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): 24 Sep, 09:58 Beirut
Packet generated 24 Sep, 10:07 Beirut
Page built 24 September 2026, 10:07 Beirut

1do now

3open decisions

12signals in view

12precursors

72sources tracked

11stale · 11 errors

Today

Recent source-dated developments; a signal alone does not change advice

PUBLISHED24 Sep, 02:59

Jev as a CoT Monitor: 6x Faster and 500x Cheaper!

community post; claims unverified

Jev is a new model format where instead of outputting text, it outputs certainties for a defined set of options. Due to this structure, it’s extremely fast! Naturally, a classification task that comes to mind is monitoring harmful thought traces. I wanted to see how it performed at Chain of Thought (CoT) monitoring…

Why you may careCould matter to agent workflows if the reported task success, human handoff, cost, and operating limits hold up.

Next checkCheck the measured outcome, comparison, limits, and whether it applies to a decision you own. Until then, treat it as a lead.

PUBLISHED24 Sep, 00:10

Claude Opus 5.5: The System Card

community post; claims unverified

Introducing the world’s most powerful model, at least by some measures like Artificial Analysis or any standard benchmark list, which is now Claude Opus 5.5 . Anthropic is claiming Opus 5.5 is outright as good or better than Fable 5.1, while being actively cheaper than Opus 5. That means it’s time for a good old…

Why you may careCould matter to agent workflows if the reported task success, human handoff, cost, and operating limits hold up.

Next checkCheck the measured outcome, comparison, limits, and whether it applies to a decision you own. Until then, treat it as a lead.

Labs, models & tooling31/34 live

91%

Research8/13 live

62%

Expert intelligence6/6 live

100%

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

Google DeepMind official blog: _ssl.c:983: The handshake operation timed out
NVIDIA technical blog: _ssl.c:983: The handshake operation timed out
arXiv AI preprints: _ssl.c:983: The handshake operation timed out
arXiv robotics preprints: _ssl.c:983: The handshake operation timed out
arXiv machine learning preprints: _ssl.c:983: The handshake operation timed out
arXiv computational linguistics preprints: _ssl.c:983: The handshake operation timed out
arXiv computer vision preprints: _ssl.c:983: The handshake operation timed out
ClinicalTrials.gov AI studies: Client error '403 Forbidden' for url 'https://clinicaltrials.gov/api/v2/studies?query.term=artificial%20intelligence%20OR%20machine%20learning&pageSize=100&format=json' For more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/403
Congress — frontier technology bills and actions: credential required: CONGRESS_API_KEY
Regulations.gov — AI documents and comment deadlines: credential required: REGULATIONS_API_KEY
SAM.gov — AI procurement notices: credential required: SAM_API_KEY

