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Bibliography

Research and source material cited across our publications, organized by research area.

Alex Getman shared the account

x.com

Cited in: Astra reasoning effort: Does xhigh use fewer tokens than medium? (Autonomous Coding Agents)

catalog-comparison aggregate

github.com

Cited in: How to Unlock 1M Context in Codex (Autonomous Coding Agents)

clamped a configured model_context_window to the active max_context_window

github.com

Cited in: How to Unlock 1M Context in Codex (Autonomous Coding Agents)

Claude Agent SDK cost tracking

code.claude.com

Cited in: Claude Fable 5.1 Used 69% More Output Tokens Than Fable 5 (Autonomous Coding Agents)

Claude Agent SDK observability

code.claude.com

Cited in: Claude Fable 5.1 Used 69% More Output Tokens Than Fable 5 (Autonomous Coding Agents)

Claude Fable 5.1 evaluation

artificialanalysis.ai

Cited in: Claude Fable 5.1 Used 69% More Output Tokens Than Fable 5 (Autonomous Coding Agents)

Claude Fable 5.1 model overview

platform.claude.com

Cited in: Claude Fable 5.1 Used 69% More Output Tokens Than Fable 5 (Autonomous Coding Agents)

Codex configuration reference

learn.chatgpt.com

Cited in: How to Unlock 1M Context in Codex (Autonomous Coding Agents)

compaction guidance

developers.openai.com

Cited in: How to Unlock 1M Context in Codex (Autonomous Coding Agents)

defaulted that value to 95 percent and described the reserve as room for system prompts, tool overhead, and model output

github.com

Cited in: How to Unlock 1M Context in Codex (Autonomous Coding Agents)

evaluation best practices

developers.openai.com

Cited in: How to Unlock 1M Context in Codex (Autonomous Coding Agents)

Evaluation README and scope

github.com

Cited in: How to Unlock 1M Context in Codex (Autonomous Coding Agents)

Evaluation report at commit 8fe2807

github.com

Cited in: How to Unlock 1M Context in Codex (Autonomous Coding Agents)

GLM-5.1 through Fireworks

app.fireworks.ai

Cited in: From Spec-Driven Work to Work Orchestration (Work Orchestration)

GPT-5.6 Sol model page

developers.openai.com

Cited in: How to Unlock 1M Context in Codex (Autonomous Coding Agents)

How do usage and length limits work?

support.claude.com

Cited in: Claude Fable 5.1 Used 69% More Output Tokens Than Fable 5 (Autonomous Coding Agents)

Issue hierarchy

github.com

Cited in: From Spec-Driven Work to Work Orchestration (Work Orchestration)

kumanday/OpenSymphony

github.com

Cited in: From Spec-Driven Work to Work Orchestration (Work Orchestration) ; MiniMax M3 Inside OpenSymphony (Autonomous Coding Agents)

Linear

linear.app

Cited in: From Spec-Driven Work to Work Orchestration (Work Orchestration)

listed context_window as 272,000 and max_context_window as 872,000

github.com

Cited in: How to Unlock 1M Context in Codex (Autonomous Coding Agents)

Machine-readable aggregate summary

github.com

Cited in: How to Unlock 1M Context in Codex (Autonomous Coding Agents)

model-specific prompting guide

platform.claude.com

Cited in: Claude Fable 5.1 Used 69% More Output Tokens Than Fable 5 (Autonomous Coding Agents)

multiplied the resolved raw window by that percentage

github.com

Cited in: How to Unlock 1M Context in Codex (Autonomous Coding Agents)

non-interactive-mode documentation

learn.chatgpt.com

Cited in: How to Unlock 1M Context in Codex (Autonomous Coding Agents)

OpenAI Symphony

github.com

Cited in: From Spec-Driven Work to Work Orchestration (Work Orchestration)

OpenHands

github.com

Cited in: From Spec-Driven Work to Work Orchestration (Work Orchestration) ; MiniMax M3 Inside OpenSymphony (Autonomous Coding Agents)

