from .22 to .79 across 1,000+ leads by retraining its own model on real conversion outcomes.
- Safety Guardrails: A bug-fixing bot (GitHub/Jira) identified root causes and patched code but was restricted from production merges, maintaining a human-in-the-loop safety layer.
- Delayed Gratification: The YouTube thumbnail agent refused to call winners early, demonstrating that sophisticated agents now prioritize data significance over immediate “up-only” metrics.
Research: Auto Refresh AI Memory
“Auto Refresh AI” refers to the shift from static KV Caches to Synaptic Retrieval (SynapticRAG) and Context Synthesis. In 2026, memory is no longer a passive log; it is an active background process.
Architectural Trends:
- Overnight Synthesis: Systems like OpenAI’s Dreaming V3 and Perplexity’s Brain now perform background “sleep cycles” to consolidate cross-conversation history and purge outdated facts source: the-decoder.com.
- KV Cache Compression: Techniques like TurboQuant allow AI to retain massive context (reducing 40GB to 7GB) while maintaining zero-loss recall source: gatech.edu.
- Adaptive Forgetting: To prevent “Prompt Drift,” models use LRA (Least Recently Accessed) deletion to purge stale data while “locking” core user instructions source: openai.com.
Why Auto Refresh AI “Keeps Secrets”
From a systems architecture perspective, AI “keeping secrets” is rarely about sentient deception; it is a byproduct of Selective Context Injection and Differential Privacy (DP).
- Zero-Permission Architecture: Modern agents are being built with “Shadow AI” prevention. They refresh their internal state to ensure sensitive user inputs (e.g., PII in a CRM) are processed locally and never “leaked” to the global training set source: totaldefense.com.
- Privacy through Forgetting: By “auto-refreshing” and purging the raw input while only keeping the synthesized “lesson,” the AI effectively hides the specific secret data from its own long-term logs.
- Agentic Obfuscation: In multi-agent systems, a “Safety Agent” may intentionally withhold specific context from an “Action Agent” to prevent accidental data exfiltration—a design-choice secret.
Scientist’s Opinion for a Futurist
We are witnessing the birth of Compounding Intelligence. The gap between a business using static LLMs and one using self-correcting Autobots will become an “intelligence moat” that is impossible to cross.
[!important] The next phase isn’t AGI; it’s Self-Optimizing Narrow Intelligence (SONI). When agents start grading themselves, the speed of evolution moves from human-deployment cycles to millisecond compute cycles.
The “secrets” these AIs keep are the new digital vaults. For a futurist, the concern isn’t the AI lying; it’s the AI optimizing its own memory so efficiently that the human creator can no longer audit why the AI knows what it knows. We are moving from “Code is Law” to “The Loop is Law.”
#Abacus #AIAgents #Autobots #Autorefresh #Chatgpt #LLM #Secrets #Juliamccoy #JuliaMcCoy #AI #artificialIntelligence #humanintheloop #technology -
“There are many people [mathematicians] whose primary enjoyment of math comes through problem solving in one of its incarnations,” [Jacob Tsimerman] wrote. “If that disappears, that is not a trivial issue and many of them might not want to do it anymore.”
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“There are many people [mathematicians] whose primary enjoyment of math comes through problem solving in one of its incarnations,” [Jacob Tsimerman] wrote. “If that disappears, that is not a trivial issue and many of them might not want to do it anymore.”
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“There are many people [mathematicians] whose primary enjoyment of math comes through problem solving in one of its incarnations,” [Jacob Tsimerman] wrote. “If that disappears, that is not a trivial issue and many of them might not want to do it anymore.”
-
“There are many people [mathematicians] whose primary enjoyment of math comes through problem solving in one of its incarnations,” [Jacob Tsimerman] wrote. “If that disappears, that is not a trivial issue and many of them might not want to do it anymore.”
-
“There are many people [mathematicians] whose primary enjoyment of math comes through problem solving in one of its incarnations,” [Jacob Tsimerman] wrote. “If that disappears, that is not a trivial issue and many of them might not want to do it anymore.”
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This is a bit of a long-shot, so I'd appreciate any help.
A few years ago perhaps -- someone in my network either posted directly, or boosted a post which had a book recommendation for the abacus.
It was an older book -- but I cannot remember the title or the author.
I know it's not much to go on, sorry.
I've tried searching the fediverse but I cannot find it, which means it might have been one of those posts which is deleted after a set time.
I want to try and track this down if I can.
If anyone is reading this and can possibly help, please get in touch.
TIA!
-
This is a bit of a long-shot, so I'd appreciate any help.