Source cadence and retrieval status

Source	Cadence	Last success	Next due	Current state
OpenAI official news	30 min	24 Sep, 09:58	24 Sep, 10:28	ok
Anthropic official news	30 min	24 Sep, 09:58	24 Sep, 10:28	ok
Google DeepMind official blog	30 min	23 Sep, 20:57	24 Sep, 10:16	error · stale
Google Research blog	30 min	24 Sep, 09:58	24 Sep, 10:28	ok
Hugging Face blog	120 min	24 Sep, 09:16	24 Sep, 11:16	ok
NVIDIA technical blog	120 min	23 Sep, 17:47	24 Sep, 11:16	error · stale
arXiv AI preprints	360 min	23 Sep, 04:10	25 Sep, 09:16	error · stale
arXiv robotics preprints	360 min	23 Sep, 04:10	25 Sep, 09:16	error · stale
arXiv machine learning preprints	360 min	23 Sep, 04:10	25 Sep, 09:16	error · stale
vLLM releases	60 min	24 Sep, 09:16	24 Sep, 10:16	unchanged
llama.cpp releases	60 min	24 Sep, 09:16	24 Sep, 10:16	ok
Transformers releases	60 min	24 Sep, 09:16	24 Sep, 10:16	ok
SGLang releases	60 min	24 Sep, 09:16	24 Sep, 10:16	unchanged
Qwen model repositories	60 min	24 Sep, 09:16	24 Sep, 10:16	ok
deepseek-ai model repositories	60 min	24 Sep, 09:16	24 Sep, 10:16	ok
meta-llama model repositories	60 min	24 Sep, 09:16	24 Sep, 10:16	ok
Epoch AI — Gradient Updates	120 min	24 Sep, 09:16	24 Sep, 11:16	ok
METR research	120 min	24 Sep, 09:16	24 Sep, 11:16	unchanged
The Innermost Loop	30 min	24 Sep, 09:58	24 Sep, 10:28	ok
Moonshots with Peter Diamandis	30 min	24 Sep, 09:58	24 Sep, 10:28	unchanged
Jack Clark — Import AI	180 min	24 Sep, 09:16	24 Sep, 12:16	ok
arXiv computational linguistics preprints	360 min	23 Sep, 04:10	25 Sep, 09:16	error · stale
arXiv computer vision preprints	360 min	23 Sep, 04:10	25 Sep, 09:16	error · stale
arXiv quantitative biology preprints	360 min	24 Sep, 09:16	24 Sep, 15:16	ok
Hugging Face papers	360 min	24 Sep, 09:16	24 Sep, 15:16	ok
Hugging Face recent model repositories	60 min	24 Sep, 09:16	24 Sep, 10:16	ok
Hugging Face recent dataset repositories	120 min	24 Sep, 09:16	24 Sep, 11:16	ok
GitHub trending repositories	360 min	24 Sep, 09:16	24 Sep, 15:16	ok
GitHub trending Python repositories	360 min	24 Sep, 09:16	24 Sep, 15:16	ok
GitHub trending Jupyter repositories	360 min	24 Sep, 09:16	24 Sep, 15:16	ok
OpenRouter newest model listings	360 min	24 Sep, 09:16	24 Sep, 15:16	ok
SWE-bench leaderboard	360 min	24 Sep, 09:58	24 Sep, 15:58	unchanged
Product Hunt AI launches	360 min	24 Sep, 09:16	24 Sep, 15:16	ok
SEC latest EDGAR filings	360 min	24 Sep, 09:16	24 Sep, 15:16	ok
ARPA-E funding opportunities	360 min	24 Sep, 09:58	24 Sep, 15:58	ok
ARPA-H funding opportunities	360 min	24 Sep, 09:58	24 Sep, 15:58	ok
DARPA opportunities	360 min	24 Sep, 09:58	24 Sep, 15:58	ok
FDA press announcements	360 min	24 Sep, 09:58	24 Sep, 15:58	ok
NIST AI publications	360 min	24 Sep, 09:58	24 Sep, 15:58	ok
LessWrong latest posts	360 min	24 Sep, 09:16	24 Sep, 15:16	ok
Hacker News newest	360 min	24 Sep, 09:16	24 Sep, 15:16	ok
Alignment Forum latest posts	360 min	24 Sep, 09:16	24 Sep, 15:16	ok
Anthropic careers	360 min	24 Sep, 09:58	24 Sep, 15:58	ok
Google DeepMind careers	360 min	24 Sep, 09:58	24 Sep, 15:58	ok
GitHub topic artificial intelligence	360 min	24 Sep, 09:16	24 Sep, 15:16	ok
GitHub topic agents	360 min	24 Sep, 09:16	24 Sep, 15:16	ok
GitHub topic robotics	360 min	24 Sep, 09:16	24 Sep, 15:16	ok
Hugging Face trending Spaces	360 min	24 Sep, 09:16	24 Sep, 15:16	ok
OpenRouter monthly rankings	360 min	24 Sep, 09:58	24 Sep, 15:58	ok
Artificial Analysis models	360 min	24 Sep, 09:58	24 Sep, 15:58	ok
FDA AI/ML-enabled medical devices	360 min	24 Sep, 09:16	24 Sep, 15:16	ok
NIST AI Resource Center	360 min	24 Sep, 09:16	24 Sep, 15:16	ok
EU AI Office	360 min	24 Sep, 09:58	24 Sep, 15:58	ok
Defense Innovation Unit open solicitations	360 min	24 Sep, 09:58	24 Sep, 15:58	unchanged
DOE EERE funding opportunities	360 min	24 Sep, 09:58	24 Sep, 15:58	ok
AI Engineer events	360 min	24 Sep, 09:58	24 Sep, 15:58	ok
Foresight Institute events	360 min	24 Sep, 09:58	24 Sep, 15:58	ok
Copenhagen Institute for Futures Studies	360 min	24 Sep, 09:58	24 Sep, 15:58	ok
SynBioBeta	360 min	24 Sep, 09:58	24 Sep, 15:58	unchanged
NeurIPS program site	360 min	24 Sep, 09:58	24 Sep, 15:58	ok
ICML program site	360 min	24 Sep, 09:58	24 Sep, 15:58	ok
ICLR program site	360 min	24 Sep, 09:58	24 Sep, 15:58	ok
bioRxiv AI-relevant biology preprints	360 min	24 Sep, 09:16	24 Sep, 15:16	ok
medRxiv computational and clinical preprints	360 min	24 Sep, 09:16	24 Sep, 15:16	ok
ClinicalTrials.gov AI studies	360 min	Unknown	25 Sep, 09:16	error · stale
GitHub trending developers	360 min	24 Sep, 09:16	24 Sep, 15:16	ok
Federal Register — artificial intelligence	30 min	24 Sep, 09:58	24 Sep, 10:28	ok
Federal Register — compute, data centers and energy	30 min	24 Sep, 09:58	24 Sep, 10:28	ok
Federal Register — biotechnology and clinical AI	60 min	24 Sep, 09:16	24 Sep, 10:16	ok
Congress — frontier technology bills and actions	60 min	Unknown	24 Sep, 12:26	error · stale
Regulations.gov — AI documents and comment deadlines	60 min	Unknown	24 Sep, 12:26	error · stale
SAM.gov — AI procurement notices	360 min	Unknown	25 Sep, 09:16	error · stale