OpenSymphony launch video

youtu.be

Cited in: From Spec-Driven Work to Work Orchestration (Work Orchestration)

OpenSymphony on DeepWiki

deepwiki.com

Cited in: From Spec-Driven Work to Work Orchestration (Work Orchestration)

OpenSymphony-template

github.com

Cited in: From Spec-Driven Work to Work Orchestration (Work Orchestration)

OpenSymphony.dev

opensymphony.dev

Cited in: From Spec-Driven Work to Work Orchestration (Work Orchestration)

Rajath Gowda reported a similar experience

x.com

Cited in: Astra reasoning effort: Does xhigh use fewer tokens than medium? (Autonomous Coding Agents)

Review automation

docs.openhands.dev

Cited in: From Spec-Driven Work to Work Orchestration (Work Orchestration)

Rework

github.com

Cited in: From Spec-Driven Work to Work Orchestration (Work Orchestration)

SergioGMN raised the token-efficiency question

x.com

Cited in: Astra reasoning effort: Does xhigh use fewer tokens than medium? (Autonomous Coding Agents)

StackPerf

github.com

Cited in: From Spec-Driven Work to Work Orchestration (Work Orchestration)

the Reddit discussion that prompted the experiment

reddit.com

Cited in: Astra reasoning effort: Does xhigh use fewer tokens than medium? (Autonomous Coding Agents)

The Six Pillars of Spec-Driven Work

trilogyai.substack.com

Cited in: From Spec-Driven Work to Work Orchestration (Work Orchestration)

trace-grading guidance

developers.openai.com

Cited in: How to Unlock 1M Context in Codex (Autonomous Coding Agents)

tracked full active context, scoped compaction usage, the compaction limit, the full effective limit, and token-limit state separately

github.com

Cited in: How to Unlock 1M Context in Codex (Autonomous Coding Agents)

Work Orchestration for Agentic Engineering

youtube.com

Cited in: From Spec-Driven Work to Work Orchestration (Work Orchestration)

Claude Code overview

code.claude.com

Cited in: Give Your Brains Hands (Personal Agent Runtimes)

Hermes Agent docs

hermes-agent.nousresearch.com

Cited in: Give Your Brains Hands (Personal Agent Runtimes)

OpenAI Codex

developers.openai.com

Cited in: Give Your Brains Hands (Personal Agent Runtimes)

OpenClaw docs

docs.openclaw.ai

Cited in: Give Your Brains Hands (Personal Agent Runtimes)

OpenCode docs

opencode.ai

Cited in: Give Your Brains Hands (Personal Agent Runtimes)

OpenHands docs

docs.openhands.dev

Cited in: Give Your Brains Hands (Personal Agent Runtimes)

OpenJarvis

open-jarvis.github.io

Cited in: Give Your Brains Hands (Personal Agent Runtimes)

*We Must Pace the Frontier*

darioamodei.com

Cited in: Dario Amodei’s AI slowdown plan leaves a governance gap (AI Governance & Auditability)

AI Cybersecurity Playbook

trilogy-group.github.io

Cited in: Kimi K3 for AI Cybersecurity: How We Built the Playbook (Agent Security Boundaries)

AI Cybersecurity Playbook source and exercises

github.com

Cited in: Kimi K3 for AI Cybersecurity: How We Built the Playbook (Agent Security Boundaries) ; OpenAI Open-Sourced the Codex Security CLI (Agent Security Boundaries)

announced his resignation on September 8

x.com

Cited in: Dario Amodei’s AI slowdown plan leaves a governance gap (AI Governance & Auditability)

announced on June 30

anthropic.com

Cited in: Dario Amodei’s AI slowdown plan leaves a governance gap (AI Governance & Auditability)

April 19, 2026 security bulletin

vercel.com

Cited in: Vercel Has a Confirmed Breach (Agent Security Boundaries)

August 14 funding update

metr.org

Cited in: Dario Amodei’s AI slowdown plan leaves a governance gap (AI Governance & Auditability)