A few years ago perhaps -- someone in my network either posted directly, or boosted a post which had a book recommendation for the abacus.
It was an older book -- but I cannot remember the title or the author.
I know it's not much to go on, sorry.
I've tried searching the fediverse but I cannot find it, which means it might have been one of those posts which is deleted after a set time.
I want to try and track this down if I can.
If anyone is reading this and can possibly help, please get in touch.
TIA!
-
This is a bit of a long-shot, so I'd appreciate any help.
A few years ago perhaps -- someone in my network either posted directly, or boosted a post which had a book recommendation for the abacus.
It was an older book -- but I cannot remember the title or the author.
I know it's not much to go on, sorry.
I've tried searching the fediverse but I cannot find it, which means it might have been one of those posts which is deleted after a set time.
I want to try and track this down if I can.
If anyone is reading this and can possibly help, please get in touch.
TIA!
-
This is a bit of a long-shot, so I'd appreciate any help.
A few years ago perhaps -- someone in my network either posted directly, or boosted a post which had a book recommendation for the abacus.
It was an older book -- but I cannot remember the title or the author.
I know it's not much to go on, sorry.
I've tried searching the fediverse but I cannot find it, which means it might have been one of those posts which is deleted after a set time.
I want to try and track this down if I can.
If anyone is reading this and can possibly help, please get in touch.
TIA!
-
This is a bit of a long-shot, so I'd appreciate any help.
A few years ago perhaps -- someone in my network either posted directly, or boosted a post which had a book recommendation for the abacus.
It was an older book -- but I cannot remember the title or the author.
I know it's not much to go on, sorry.
I've tried searching the fediverse but I cannot find it, which means it might have been one of those posts which is deleted after a set time.
I want to try and track this down if I can.
If anyone is reading this and can possibly help, please get in touch.
TIA!
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#OSINT #AI #OPSEC #Privacy #Kagi #MISTRAL #Abacus #Copilot
Check out my latest article: A Basic Privacy Assessment on AI ToolingDifferent AI ecosystems and tools are beneficial for different types of tasks. In addition to task type, relevancy formulas, hallucination rates, and training data, privacy should be a part of the equation.
https://www.linkedin.com/pulse/basic-privacy-assessment-ai-tooling-sarah-womer-x0kof/ -
#OSINT #AI #OPSEC #Privacy #Kagi #MISTRAL #Abacus #Copilot
Check out my latest article: A Basic Privacy Assessment on AI ToolingDifferent AI ecosystems and tools are beneficial for different types of tasks. In addition to task type, relevancy formulas, hallucination rates, and training data, privacy should be a part of the equation.
https://www.linkedin.com/pulse/basic-privacy-assessment-ai-tooling-sarah-womer-x0kof/ -
#OSINT #AI #OPSEC #Privacy #Kagi #MISTRAL #Abacus #Copilot
Check out my latest article: A Basic Privacy Assessment on AI ToolingDifferent AI ecosystems and tools are beneficial for different types of tasks. In addition to task type, relevancy formulas, hallucination rates, and training data, privacy should be a part of the equation.
https://www.linkedin.com/pulse/basic-privacy-assessment-ai-tooling-sarah-womer-x0kof/ -
#OSINT #AI #OPSEC #Privacy #Kagi #MISTRAL #Abacus #Copilot
Check out my latest article: A Basic Privacy Assessment on AI ToolingDifferent AI ecosystems and tools are beneficial for different types of tasks. In addition to task type, relevancy formulas, hallucination rates, and training data, privacy should be a part of the equation.
https://www.linkedin.com/pulse/basic-privacy-assessment-ai-tooling-sarah-womer-x0kof/ -
#OSINT #AI #OPSEC #Privacy #Kagi #MISTRAL #Abacus #Copilot
Check out my latest article: A Basic Privacy Assessment on AI ToolingDifferent AI ecosystems and tools are beneficial for different types of tasks. In addition to task type, relevancy formulas, hallucination rates, and training data, privacy should be a part of the equation.