Early observations

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

PRECURSOR23 Sep, 04:11

Data Intermediaries and Approaches To Strengthen Public Health Data Exchange

{ "abstract": "The Centers for Disease Control and Prevention (CDC) seeks broad public input on how data intermediaries can be used to support secure, scalable, standards-based public health data exchange. CDC invites public comment to inform the evaluation and to explore how data intermediaries can advance broader goals…

capabilityconstraintspolicy

Federal Register document metadata and abstract; underlying action requires review

PRECURSOR23 Sep, 19:52

Ringg’s AI agents resolve up to 65% of customer calls with OpenAI

Using GPT-5.6, Ringg powers multilingual agents across voice, chat, WhatsApp, and web for 90% less cost vs. GPT-4.1.

capabilitydeploymentconstraints

source-confirmed publication; claims unverified

PRECURSOR23 Sep, 04:10

Incorporating LLM Embeddings for Variation Across the Human Genome

arXiv:2509.20702v3 Announce Type: replace-cross Abstract: Recent advances in large language model (LLM) embeddings have enabled powerful representations for biological data, but most applications to date focus on gene-level information. We present one of the first systematic frameworks to generate genetic variant-level…

capabilitydeploymentconstraintspolicy

preprint; not peer reviewed

PRECURSOR23 Sep, 04:10

Connected Content Retriever: Dense Graph Edge Features Powering Pre-Ranking at LinkedIn

arXiv:2609.22441v1 Announce Type: new Abstract: In large-scale recommendation systems like the LinkedIn Feed, content generated by a member's network (connections and follows) makes up over 70% of impressions and engagement. It is therefore essential that the pre-ranking layer forwards the best possible few hundred…

capabilitydeploymentconstraintspolicy

preprint; not peer reviewed

PRECURSOR24 Sep, 09:16

HUD Evaluation Policy

{ "abstract": "This policy articulates the core principles of the Department of Housing and Urban Development's evaluation and research activities. This notice updates the Department's Evaluation Policy and reaffirms HUD's commitment to conducting rigorous, relevant evaluations, adhering to the tenets of Executive Order…

capabilitypolicy

Federal Register document metadata and abstract; underlying action requires review