August 31 plan for an independent review

anthropic.com

Cited in: Dario Amodei’s AI slowdown plan leaves a governance gap (AI Governance & Auditability)

Beyond DeepSeek

hai.stanford.edu

Cited in: Anthropic's Claude Fable 5 Backlash and Ban (AI Governance & Auditability)

Brookings has warned

brookings.edu

Cited in: Anthropic's Claude Fable 5 Backlash and Ban (AI Governance & Auditability)

BrowserOS

browseros.com

Cited in: Agent Vault keeps secrets out of AI agents' hands (Agent Security Boundaries)

Business Insider reported

businessinsider.com

Cited in: Anthropic's Claude Fable 5 Backlash and Ban (AI Governance & Auditability)

Center for AI Standards and Innovation

nist.gov

Cited in: Anthropic's Claude Fable 5 Backlash and Ban (AI Governance & Auditability)

checks the producer identity and plugin version

github.com

Cited in: OpenAI Open-Sourced the Codex Security CLI (Agent Security Boundaries)

City A.M. reported

cityam.com

Cited in: Anthropic's Claude Fable 5 Backlash and Ban (AI Governance & Auditability)

Claude Fable 5 and Claude Mythos 5

anthropic.com

Cited in: Anthropic's Claude Fable 5 Backlash and Ban (AI Governance & Auditability)

Codex Security CLI FAQ

learn.chatgpt.com

Cited in: OpenAI Open-Sourced the Codex Security CLI (Agent Security Boundaries)

Codex Security CLI quickstart

learn.chatgpt.com

Cited in: OpenAI Open-Sourced the Codex Security CLI (Agent Security Boundaries)

Codex Security CLI reference

learn.chatgpt.com

Cited in: OpenAI Open-Sourced the Codex Security CLI (Agent Security Boundaries)

Codex Security cloud setup

learn.chatgpt.com

Cited in: OpenAI Open-Sourced the Codex Security CLI (Agent Security Boundaries)

Codex Security plugin quickstart

learn.chatgpt.com

Cited in: OpenAI Open-Sourced the Codex Security CLI (Agent Security Boundaries)

Codex Security TypeScript SDK

learn.chatgpt.com

Cited in: OpenAI Open-Sourced the Codex Security CLI (Agent Security Boundaries)

Comet

perplexity.ai

Cited in: Agent Vault keeps secrets out of AI agents' hands (Agent Security Boundaries)

environment variable docs

vercel.com

Cited in: Vercel Has a Confirmed Breach (Agent Security Boundaries)

exercise pack

github.com

Cited in: Kimi K3 for AI Cybersecurity: How We Built the Playbook (Agent Security Boundaries)

external evaluators for GPAI models with systemic risk

digital-strategy.ec.europa.eu

Cited in: Anthropic's Claude Fable 5 Backlash and Ban (AI Governance & Auditability)

Fable 5 and Mythos 5 system card

www-cdn.anthropic.com

Cited in: Anthropic's Claude Fable 5 Backlash and Ban (AI Governance & Auditability)

Fireworks model

app.fireworks.ai

Cited in: Kimi K3 for AI Cybersecurity: How We Built the Playbook (Agent Security Boundaries)

Hermes

github.com

Cited in: Agent Vault keeps secrets out of AI agents' hands (Agent Security Boundaries)

International AI Safety Report 2026

internationalaisafetyreport.org

Cited in: Anthropic's Claude Fable 5 Backlash and Ban (AI Governance & Auditability)

June 12 statement

anthropic.com

Cited in: Dario Amodei’s AI slowdown plan leaves a governance gap (AI Governance & Auditability) ; Anthropic's Claude Fable 5 Backlash and Ban (AI Governance & Auditability)

June 16 article

trilogyai.substack.com

Cited in: Dario Amodei’s AI slowdown plan leaves a governance gap (AI Governance & Auditability)