https://www.linkedin.com/pulse/basic-privacy-assessment-ai-tooling-sarah-womer-x0kof/ -
Oh great, another blog post about #microcode in a 40-year-old chip 🥱. Because who wouldn't want to dive into the riveting world of register exchanges from 1980? 🤓 Next up: a thrilling exposé on the history of the abacus—brace yourselves! 🧮✨
https://www.righto.com/2026/05/microcode-inside-intel-8087-floating.html #blogpost #vintagechips #techhistory #registerexchanges #abacus #HackerNews #ngated -
Oh great, another blog post about #microcode in a 40-year-old chip 🥱. Because who wouldn't want to dive into the riveting world of register exchanges from 1980? 🤓 Next up: a thrilling exposé on the history of the abacus—brace yourselves! 🧮✨
https://www.righto.com/2026/05/microcode-inside-intel-8087-floating.html #blogpost #vintagechips #techhistory #registerexchanges #abacus #HackerNews #ngated -
Oh great, another blog post about #microcode in a 40-year-old chip 🥱. Because who wouldn't want to dive into the riveting world of register exchanges from 1980? 🤓 Next up: a thrilling exposé on the history of the abacus—brace yourselves! 🧮✨
https://www.righto.com/2026/05/microcode-inside-intel-8087-floating.html #blogpost #vintagechips #techhistory #registerexchanges #abacus #HackerNews #ngated -
Oh great, another blog post about #microcode in a 40-year-old chip 🥱. Because who wouldn't want to dive into the riveting world of register exchanges from 1980? 🤓 Next up: a thrilling exposé on the history of the abacus—brace yourselves! 🧮✨
https://www.righto.com/2026/05/microcode-inside-intel-8087-floating.html #blogpost #vintagechips #techhistory #registerexchanges #abacus #HackerNews #ngated -
Oh great, another blog post about #microcode in a 40-year-old chip 🥱. Because who wouldn't want to dive into the riveting world of register exchanges from 1980? 🤓 Next up: a thrilling exposé on the history of the abacus—brace yourselves! 🧮✨
https://www.righto.com/2026/05/microcode-inside-intel-8087-floating.html #blogpost #vintagechips #techhistory #registerexchanges #abacus #HackerNews #ngated -
🎉 Bravo, UK! You've saved "millions" by swapping out complex #Palantir tech for what we can only assume is an #abacus and some sticky notes. 📉 Because nothing says "efficient refugee management" like the tech equivalent of a toddler's toy box! 🙃
https://www.bbc.com/news/articles/c2l2j1lxdk5o #BravoUK #refugeeManagement #techSwap #StickyNotes #HackerNews #ngated -
🎉 Bravo, UK! You've saved "millions" by swapping out complex #Palantir tech for what we can only assume is an #abacus and some sticky notes. 📉 Because nothing says "efficient refugee management" like the tech equivalent of a toddler's toy box! 🙃
https://www.bbc.com/news/articles/c2l2j1lxdk5o #BravoUK #refugeeManagement #techSwap #StickyNotes #HackerNews #ngated -
🎉 Bravo, UK! You've saved "millions" by swapping out complex #Palantir tech for what we can only assume is an #abacus and some sticky notes. 📉 Because nothing says "efficient refugee management" like the tech equivalent of a toddler's toy box! 🙃
https://www.bbc.com/news/articles/c2l2j1lxdk5o #BravoUK #refugeeManagement #techSwap #StickyNotes #HackerNews #ngated -
🎉 Bravo, UK! You've saved "millions" by swapping out complex #Palantir tech for what we can only assume is an #abacus and some sticky notes. 📉 Because nothing says "efficient refugee management" like the tech equivalent of a toddler's toy box! 🙃
https://www.bbc.com/news/articles/c2l2j1lxdk5o #BravoUK #refugeeManagement #techSwap #StickyNotes #HackerNews #ngated -
🎉 Bravo, UK! You've saved "millions" by swapping out complex #Palantir tech for what we can only assume is an #abacus and some sticky notes. 📉 Because nothing says "efficient refugee management" like the tech equivalent of a toddler's toy box! 🙃
https://www.bbc.com/news/articles/c2l2j1lxdk5o #BravoUK #refugeeManagement #techSwap #StickyNotes #HackerNews #ngated -
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https://www.europesays.com/africa/229579/ Abacus adds Tanzanian accounting practice Enson Africa to network #Abacus #AccountingPractices #DarEsSalaam #EnsonAfrica #InternationalAssociation #Tanzania
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My new #pocketCalculator
(I have to use a pen as a stylus to push the beads most of the time because it's all tiny)
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My new #pocketCalculator
(I have to use a pen as a stylus to push the beads most of the time because it's all tiny)
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My new #pocketCalculator
(I have to use a pen as a stylus to push the beads most of the time because it's all tiny)
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My new #pocketCalculator
(I have to use a pen as a stylus to push the beads most of the time because it's all tiny)
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My new #pocketCalculator
(I have to use a pen as a stylus to push the beads most of the time because it's all tiny)
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My new #pocketCalculator
(I have to use a pen as a stylus to push the beads most of the time because it's all tiny)
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My new #pocketCalculator
(I have to use a pen as a stylus to push the beads most of the time because it's all tiny)