PRECURSOR23 Sep, 04:11

Nonclinical Testing Terminology

{ "abstract": "The Food and Drug Administration (FDA, Agency, or we) is issuing a direct final rule that substitutes references to \"animal\" tests or studies with \"nonclinical\" tests or studies, adds a definition of the terms \"nonclinical test\" and \"nonclinical study,\" and makes other comparable or conforming…

constraintspolicy

Federal Register document metadata and abstract; underlying action requires review

PRECURSOR23 Sep, 04:11

Nonclinical Testing Terminology

{ "abstract": "The Food and Drug Administration (FDA, Agency, or we) is proposing to substitute references to \"animal\" tests or studies with \"nonclinical\" tests or studies, add a definition of the terms \"nonclinical test\" and \"nonclinical study,\" and make other comparable or conforming amendments in certain safety…

constraintspolicy

Federal Register document metadata and abstract; underlying action requires review

PRECURSOR24 Sep, 09:16

An auditable evidence compiler for large language model-assisted systematic reviews

Background: Large language models (LLMs) can support systematic reviews, but accurate individual outputs do not establish whether the final synthesis preserves the clinical question, accounts for statistical dependence and incorporates corrections. Objective: To develop and evaluate a framework linking LLM-assisted evidence…

capabilitydeploymentconstraints

medRxiv preprint; not peer reviewed and not clinical advice

PRECURSOR24 Sep, 09:16

Uncoded Clinical Features from Multilingual Electronic Health Records in Catalonia: Development and Validation Study

Background: Unstructured free-text narratives in electronic health records (EHRs) contain critical clinical information that is not captured by structured standard codes. In Catalonia, primary care notes follow a semi-structured format known as MEAP (in Catalan). However, extracting structured variables using cloud-hosted…

capabilitydeploymentconstraints

medRxiv preprint; not peer reviewed and not clinical advice

PRECURSOR24 Sep, 09:16

WorkspaceBench: Evaluating Interpretability Methods for the Global Workspace

TL;DR We introduce WorkspaceBench, a set of evaluations for how well an activation-to-text tool can read the contents of the “global workspace” of a model, i.e. the intermediate variables during a forward pass. The benchmark comprises 3,356 questions across 27 eval families, spanning topics in safety, logical reasoning, and…

capabilitydeploymentconstraints

community technical post; claims unverified

PRECURSOR24 Sep, 09:16

Jev as a CoT Monitor: 6x Faster and 500x Cheaper!

capabilitydeploymentconstraints

community post; claims unverified

PRECURSOR24 Sep, 09:16

Claude Opus 5.5: The System Card

capabilityconstraintspolicy

community post; claims unverified

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.

Reviewed evidenceDecision rationale; primary evidence not yet reviewed.

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.

Reviewed evidenceDecision rationale; primary evidence not yet reviewed.

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.

Reviewed evidenceDecision rationale; primary evidence not yet reviewed.

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.

Next movePin a build at or after b10994, rerun one representative MoE prompt, and compare output plus latency with the previous build.

What would change this judgment?

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

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.

Next moveWait for prefix-LM support and an independent cost-per-success result before spending evaluation time.

What would change this judgment?

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

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.

Next moveTrack independent watts-per-token and customer-access evidence tied to an operating Vera Rubin deployment.

What would change this judgment?

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

Lead / lag scoreboard

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

VERIFIED LEAD43h ahead

Introducing Astra for Law

Compared with Welcome to September 20, 2026. Prospective timing is measurable.

VERIFIED LEAD43h ahead

Sep 18, 2026 Announcements Partnering with Accenture on embedded evaluation

Compared with Welcome to September 20, 2026. Prospective timing is measurable.

VERIFIED LEAD43h ahead

Human brain is two separate organs, Stanford Medicine-led research finds

Compared with Welcome to September 20, 2026. Prospective timing is measurable.

VERIFIED LEAD43h ahead

If math is more than proof, we need to better celebrate the rest of it

Compared with Welcome to September 20, 2026. Prospective timing is measurable.

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.