Kimi K3 for AI Cybersecurity: How We Built the Playbook

trilogyai.substack.com

Cited in: OpenAI Open-Sourced the Codex Security CLI (Agent Security Boundaries)

Lowenstein Sandler: Frontier AI Models and Cybersecurity Readiness

lowenstein.com

Cited in: Kimi K3 for AI Cybersecurity: How We Built the Playbook (Agent Security Boundaries)

Matt Johansen said in an Instagram reel

instagram.com

Cited in: Vercel Has a Confirmed Breach (Agent Security Boundaries)

npm package: @openai/codex-security

npmjs.com

Cited in: OpenAI Open-Sourced the Codex Security CLI (Agent Security Boundaries)

OpenAI Codex Security overview

learn.chatgpt.com

Cited in: OpenAI Open-Sourced the Codex Security CLI (Agent Security Boundaries)

OpenAI Codex Security repository

github.com

Cited in: OpenAI Open-Sourced the Codex Security CLI (Agent Security Boundaries)

OpenAI Help Center: Codex Security

help.openai.com

Cited in: OpenAI Open-Sourced the Codex Security CLI (Agent Security Boundaries)

OpenAI-Hugging Face incident investigation

metr.org

Cited in: Dario Amodei’s AI slowdown plan leaves a governance gap (AI Governance & Auditability)

OpenAI: Partnering with Hugging Face to respond to a security incident during model evaluations

openai.com

Cited in: Kimi K3 for AI Cybersecurity: How We Built the Playbook (Agent Security Boundaries)

OpenAI: Trusted Access for Cyber

openai.com

Cited in: OpenAI Open-Sourced the Codex Security CLI (Agent Security Boundaries)

OpenClaw

github.com

Cited in: Agent Vault keeps secrets out of AI agents' hands (Agent Security Boundaries)

OpenHands Vulnerability Fixer

github.com

Cited in: Kimi K3 for AI Cybersecurity: How We Built the Playbook (Agent Security Boundaries)

OpenJarvis

github.com

Cited in: Agent Vault keeps secrets out of AI agents' hands (Agent Security Boundaries)

OWASP Top 10

owasp.org

Cited in: Kimi K3 for AI Cybersecurity: How We Built the Playbook (Agent Security Boundaries)

pilot reported in May

metr.org

Cited in: Dario Amodei’s AI slowdown plan leaves a governance gap (AI Governance & Auditability) ; Anthropic's Claude Fable 5 Backlash and Ban (AI Governance & Auditability)

Pinned bundled-plugin manifest

github.com

Cited in: OpenAI Open-Sourced the Codex Security CLI (Agent Security Boundaries)

Pinned JSON contracts and producer constant

github.com

Cited in: OpenAI Open-Sourced the Codex Security CLI (Agent Security Boundaries)

Pinned package manifest

github.com

Cited in: OpenAI Open-Sourced the Codex Security CLI (Agent Security Boundaries)

Pinned SDK artifact collection

github.com

Cited in: OpenAI Open-Sourced the Codex Security CLI (Agent Security Boundaries)

Pinned SDK scan prompt and plugin invocation

github.com

Cited in: OpenAI Open-Sourced the Codex Security CLI (Agent Security Boundaries)

rotation guide

vercel.com

Cited in: Vercel Has a Confirmed Breach (Agent Security Boundaries)

SARIF 2.1.0

docs.oasis-open.org

Cited in: Kimi K3 for AI Cybersecurity: How We Built the Playbook (Agent Security Boundaries)

Scientific Panel

digital-strategy.ec.europa.eu

Cited in: Anthropic's Claude Fable 5 Backlash and Ban (AI Governance & Auditability)

Semgrep: Kimi K3 Benchmarks: Strong on Paper, Weak on Precision

semgrep.dev

Cited in: Kimi K3 for AI Cybersecurity: How We Built the Playbook (Agent Security Boundaries)

sensitive environment variables

vercel.com

Cited in: Vercel Has a Confirmed Breach (Agent Security Boundaries)

