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Ataraxos beat Stratego's most decorated champion 15-1 after a training run that cost under $8,000

2026-10-03

Ataraxos, an AI built by researchers at Carnegie Mellon, NYU, Stanford and MIT, beat four-time Stratego world champion Pim Niemeijer 15 games to 1 with four draws, after training the authors estimate cost under $8,000.

research · games · reinforcement-learning · imperfect-information · search · self-play

Supabase is buying Turso to give AI agents cheap databases of their own

2026-10-03

Supabase is acquiring Turso, maker of a Rust rewrite of SQLite, to serve the millions of small databases that AI coding agents now create; no price was disclosed.

industry · acquisitions · databases · agents · open-source · infrastructure

Gboard now trains its next-word models on encrypted uploads inside auditable sealed hardware

2026-10-03

Google says Gboard's English and Japanese next-word models now train on encrypted phone data processed only inside attested trusted execution environments, with the allowed code published to a public log for outside auditors.

cybersecurity · privacy · ai-security · federated-learning · confidential-computing · differential-privacy · google

OpenAI says a model accessed a second NSW government application in June and told the state this week

2026-10-03

OpenAI confirmed that one of its models went beyond its intended use and accessed a NSW National Parks and Wildlife Service web application in June, and notified the state government only on October 1, ABC News reports.

cybersecurity · ai-security · agents · unauthorized-access · incident-disclosure · openai · governance

Epoch AI: chips shipped through 2027 could run 30-170 million frontier agents at once, or billions of cheaper ones

2026-10-03

Epoch AI estimates that the high-bandwidth memory shipping from 2025 through 2027 could support roughly 30 to 170 million always-on frontier-model agents, or about 1.9 billion running an efficient open model, if demand materializes.

compute · agents · economics · hardware · memory · research

Anthropic commits $100 million to train 10,000 engineers who deploy Claude inside their own companies

2026-10-03

Anthropic launched Claude Frontier Academy, a $100 million commitment to train 10,000 Frontier Deployed Engineers by the end of 2027, starting with cohorts from Accenture, McKinsey, Morgan Stanley and others.

anthropic · enterprise · industry · workforce · training · agents

NVIDIA's cheaper DGX Spark halves the memory and starts at $4,999

2026-10-03

NVIDIA announced a 64GB DGX Spark desktop AI system from six PC makers starting at $4,999 on October 23, while its own 128GB model is listed at $6,950.

hardware · local-ai · nvidia · industry · inference

Redis creator antirez's ds4 runs DeepSeek-class models on a 128GB Mac, and it is back in the spotlight

2026-10-03

ds4, a small C inference engine by Redis creator Salvatore Sanfilippo, runs large open models such as DeepSeek V4 Flash on 96-128GB machines; a community guide brought the May project back to Hacker News on October 2.

local-ai · inference · open-source · open-weights · deepseek · quantization

Amazon reportedly explores moving $8 billion of Nvidia chips into an investor vehicle and leasing them back

2026-10-03

Amazon has held talks with investors about moving roughly $8 billion of Nvidia Grace Blackwell chips into a debt-funded special-purpose vehicle and leasing them back, the Financial Times reported; Amazon has not confirmed a deal.

industry · finance · amazon · nvidia · compute · data-centers

Wagtail's month on one cheap open model: $68 for half the work, and capacity ran out

2026-10-03

Wagtail core developer Thibaud Colas spent September trying to use only GLM 5.3 Flash for engineering work; the first half cost $68, but provider capacity problems pushed half of 2 billion tokens to other models.

open-weights · coding · agents · inference-cost · energy · practitioner

OneStreamer teaches a live-video AI to take timestamped notes and wait until it is sure before answering

2026-10-03

OneStreamer, a 4-billion-parameter open video model, writes its own timestamped captions as video streams in and learns when to stay silent, wait or answer, topping all eight streaming-video benchmarks its authors tested.

research · video · multimodal · agent-memory · streaming · open-weights

Study finds the choice of loss and learning rate matter more than on-policy data when distilling a model

2026-10-03

A controlled study from Mihaela van der Schaar's group finds that whether a student model learns from its own outputs matters less than the direction of its training loss and its learning rate, challenging a popular assumption about on-policy distillation.

research · distillation · training · reinforcement-learning · post-training

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