Signal stream

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

PRECURSOR23 Sep, 04:10

Incorporating LLM Embeddings for Variation Across the Human Genome

capabilitydeploymentconstraintspolicy

preprint; not peer reviewed

PRECURSOR23 Sep, 04:10

Connected Content Retriever: Dense Graph Edge Features Powering Pre-Ranking at LinkedIn

capabilitydeploymentconstraintspolicy

preprint; not peer reviewed

PRECURSOR24 Sep, 09:16

An auditable evidence compiler for large language model-assisted systematic reviews

capabilitydeploymentconstraints

medRxiv preprint; not peer reviewed and not clinical advice

PRECURSOR24 Sep, 09:16

Uncoded Clinical Features from Multilingual Electronic Health Records in Catalonia: Development and Validation Study

capabilitydeploymentconstraints

medRxiv preprint; not peer reviewed and not clinical advice

PRECURSOR24 Sep, 09:16

WorkspaceBench: Evaluating Interpretability Methods for the Global Workspace

capabilitydeploymentconstraints

community technical post; claims unverified

PRECURSOR24 Sep, 09:16

Jev as a CoT Monitor: 6x Faster and 500x Cheaper!

capabilitydeploymentconstraints

community post; claims unverified

PRECURSOR24 Sep, 09:16

Claude Opus 5.5: The System Card

capabilityconstraintspolicy

community post; claims unverified

PRECURSOR23 Sep, 19:52

Ringg’s AI agents resolve up to 65% of customer calls with OpenAI

Using GPT-5.6, Ringg powers multilingual agents across voice, chat, WhatsApp, and web for 90% less cost vs. GPT-4.1.

capabilitydeploymentconstraints

source-confirmed publication; claims unverified

PRECURSOR23 Sep, 04:11

Data Intermediaries and Approaches To Strengthen Public Health Data Exchange

capabilityconstraintspolicy

Federal Register document metadata and abstract; underlying action requires review

PRECURSOR23 Sep, 04:10

Introducing Opus 5.5: Anthropic Linkpost

https://www.anthropic.com/claude-opus-5-5 It's a sizeable upgrade: Also, the first model in which they say this: Pacing the frontier Last week, our CEO, Dario Amodei, argued that AI progress should be paced so that safety practices stay ahead of model capabilities. Pacing is an approach to keeping AI safe, remaining…

capabilitydeploymentconstraints

community post; claims unverified

PRECURSOR23 Sep, 04:10

ALPINE: Adaptive Localization for Parameter- and Sample-Efficient Few-Shot Learning

arXiv:2609.22323v1 Announce Type: new Abstract: Few-shot learning research is predominantly evaluated on accuracy alone, with limited attention to the parameter and training-sample budgets required to reach that accuracy - a real constraint for practitioners without large-scale compute. We present an ultra-lightweight…

capabilitydeploymentconstraints

preprint; not peer reviewed

PRECURSOR23 Sep, 04:10

Event-Frame Fusion for Inter-Frame Segmentation via Event-Guided Motion

arXiv:2609.22500v1 Announce Type: new Abstract: Autonomous navigation requires precise and efficient semantic segmentation, yet existing frame-based approaches remain limited by motion blur, glare, latency, and the low temporal resolution (20-30 FPS) of conventional cameras, which leads to information loss between frames.…

capabilitydeploymentconstraints

preprint; not peer reviewed

Hypothesis register

Amber means the prerequisite still lacks reviewed evidence.

agent-reliability4 days overdue

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

Next discriminating observationIndependent fixed-task results reporting failures, retries and human minutes

open-model-economics4 days overdue

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

Next discriminating observationA reproducible cost-per-success comparison under our hardware constraints

gcc-compute-bottlenecks4 days overdue

Does announced sovereign compute translate into usable capacity?

Delivered equipment0 reviewed
Commissioned power1 reviewed
Accessible operational service0 reviewed

Next discriminating observationDated commissioning and customer-access evidence, not another capacity pledge

research-automation4 days overdue

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

Next discriminating observationIndependent replication including total cost and expert verification time

eval-credibility4 days overdue

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

Next discriminating observationA primary evaluation artifact and an independent reproduction using the same task definition

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.