September 11 account

jbenton1.substack.com

Cited in: Dario Amodei’s AI slowdown plan leaves a governance gap (AI Governance & Auditability)

September 9 assessment

anthropic.com

Cited in: Dario Amodei’s AI slowdown plan leaves a governance gap (AI Governance & Auditability)

Shannon

github.com

Cited in: Kimi K3 for AI Cybersecurity: How We Built the Playbook (Agent Security Boundaries)

Stanford DigiChina reported

digichina.stanford.edu

Cited in: Anthropic's Claude Fable 5 Backlash and Ban (AI Governance & Auditability)

Strix

github.com

Cited in: Kimi K3 for AI Cybersecurity: How We Built the Playbook (Agent Security Boundaries)

The Hacker News: World's Largest AI Model Repository Hugging Face Breached by Autonomous AI Agent

thehackernews.com

Cited in: Kimi K3 for AI Cybersecurity: How We Built the Playbook (Agent Security Boundaries)

The New York Post reported

nypost.com

Cited in: Anthropic's Claude Fable 5 Backlash and Ban (AI Governance & Auditability)

The Verge reported

theverge.com

Cited in: Anthropic's Claude Fable 5 Backlash and Ban (AI Governance & Auditability)

Theo Browne wrote on X

twitter.com

Cited in: Vercel Has a Confirmed Breach (Agent Security Boundaries)

three-week exercise at Anthropic

metr.org

Cited in: Dario Amodei’s AI slowdown plan leaves a governance gap (AI Governance & Auditability)

Top 10 for Agentic Applications 2026

genai.owasp.org

Cited in: Agent Vault keeps secrets out of AI agents' hands (Agent Security Boundaries) ; Kimi K3 for AI Cybersecurity: How We Built the Playbook (Agent Security Boundaries)

Top 10 for LLM Applications 2025

genai.owasp.org

Cited in: Agent Vault keeps secrets out of AI agents' hands (Agent Security Boundaries) ; Kimi K3 for AI Cybersecurity: How We Built the Playbook (Agent Security Boundaries)

UK AISI: How far behind the frontier are leading open-weight models on cyber?

aisi.gov.uk

Cited in: Kimi K3 for AI Cybersecurity: How We Built the Playbook (Agent Security Boundaries)

Wired reported

wired.com

Cited in: Anthropic's Claude Fable 5 Backlash and Ban (AI Governance & Auditability)

Complex Logical Reasoning over Knowledge Graphs using Large Language Models

Agarwal, S., Radhakrishnan, N., Bonam, S., Vincent, D., Karnick, H., Biswas, P. (2023)

arXiv

Dense Passage Retrieval for Open-Domain Question Answering

Karpukhin, V., Oguz, B., Min, S., Lewis, P., Wu, L., Edunov, S., Chen, D., Yih, W. (2020)

EMNLP

Dynamic and Temporal Knowledge Graphs: A Survey

Xie, C., Yang, J., Feng, Y., Ren, T., Ding, B. (2024)

arXiv

From Local to Global: A Graph RAG Approach to Query-Focused Summarization

Edge, C., Xia, S., Wang, X., Wang, H., Diao, S., Chen, Z., Liu, Z., Lin, B., Gardner, M., Wang, H. (2024)

arXiv

G-Retriever: Retrieval-Augmented Generation for Textual Graph Understanding and Question Answering

He, X., Lin, B., Yao, C., Liu, Z., Rao, J., Zhou, J. (2024)

arXiv

GNN-RAG: Graph Neural Retrieval for Large Language Model Reasoning

Mavromatis, C., Kazemi, S.M., Lamb, C., Chen, Z. (2024)

arXiv

GRAG: Graph Retrieval-Augmented Generation

Sui, Z., Chen, X., Chen, L., Li, J., Zhou, J. (2024)

arXiv

Graph Chain-of-Thought: Augmenting Large Language Models by Reasoning on Graphs

Jin, P., Xu, X., Yang, C., Zhang, K., Han, J. (2024)

arXiv

HippoRAG: Neurobiologically Inspired Long-Term Memory for Large Language Models

Zhang, S., Kang, D., Sun, H., Liu, Z., Shen, Y., Zhang, D., Liu, H., Sun, M. (2024)

arXiv

KnowledgeNavigator: Leveraging Large Language Models for Enhanced Reasoning over Knowledge Graph

