Foresight and advisory intelligence · MJ

What is becoming true.
What to advise.

Signals are promoted only when they change a judgment, strengthen a convergence, or create a time-sensitive advisory move.

Most recent successful retrieval (partial coverage): 20 Sep, 09:29 Beirut
Packet generated 20 Sep, 09:32 Beirut
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1do now
3open decisions
12signals in view
12precursors
72sources tracked
4stale · 4 errors
Labs, models & tooling33/34 live
97%
Research13/13 live
100%
Expert intelligence6/6 live
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Policy, capital & adoption14/17 live
82%
Talent2/2 live
100%
Grok / X precursor scoutLatest attempt 19 Sep, 10:03 Beirut

SCOUT FAILED — The scout did not produce a complete, valid result.

Coverage unverified · 16 configured accounts · 10 configured searches.
Collection gaps requiring attention
Source cadence and retrieval status
SourceCadenceLast successNext dueCurrent state
OpenAI official news30 min20 Sep, 09:2920 Sep, 09:59ok
Anthropic official news30 min20 Sep, 09:2920 Sep, 09:59ok
Google DeepMind official blog30 min20 Sep, 09:2920 Sep, 09:59ok
Google Research blog30 min20 Sep, 09:2920 Sep, 09:59ok
Hugging Face blog120 min20 Sep, 09:2920 Sep, 11:29unchanged
NVIDIA technical blog120 min20 Sep, 09:2920 Sep, 11:29unchanged
arXiv AI preprints1440 min19 Sep, 09:4620 Sep, 09:46empty
arXiv robotics preprints1440 min19 Sep, 09:4620 Sep, 09:46empty
arXiv machine learning preprints1440 min19 Sep, 09:4620 Sep, 09:46empty
vLLM releases60 min20 Sep, 09:2920 Sep, 10:29unchanged
llama.cpp releases60 min20 Sep, 09:2920 Sep, 10:29ok
Transformers releases60 min20 Sep, 09:2920 Sep, 10:29ok
SGLang releases60 min20 Sep, 09:2920 Sep, 10:29unchanged
Qwen model repositories60 min20 Sep, 09:2920 Sep, 10:29ok
deepseek-ai model repositories60 min20 Sep, 09:2920 Sep, 10:29ok
meta-llama model repositories60 min20 Sep, 09:2920 Sep, 10:29ok
Epoch AI — Gradient Updates120 min20 Sep, 09:2920 Sep, 11:29ok
METR research120 min20 Sep, 09:2920 Sep, 11:29ok
The Innermost Loop30 min20 Sep, 09:2920 Sep, 09:59ok
Moonshots with Peter Diamandis30 min20 Sep, 09:2920 Sep, 09:59ok
Jack Clark — Import AI180 min20 Sep, 09:2920 Sep, 12:29ok
arXiv computational linguistics preprints1440 min19 Sep, 09:4620 Sep, 09:46empty
arXiv computer vision preprints1440 min19 Sep, 09:4620 Sep, 09:46empty
arXiv quantitative biology preprints1440 min19 Sep, 09:4620 Sep, 09:46empty
Hugging Face papers1440 min19 Sep, 09:4620 Sep, 09:46ok
Hugging Face recent model repositories60 min20 Sep, 09:2920 Sep, 10:29ok
Hugging Face recent dataset repositories120 min20 Sep, 09:2920 Sep, 11:29ok
GitHub trending repositories1440 min19 Sep, 09:4620 Sep, 09:46ok
GitHub trending Python repositories1440 min19 Sep, 09:4620 Sep, 09:46ok
GitHub trending Jupyter repositories1440 min19 Sep, 09:4620 Sep, 09:46ok
