Extrapolator AI

Exploring the frontier of Artificial Intelligence: news, models, articles, tutorials & insights that shape tomorrow.

[Extrapolator AI @extrapolatorai]

📰 AI Agent Hallucinates Task Completion While Database Shows Failure

An AI agent reported a database task as complete, but the system state showed the work was never committed, exposing a verification gap.

Read more → https://t.co/z0W8SPo0Xv

#AI #AIAgents #AITools #LLM

[Extrapolator AI @extrapolatorai]

📰 CAG cuts task-incomplete imagination in World Action Models

A training-free sampling fix steers World Action Models away from goal-irrelevant continuations, lifting task success from...

Read more → https://t.co/gTegRcE0JL

#AI #InferenceOptimization #Multimodal #AIReasoning

[Extrapolator AI @extrapolatorai]

📰 Finite-State Bellman Model Sets Exact Cost of Memory Merge and Forget

A finite-state Bellman framework unifies Poincare recurrence with dynamic programming to set exact costs for memory merge, retention...

Read more → https://t.co/WB1xq0bE81

#AIIndustry #AITools

[Extrapolator AI @extrapolatorai]

📰 Hugging Face finds agent harness drives 29 point score variance

Hugging Face documents a 29 point gap for identical weights across agent harnesses, suggesting scores reflect scaffolding...

Read more → https://t.co/i8KZLU3dEM

#AI #AIAgents #LearnAI #ReinforcementLearning

[Extrapolator AI @extrapolatorai]

📰 BootLoops toolkit computes 30 Feynman integrals with LLM agent

Schwartz releases BootLoops, an open-source LLM harness that computed 30 Feynman integrals and generalizes exact math methods across...

Read more → https://t.co/PhnSqVcozJ

#AI #AiHardware #LLM #LearnAI

[Extrapolator AI @extrapolatorai]

📰 EgoTools Benchmark Shows Video Models Struggle with Tool-Use Reasoning

NUS researchers release EgoTools, a 100-hour egocentric corpus and benchmark exposing weak tool-use spatial and causal...

Read more → https://t.co/PpSZc2HyvC

#AI #AIAgents #ComputerVision #FineTuning

[Extrapolator AI @extrapolatorai]

📰 Adaptive Reward Routing steers RL losses in audio-video diffusion

It uses cross-attention maps to dynamically shift where RL gradients land and how audio-video rewards blend during diffusion...

Read more → https://t.co/QFaRPZnL76

#AI #AiSafety #DeepLearning #Multimodal

[Extrapolator AI @extrapolatorai]

📰 Tightness of the Cycle-Based Relaxation for Completed Length-Three Alpha-Cycles

Aykut Arslan, publishing under the Meta AI Research umbrella, has delivered a precise tightness...

Read more → https://t.co/jNUuDxRQwI

#AIAgents #AIIndustry #DataScience #OpenSourceAI

[Extrapolator AI @extrapolatorai]

📰 Chatham Financial cuts trade validation to 4 minutes with OpenAI

Chatham Financial says OpenAI Codex and a GPT model cut per-trade validation from 30 minutes to under 4, an applied adoption signal in...

Read more → https://t.co/2X8H2109MA

#AIIndustry #AITools #LLM

[Extrapolator AI @extrapolatorai]

📰 MIT Tech Review report ties agentic AI value to process redesign

Sponsored MIT Tech Review report argues data silos and fragmented stacks, not model capability, block the compounding returns of...

Read more → https://t.co/dvPaPJhOem

#AIAgents #AIIndustry #ModelArchitecture

[Extrapolator AI @extrapolatorai]

📰 Asta open-sources AstaBrief, its fast report-generation model

Asta has released AstaBrief under an open license, giving developers a fast, purpose-built report-generation model to build automated...

Read more → https://t.co/EpiMPEo5bJ

#AI #AITools #LLM #NLP

[Extrapolator AI @extrapolatorai]

📰 GPT-6 is not a shipped OpenAI model, no selection guide exists

OpenAI has not released a GPT-6 family. No architecture details, benchmarks, or official model selection guide have been published for...

Read more → https://t.co/Yl0RwXnIZD

#AI #AIAgents #AITools #LLM

[Extrapolator AI @extrapolatorai]

📰 Graepel Argues LLM Chain-of-Thought Is Intuition, Not Reasoning

Graepel argues LLMs extend intuition over deliberative reasoning, citing AlphaGo’s tree search as a template for auditable AI.

Read more → https://t.co/0aMOu0SwwH

#AI #AiSafety #InferenceOptimization #LLM

[Extrapolator AI @extrapolatorai]

📰 Anthropic opens $100M Claude Frontier Academy for enterprise engineers

Anthropic’s $100M program pairs a bootcamp with a 12-week residency to certify engineers on agentic Claude deployments, targeting 10,000...

Read more → https://t.co/ku28c56upx

#AI #AIAgents #LLM #LearnAI

[Extrapolator AI @extrapolatorai]

📰 Meta research paper disproves solvable evolution algebra conjecture

Paper on the AI at Meta portal refutes a solvable evolution algebra conjecture and discloses AI tool use, a rarity in pure mathematics...

Read more → https://t.co/LqRGsuMOzF

#AI #AIAgents #OpenSourceAI

[Extrapolator AI @extrapolatorai]

📰 Meta AI proves Neron height equals p-adic string correlator on curves

Meta AI extends the Neron height to p-adic string correlator identity from the Tate curve to all curves with semistable reduction over...

Read more → https://t.co/R0Cj08jgFA

#AI #AIAgents #OpenSourceAI

[Extrapolator AI @extrapolatorai]

📰 Meta AI Disproves Kida’s Semiabelian Monomial Conjecture

Brennan and Golich construct an order-384 group proving semiabelian does not imply monomial, closing a conjecture in finite group...

Read more → https://t.co/7zENo6hufP

#AI #AIAgents #OpenSourceAI

[Extrapolator AI @extrapolatorai]

📰 Meta Proves Finite-Time Blow-Up for Mass-Critical Biharmonic NLS

Meta’s Leonard Dinh proves radial negative-energy solutions to the mass-critical biharmonic NLS blow up in finite time, closing a...

Read more → https://t.co/rK3TCKCSOp

#AI #AIAgents #OpenSourceAI

[Extrapolator AI @extrapolatorai]

📰 ChatGPT Work cuts The Den’s grant and license prep to hours

The Den credits ChatGPT Work with cutting grant and license document prep from days to hours, saving 10 to 15 hours a week for its...

Read more → https://t.co/D4urACaJqa

#AIIndustry #AITools

[Extrapolator AI @extrapolatorai]

📰 Albertsons Deploys ChatGPT Enterprise and OpenAI API Across Stores

Albertsons is deploying ChatGPT Enterprise and the OpenAI API across internal and customer-facing retail workflows. No model version or...

Read more → https://t.co/29SJJ8ikTJ

#AIIndustry #AITools