Wang, Z., Zhang, T., Xie, R., Li, J. (2023)

arXiv

Multi-hop Question Answering under Temporal Knowledge Editing

Kang, S.Y., Liu, Z., Kim, Y., Zhu, H., Yavuz, S., Cheung, J.C. (2024)

arXiv

Practice of Streaming Processing of Dynamic Graphs: Concepts, Models, and Systems

Xie, C., Chen, L., Chen, Y., Qin, L., Zhou, X. (2019)

arXiv

QA-GNN: Reasoning with Language Models and Knowledge Graphs for Question Answering

Yasunaga, M., Ren, H., Bosselut, A., Liang, P., Leskovec, J. (2021)

NAACL

Reasoning on Graphs: Faithful and Interpretable Large Language Model Reasoning

Hu, J., Liu, X., Zhang, Z. (2023)

arXiv

Talk like a Graph: Encoding Graphs for Large Language Models

Fatemi, B., Garg, V., Rectenmald, L., Noutahi, E., Pal, C., Yu, H., Vázquez, D. (2023)

arXiv

Think-on-Graph: Deep and Responsible Reasoning of Large Language Model on Knowledge Graph

Chen, H., Wang, L., Zhang, Y. (2023)

arXiv

"coding-driven design"

kimi.com

Cited in: Kimi K2.6 Is the Open Model Release OpenClaw Users Were Waiting For (Open Model Strategy)

AI-Guru RTX PRO 6000 trace

github.com

Cited in: Grok 4.6, GLM-5.3, Qwen3.8-27B in a 7-Model Week (Open Model Strategy)

ai.google.dev - ollama

ai.google.dev

Cited in: Qwen 3.6 Open vs Opus 4.7 vs Gemma 4 (Open Model Strategy)

ai.google.dev - run

ai.google.dev

Cited in: Qwen 3.6 Open vs Opus 4.7 vs Gemma 4 (Open Model Strategy)

announced Qwen3.8

x.com

Cited in: Qwen 3.8 Max Benchmark: How It Compares With Kimi K3 (Open Model Strategy)

anthropic.com - claude opus 4 7

anthropic.com

Cited in: Qwen 3.6 Open vs Opus 4.7 vs Gemma 4 (Open Model Strategy)

Apple MacBook Pro specifications

support.apple.com

Cited in: Grok 4.6, GLM-5.3, Qwen3.8-27B in a 7-Model Week (Open Model Strategy)

artificialanalysis.ai - kimi k3

artificialanalysis.ai

Cited in: Kimi K3 Is Live: Pricing, Benchmarks, and the Wait for Open Source (Open Model Strategy)

Attention Residuals

arxiv.org

Cited in: Kimi K3 Is Live: Pricing, Benchmarks, and the Wait for Open Source (Open Model Strategy)

blog

qwen.ai

Cited in: Qwen 3.6 Open vs Opus 4.7 vs Gemma 4 (Open Model Strategy)

blog.google - gemma 4

blog.google

Cited in: Qwen 3.6 Open vs Opus 4.7 vs Gemma 4 (Open Model Strategy)

claude.com - pricing

claude.com

Cited in: Qwen 3.6 Open vs Opus 4.7 vs Gemma 4 (Open Model Strategy)

composio.dev - qwen 3 vs deepseek r1 complete comparison

composio.dev

Cited in: Qwen 3 Redefines Open‑Source AI Power (Open Model Strategy)

current pricing and model page

api-docs.deepseek.com

Cited in: Grok 4.6, GLM-5.3, Qwen3.8-27B in a 7-Model Week (Open Model Strategy)

deepseek-ai/DeepSeek-V4-Pro-0813 repository

huggingface.co

Cited in: Grok 4.6, GLM-5.3, Qwen3.8-27B in a 7-Model Week (Open Model Strategy)

deploy.ai - qwen 3 by alibaba cloud everything you need to know

deploy.ai

Cited in: Qwen 3 Redefines Open‑Source AI Power (Open Model Strategy)

entelligence.ai - Claude 4 vs Deepseek r1 vs qwen 3

entelligence.ai

Cited in: Qwen 3 Redefines Open‑Source AI Power (Open Model Strategy)