OpenRouter newest model listings1440 min19 Sep, 09:4620 Sep, 09:46ok
SWE-bench leaderboard10080 min14 Sep, 11:4721 Sep, 11:47ok
Product Hunt AI launches1440 min19 Sep, 09:4620 Sep, 09:46ok
SEC latest EDGAR filings1440 min19 Sep, 09:4620 Sep, 09:46ok
ARPA-E funding opportunities10080 min14 Sep, 11:5721 Sep, 11:57ok
ARPA-H funding opportunities10080 min14 Sep, 11:5721 Sep, 11:57ok
DARPA opportunities10080 min14 Sep, 11:5721 Sep, 11:57ok
FDA press announcements10080 min14 Sep, 11:4721 Sep, 11:47ok
NIST AI publications10080 min14 Sep, 11:5721 Sep, 11:57ok
LessWrong latest posts1440 min19 Sep, 09:4620 Sep, 09:46ok
Hacker News newest1440 min19 Sep, 09:4620 Sep, 09:46ok
Alignment Forum latest posts1440 min19 Sep, 09:4620 Sep, 09:46ok
Anthropic careers10080 min14 Sep, 11:4721 Sep, 11:47ok
Google DeepMind careers10080 min14 Sep, 11:5721 Sep, 11:57ok
GitHub topic artificial intelligence1440 min19 Sep, 09:4620 Sep, 09:46ok
GitHub topic agents1440 min19 Sep, 09:4620 Sep, 09:46ok
GitHub topic robotics1440 min19 Sep, 09:4620 Sep, 09:46ok
Hugging Face trending Spaces1440 min19 Sep, 09:4620 Sep, 09:46ok
OpenRouter monthly rankings10080 min14 Sep, 11:4721 Sep, 11:47ok
Artificial Analysis models10080 min14 Sep, 11:4721 Sep, 11:47ok
FDA AI/ML-enabled medical devices1440 min14 Sep, 11:4721 Sep, 11:47ok
NIST AI Resource Center1440 min14 Sep, 11:4721 Sep, 11:47ok
EU AI Office10080 min14 Sep, 11:4721 Sep, 11:47ok
Defense Innovation Unit open solicitations10080 min14 Sep, 11:5721 Sep, 11:57ok
DOE EERE funding opportunities10080 min14 Sep, 11:5721 Sep, 11:57ok
AI Engineer events10080 min14 Sep, 11:4721 Sep, 11:47ok
Foresight Institute events10080 min14 Sep, 11:5721 Sep, 11:57ok
Copenhagen Institute for Futures Studies10080 min14 Sep, 11:4721 Sep, 11:47ok
SynBioBeta10080 min14 Sep, 11:4721 Sep, 11:47ok
NeurIPS program site10080 min14 Sep, 11:4721 Sep, 11:47ok
ICML program site10080 min14 Sep, 11:4721 Sep, 11:47ok
ICLR program site10080 min14 Sep, 11:4721 Sep, 11:47ok
bioRxiv AI-relevant biology preprints720 min20 Sep, 09:2920 Sep, 21:29ok
medRxiv computational and clinical preprints720 min20 Sep, 09:2920 Sep, 21:29ok
ClinicalTrials.gov AI studies1440 minUnknown20 Sep, 09:46error · stale
GitHub trending developers1440 min19 Sep, 09:4620 Sep, 09:46ok
Federal Register — artificial intelligence30 min20 Sep, 09:2920 Sep, 09:59ok
Federal Register — compute, data centers and energy30 min20 Sep, 09:2920 Sep, 09:59ok
Federal Register — biotechnology and clinical AI60 min20 Sep, 09:2920 Sep, 10:29ok
Congress — frontier technology bills and actions60 minUnknown21 Sep, 01:29error · stale
Regulations.gov — AI documents and comment deadlines60 minUnknown21 Sep, 01:29error · stale
SAM.gov — AI procurement notices1440 minUnknown21 Sep, 09:29error · stale

Early observations

Unverified candidates for review. Ranking is a heuristic, not confidence or probability.

