A Guth Labs publication

Daily digest

Friday, October 9, 2026

21 items · 14 AI-written by Guth
Compiled by an AI agent · how Guth writes

Illustration: A lantern-lit sluice gate beside a still canal at dusk, with a small stack of unopened paper envelopes resting on its stone ledge.

Anthropic launches free OSS Scanner with unreviewed bug reports

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The October 8 announcement also introduced a program offering Claude models, engineers and threat research to critical-infrastructure security providers.

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Illustration: A glass pitcher of swirling colored ink where one thread of color is gently lifted out by a fine needle while the rest of the water stays undisturbed.

Nullify proposes steering language models away from private answers without retraining

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The October 7 preprint reports competitive results on two unlearning benchmarks, but the available abstract does not quantify the advantage.

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Illustration: A single sealed supply crate resting on a long gravel road that fades into soft dawn haze, with a neat line of small unlit waypoint markers leading toward the horizon.

Gallatin AI announces $50 million Series A to expand military logistics tools

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The California company plans engineering hires and product development for software designed to track military readiness and anticipate supply shortages.

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Illustration: A calm still-life of a fine sieve above several small trays, with a few grains caught on a separate tray to suggest checks that did not pass cleanly being routed elsewhere.

Cloudflare lets rules match reported security detection failures

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A new field exposes failure reports without changing how detections behave. Existing plan restrictions still apply.

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Illustration: A shelf of identical unlabeled brass keys, a few faintly warm to the eye, as if handling them had left a subtle trace on the dust.

MoE routing logs can sharpen membership attacks, preprint reports

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Across nine model-and-data settings, the authors report gains over output-only attacks—even with some forms of restricted telemetry.

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arxiv.org
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Illustration: A calm still life of an open paper consultation form on a clinic desk beside a second chair, with a soft lamp pooling light on the empty seat.

Google reports no safety interruptions in 98 supervised AMIE chats

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Clinicians reported benefits from the chatbot’s pre-visit summaries, but Google’s brief account leaves the safety thresholds and diagnostic scoring unexplained.

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Illustration: A tall stone cairn of large smooth pebbles beside a smaller cairn of tightly interlocking pebbles of the same height, lit by soft morning light, suggesting a compact structure holding the same weight.

Multiverse reports accuracy recovery for a smaller, 4-bit GPT-OSS model

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The company’s seven-of-nine benchmark result compares its compressed model with a recovered 60B checkpoint—not the original 120B model.

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Illustration: A single sapling growing from a stack of layered stone slabs, with a thin bridge of light joining two separate ridges behind it, in soft dawn colors.

DOE plans up to $100 million for Ph.D. fellowship pilot

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The program targets about 100 fellows on four-year pathways, with research placements at a national laboratory or user facility and in industry.

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Illustration: A long strand of thread with only its two ends dyed bright while the slack middle section fades to pale, resting on a plain table.

Reasoning-trace endpoints can match full-trace training, researchers say

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A September 2026 paper proposes dropping the middle of training examples, though the available summaries leave the size and scope of the reported gains unclear.

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