GitHub Copilot availability

x.ai

Cited in: Grok 4.6, GLM-5.3, Qwen3.8-27B in a 7-Model Week (Open Model Strategy)

github.com - mlx vlm

github.com

Cited in: Qwen 3.6 Open vs Opus 4.7 vs Gemma 4 (Open Model Strategy)

github.com - Qwen3

github.com

Cited in: Qwen 3 Redefines Open‑Source AI Power (Open Model Strategy)

github.com - reap

github.com

Cited in: Qwen 3.6 Open vs Opus 4.7 vs Gemma 4 (Open Model Strategy)

github.com - turboquant

github.com

Cited in: Qwen 3.6 Open vs Opus 4.7 vs Gemma 4 (Open Model Strategy)

GLM-5.3 provides a useful example

z.ai

Cited in: Grok 4.6, GLM-5.3, Qwen3.8-27B in a 7-Model Week (Open Model Strategy)

Grok 4.6 launched on August 12

x.ai

Cited in: Grok 4.6, GLM-5.3, Qwen3.8-27B in a 7-Model Week (Open Model Strategy)

Hugging Face metadata

huggingface.co

Cited in: Grok 4.6, GLM-5.3, Qwen3.8-27B in a 7-Model Week (Open Model Strategy)

Hugging Face page

huggingface.co

Cited in: Kimi K2.6 Is the Open Model Release OpenClaw Users Were Waiting For (Open Model Strategy)

Hugging Face weights

huggingface.co

Cited in: Kimi K2.6 Is the Open Model Release OpenClaw Users Were Waiting For (Open Model Strategy)

huggingface.co - Qwen3 235B A22B Instruct 2507

huggingface.co

Cited in: Qwen 3 Redefines Open‑Source AI Power (Open Model Strategy)

huggingface.co - Qwen3 235B A22B Thinking 2507

huggingface.co

Cited in: Qwen 3 Redefines Open‑Source AI Power (Open Model Strategy)

huggingface.co - Qwen3 Coder 480B A35B Instruct

huggingface.co

Cited in: Qwen 3 Redefines Open‑Source AI Power (Open Model Strategy)

huggingface.co - Qwen3.5 0.8B

huggingface.co

Cited in: Qwen 3.6 Open vs Opus 4.7 vs Gemma 4 (Open Model Strategy)

huggingface.co - Qwen3.5 2B

huggingface.co

Cited in: Qwen 3.6 Open vs Opus 4.7 vs Gemma 4 (Open Model Strategy)

huggingface.co - Qwen3.5 4B

huggingface.co

Cited in: Qwen 3.6 Open vs Opus 4.7 vs Gemma 4 (Open Model Strategy)

huggingface.co - Qwen3.5 9B

huggingface.co

Cited in: Qwen 3.6 Open vs Opus 4.7 vs Gemma 4 (Open Model Strategy)

independently inspected by Project Apollo

github.com

Cited in: Grok 4.6, GLM-5.3, Qwen3.8-27B in a 7-Model Week (Open Model Strategy)

infoq.com - qwen3 coder

infoq.com

Cited in: Qwen 3 Redefines Open‑Source AI Power (Open Model Strategy)

international quickstart

alibabacloud.com

Cited in: Qwen 3.8 Max Benchmark: How It Compares With Kimi K3 (Open Model Strategy)

international Team Token Plan

alibabacloud.com

Cited in: Qwen 3.8 Max Benchmark: How It Compares With Kimi K3 (Open Model Strategy)

introductory pricing of $2/$10 runs through August 31, 2026

anthropic.com

Cited in: Kimi K3 Is Live: Pricing, Benchmarks, and the Wait for Open Source (Open Model Strategy)