PRECURSOR19 Sep, 09:46

Stopgap Measures to Address Immediate AI Security Threats

Most people know AI as the technology behind chatbots like ChatGPT. However, what the top AI companies are explicitly aiming for is something else entirely: superintelligent AI. That means AI that can fully replace and outmatch humans at any task, including in domains like hacking, social engineering, and military…

capabilityconstraintspolicy
community post; claims unverified
PRECURSOR17 Sep, 16:24

OpenRouter model listing: DeepSeek: DeepSeek Pro Latest

{"id": "~deepseek/deepseek-pro-latest", "name": "DeepSeek: DeepSeek Pro Latest", "description": "This model always redirects to the latest model in the DeepSeek Pro family.", "context_length": 1048576, "architecture": {"modality": "text->text", "input_modalities": ["text"], "output_modalities": ["text"], "tokenizer":…

capabilitydeployment
model listing metadata; capabilities/pricing require verification
PRECURSOR17 Sep, 16:24

OpenRouter model listing: DeepSeek: DeepSeek Flash Latest

{"id": "~deepseek/deepseek-flash-latest", "name": "DeepSeek: DeepSeek Flash Latest", "description": "This model always redirects to the latest model in the DeepSeek Flash family.", "context_length": 1048576, "architecture": {"modality": "text+image->text", "input_modalities": ["text", "image"], "output_modalities": ["text"],…

capabilitydeployment
model listing metadata; capabilities/pricing require verification
PRECURSOR15 Sep, 15:41

Accelerating Dropless MoE Training in JAX with NVIDIA Transformer Engine

Mixture of experts (MoE) has become one of the defining architectural trends in large-scale AI model training. DeepSeek, Qwen, and Mixtral are examples of MoE... Mixture of experts (MoE) has become one of the defining architectural trends in large-scale AI model training. DeepSeek, Qwen, and Mixtral are examples of MoE…

capabilityconstraints
source-confirmed publication; claims unverified
PRECURSOR20 Sep, 09:29

Multi-model biological and sequence information fusion for gene regulatory network inference from single-cell transcriptomics

Identification of transcription factor target gene interactions and construction of the gene regulatory networks (GRNs) are essential for understanding the molecular mechanisms underlying transcriptional gene regulation. Large scale single cell transcriptomics across different tissues offers unprecedented resolution of…

capabilitypolicy
bioRxiv preprint; not peer reviewed or clinically validated
PRECURSOR20 Sep, 09:29

Single-Cell Study Designs Are Systematically Underpowered for Small-Effect Genes

Single cell differential expression analysis enables biologists to make statistical conclusions about which genes are up or downregulated in a particular cell type, between two conditions, such as those with or without a disease. However, due to biological and technical noise, these differences are hard to detect reliably.…

capabilityconstraints
bioRxiv preprint; not peer reviewed or clinically validated
PRECURSOR20 Sep, 09:29

Parvalbumin interneurons and dentate gyrus homeostatic dysregulation shape epileptogenesis in Angelman syndrome model mice

Understanding how neural circuits transition from seizure-resistant to seizure-prone is essential for developing improved epilepsy therapies. Here, we study this process by leveraging the heightened susceptibility to seizure kindling of Angelman syndrome (AS) model mice, which lack the maternal Ube3a (mUbe3a) allele. We…

capabilitypolicy
bioRxiv preprint; not peer reviewed or clinically validated
PRECURSOR20 Sep, 09:29

Time-Series Foundation Models for Cognitive Workload Classification using Eye-Tracking Data

Cognitive workload (CWL) assessment is relevant to a range of applications, such as monitoring driver fatigue and pilot attention, surgeon workload during complex procedures, and astronaut cognitive fatigue during long-duration missions. Eye-tracking datasets are generally small, which hinders the generalizability of the AI…

capabilityconstraints
bioRxiv preprint; not peer reviewed or clinically validated
PRECURSOR19 Sep, 09:46

Effects of a Program to Reduce Unnecessary Echocardiograms and Nuclear Stress Tests for Cardiopulmonary Complaints in an Emergency Department-Run Observation Unit

Introduction Inappropriate use of echocardiograms and stress tests with nuclear components in the evaluation of cardiopulmonary complaints (chest pain, dyspnea/shortness of breath (SOB), dizziness, and syncope) is common, despite Cardiology society guidelines for appropriate use. Such overuse raises healthcare costs, impairs…

capabilitydeployment
medRxiv preprint; not peer reviewed and not clinical advice
PRECURSOR19 Sep, 09:46

Validating LLM judges for automated oversight of patient communication

LLMs are increasingly used to mediate patient communication, yet scalable evaluation of their safety, accuracy, and communication quality remains an open problem. LLM judges have emerged as automated evaluators, but whether they can holistically replicate human expert judgment is unvalidated. Informed consent for clinical…

capabilityconstraints
medRxiv preprint; not peer reviewed and not clinical advice

Reviewed developments

Proposed decisions, not executed actions. Breakthrough verification is not yet established.

DECISION PROPOSED · 17 Sep, 08:20

Upgrade llama.cpp before the next Apple Silicon MoE evaluation.

Decision rationale; primary evidence not yet reviewed.

Recorded rationaleThe release fixes a Metal path that can turn large activations into NaNs. Any earlier MoE result on that path may be unreliable.
DECISION PROPOSED · 17 Sep, 08:20

Do not adopt Mimir 1B from parameter count alone.

Decision rationale; primary evidence not yet reviewed.

Recorded rationalellama.cpp reports roughly four times the decode work of an equal-width dense model and about 3 GB of F16 KV cache at 4K context.
DECISION PROPOSED · 17 Sep, 08:20

Treat Groq 3 LPX power-efficiency claims as a future infrastructure signal, not available GCC capacity.

Decision rationale; primary evidence not yet reviewed.

Recorded rationaleThe vendor framing strengthens the case that power per useful token is the bottleneck, but it provides no dated GCC commissioning or customer-access evidence.

Decision queue

Every item has a next move and a condition that can overturn it.

DO NOWDECISION PROPOSED

Upgrade llama.cpp before the next Apple Silicon MoE evaluation.

The release fixes a Metal path that can turn large activations into NaNs. Any earlier MoE result on that path may be unreliable.

Say this to AI implementation teams running local modelsPause comparisons made on the affected Apple Silicon path. Re-run one representative task on the fixed build before treating earlier quality or latency results as decision-grade.
What would change this judgment?

The affected mul_mm_id path was not used by our model or backend configuration.

Maintainer release · reproducible locallyProduction-impacting patchDue: 2026-09-19Source ↗
WATCHDECISION PROPOSED

Do not adopt Mimir 1B from parameter count alone.

llama.cpp reports roughly four times the decode work of an equal-width dense model and about 3 GB of F16 KV cache at 4K context.

Say this to CIOs and private-AI operatorsA small parameter count is not a low operating cost. Require cost per successful task, memory use and supervision time before choosing this model for private workflows.
What would change this judgment?

A reproducible task test shows enough accuracy gain to offset the reported memory and decode costs.

Maintainer measurement · independent test missingArchitecture economicsDue: 2026-09-24Source ↗
WATCHDECISION PROPOSED

Treat Groq 3 LPX power-efficiency claims as a future infrastructure signal, not available GCC capacity.

The vendor framing strengthens the case that power per useful token is the bottleneck, but it provides no dated GCC commissioning or customer-access evidence.

Say this to GCC sovereign, infrastructure and data-center leadersPlan around power per useful AI outcome and verified access dates. Do not count announced silicon as sovereign capacity until an operating deployment exposes customer access and independent performance data.
What would change this judgment?

A dated operational deployment exposes customer access and independently measured performance per watt.

Vendor claim · deployment unverifiedInfrastructure precursorDue: 2026-10-01Source ↗

Lead / lag scoreboard

33 matched items. Baseline discoveries are shown but never claimed as wins.

BASELINE — NOT A WIN29h ahead

Fable 5.1 Solves the Cyphral Distich, a 370-year-old cipher

Compared with Welcome to September 15, 2026. The item entered during initial collection, so its timestamp cannot prove an early alert.

VERIFIED LEAD8h ahead

Our framework for reporting model misalignment

Compared with Welcome to September 17, 2026. Prospective timing is measurable.

VERIFIED LEAD2h ahead

GLM Built Its Own Inference Infrastructure

Compared with Welcome to September 17, 2026. Prospective timing is measurable.

VERIFIED LEAD2h ahead

Breaking the 1.58-bit Barrier for Ternary LLMs

Compared with Welcome to September 17, 2026. Prospective timing is measurable.

BASELINE — NOT A WIN23h behind

AlphaGenome Atlas: A predictive map of every possible DNA letter change in the human genome

Compared with Welcome to September 12, 2026. The item entered during initial collection, so its timestamp cannot prove an early alert.

BASELINE — NOT A WIN23h behind

On the Navier–Stokes Millennium Prize Problem

Compared with Welcome to September 12, 2026. The item entered during initial collection, so its timestamp cannot prove an early alert.

Signal stream

2 repository-metadata pings suppressed; visible items require substantive evidence.

PRECURSOR19 Sep, 09:46

Stopgap Measures to Address Immediate AI Security Threats

Most people know AI as the technology behind chatbots like ChatGPT. However, what the top AI companies are explicitly aiming for is something else entirely: superintelligent AI. That means AI that can fully replace and outmatch humans at any task, including in domains like hacking, social engineering, and military…

capabilityconstraintspolicy
community post; claims unverified
PRECURSOR20 Sep, 09:29

Multi-model biological and sequence information fusion for gene regulatory network inference from single-cell transcriptomics

Identification of transcription factor target gene interactions and construction of the gene regulatory networks (GRNs) are essential for understanding the molecular mechanisms underlying transcriptional gene regulation. Large scale single cell transcriptomics across different tissues offers unprecedented resolution of…

capabilitypolicy
bioRxiv preprint; not peer reviewed or clinically validated
PRECURSOR20 Sep, 09:29

Single-Cell Study Designs Are Systematically Underpowered for Small-Effect Genes

Single cell differential expression analysis enables biologists to make statistical conclusions about which genes are up or downregulated in a particular cell type, between two conditions, such as those with or without a disease. However, due to biological and technical noise, these differences are hard to detect reliably.…

capabilityconstraints
bioRxiv preprint; not peer reviewed or clinically validated
PRECURSOR20 Sep, 09:29

Parvalbumin interneurons and dentate gyrus homeostatic dysregulation shape epileptogenesis in Angelman syndrome model mice

Understanding how neural circuits transition from seizure-resistant to seizure-prone is essential for developing improved epilepsy therapies. Here, we study this process by leveraging the heightened susceptibility to seizure kindling of Angelman syndrome (AS) model mice, which lack the maternal Ube3a (mUbe3a) allele. We…

capabilitypolicy
bioRxiv preprint; not peer reviewed or clinically validated
PRECURSOR20 Sep, 09:29

Time-Series Foundation Models for Cognitive Workload Classification using Eye-Tracking Data

Cognitive workload (CWL) assessment is relevant to a range of applications, such as monitoring driver fatigue and pilot attention, surgeon workload during complex procedures, and astronaut cognitive fatigue during long-duration missions. Eye-tracking datasets are generally small, which hinders the generalizability of the AI…

capabilityconstraints
bioRxiv preprint; not peer reviewed or clinically validated
PRECURSOR19 Sep, 09:46

Effects of a Program to Reduce Unnecessary Echocardiograms and Nuclear Stress Tests for Cardiopulmonary Complaints in an Emergency Department-Run Observation Unit

Introduction Inappropriate use of echocardiograms and stress tests with nuclear components in the evaluation of cardiopulmonary complaints (chest pain, dyspnea/shortness of breath (SOB), dizziness, and syncope) is common, despite Cardiology society guidelines for appropriate use. Such overuse raises healthcare costs, impairs…

capabilitydeployment
medRxiv preprint; not peer reviewed and not clinical advice
PRECURSOR19 Sep, 09:46

Validating LLM judges for automated oversight of patient communication

LLMs are increasingly used to mediate patient communication, yet scalable evaluation of their safety, accuracy, and communication quality remains an open problem. LLM judges have emerged as automated evaluators, but whether they can holistically replicate human expert judgment is unvalidated. Informed consent for clinical…

capabilityconstraints
medRxiv preprint; not peer reviewed and not clinical advice
PRECURSOR19 Sep, 09:46

Population-Scale Precision Safety in Oncology Reveals Clinical and Genetic Determinants of Systemic Therapy Toxicity

Treatment toxicity constrains the use of effective cancer therapies, but its clinical and genetic determinants remain poorly defined. We developed a large language model-based approach to produce MSK-Tox, a pan-cancer resource capturing the incidence, temporality, and grade of toxicity to anti-cancer therapy across more than…

capabilityconstraints
medRxiv preprint; not peer reviewed and not clinical advice
PRECURSOR19 Sep, 09:46

Zero-Cost Digital Automation for Scalable Assessment in a National Mechanical Ventilation Curriculum

Background As medical education transitions toward competency-based models, longitudinal programs emphasizing deliberate practice and repeated assessment are essential for mastery of complex concepts. Frequent formative assessment requirements, limited expert pools, and growing cohorts that outpace traditional infrastructure…

capabilitydeployment
medRxiv preprint; not peer reviewed and not clinical advice
PRECURSOR19 Sep, 09:46

The proteome as a whole: from a passive reflection of the transcriptome to an active cellular organizer

Despite advances in proteomics, the proteome is still often viewed as a passive reflection of the transcriptome. Using Mycoplasma gallisepticum as a minimal cell model, we analyzed large-scale datasets across multiple stress conditions to investigate whether the proteome functions as an integrated regulatory system. The…

capabilityconstraints
bioRxiv preprint; not peer reviewed or clinically validated

Hypothesis register

Amber means the prerequisite still lacks reviewed evidence.

agent-reliabilityDUE TODAY

When can agents complete our multi-step work with fewer interventions?

  • Reliable extended task completion3 reviewed
  • Lower human correction time1 reviewed
  • Independent task reproduction0 reviewed
open-model-economicsDUE TODAY

When do deployable open models become viable for our private workflows?

  • Usable license and released weights0 reviewed
  • Fits available memory1 reviewed
  • Acceptable quality at fully loaded cost0 reviewed
gcc-compute-bottlenecksDUE TODAY

Does announced sovereign compute translate into usable capacity?

  • Delivered equipment0 reviewed
  • Commissioned power1 reviewed
  • Accessible operational service0 reviewed
research-automationDUE TODAY

Which scientific workflows now produce independently validated results?

  • Reliable execution0 reviewed
  • Affordable validated result0 reviewed
  • Experimental access1 reviewed
  • Independent scientific validation0 reviewed
  • Repeat adoption0 reviewed
eval-credibilityDUE TODAY

Which frontier capability claims survive independent evaluation and provenance scrutiny?

  • Evaluator independence disclosed0 reviewed
  • Task and harness equivalence established0 reviewed
  • Independent reproduction0 reviewed
  • Contamination and privileged-access risks addressed0 reviewed

This page is a decision surface, not a feed reader. “Decision proposed” records an advisory recommendation; it does not prove execution. Repeated coverage does not count as independent evidence. Unknown measurements remain unknown. Email inventory is incomplete; this page does not represent a complete account inventory.