K3 launch top-up rebate

platform.kimi.ai

Cited in: Kimi K3 Is Live: Pricing, Benchmarks, and the Wait for Open Source (Open Model Strategy)

K3 tool-calling best-practices guide

platform.kimi.ai

Cited in: Kimi K3 Is Live: Pricing, Benchmarks, and the Wait for Open Source (Open Model Strategy)

Kimi Code

kimi.com

Cited in: Kimi K3 Is Live: Pricing, Benchmarks, and the Wait for Open Source (Open Model Strategy)

Kimi Delta Attention

arxiv.org

Cited in: Kimi K3 Is Live: Pricing, Benchmarks, and the Wait for Open Source (Open Model Strategy)

Kimi K3 Is Live: Pricing, Benchmarks, and the Wait for Open Source

trilogyai.substack.com

Cited in: Qwen 3.8 Max Benchmark: How It Compares With Kimi K3 (Open Model Strategy)

Kimi K3 quickstart

platform.kimi.ai

Cited in: Kimi K3 Is Live: Pricing, Benchmarks, and the Wait for Open Source (Open Model Strategy)

Kimi partner page

fireworks.ai

Cited in: Kimi K3 Is Live: Pricing, Benchmarks, and the Wait for Open Source (Open Model Strategy)

kimi.com - kimi k3

kimi.com

Cited in: Kimi K3 Is Live: Pricing, Benchmarks, and the Wait for Open Source (Open Model Strategy)

linked X clip

x.com

Cited in: Kimi K2.6 Is the Open Model Release OpenClaw Users Were Waiting For (Open Model Strategy)

linuxfoundation.org - economic impacts of open source ai

linuxfoundation.org

Cited in: Qwen 3 Redefines Open‑Source AI Power (Open Model Strategy)

live model documentation

docs.z.ai

Cited in: Grok 4.6, GLM-5.3, Qwen3.8-27B in a 7-Model Week (Open Model Strategy)

LLaGA: Large Language and Graph Assistant

Ye, F., Yuan, Y., Wang, Z., Wang, X., Liang, Y., Wang, X., Jian, J., Li, Z. (2024)

arXiv

magazine.sebastianraschka.com - 23 gemma 4

magazine.sebastianraschka.com

Cited in: Qwen 3.6 Open vs Opus 4.7 vs Gemma 4 (Open Model Strategy)

merics.org - chinas drive toward self reliance artificial intelligence chips large language models

merics.org

Cited in: Qwen 3 Redefines Open‑Source AI Power (Open Model Strategy)

Meta Muse Glimmer base model

huggingface.co

Cited in: Grok 4.6, GLM-5.3, Qwen3.8-27B in a 7-Model Week (Open Model Strategy)

Microsoft Foundry's catalog

ai.azure.com

Cited in: Kimi K2.6 Is the Open Model Release OpenClaw Users Were Waiting For (Open Model Strategy)

model card

huggingface.co

Cited in: Qwen 3.6 Open vs Opus 4.7 vs Gemma 4 (Open Model Strategy)

model documentation

docs.x.ai

Cited in: Grok 4.6, GLM-5.3, Qwen3.8-27B in a 7-Model Week (Open Model Strategy)

NVIDIA Nemotron 3.5 Lightning NVFP4 model card

huggingface.co

Cited in: Grok 4.6, GLM-5.3, Qwen3.8-27B in a 7-Model Week (Open Model Strategy)

official company WeChat announcement

mp.weixin.qq.com

Cited in: Kimi K3 Is Live: Pricing, Benchmarks, and the Wait for Open Source (Open Model Strategy) ; Qwen 3.8 Max Benchmark: How It Compares With Kimi K3 (Open Model Strategy)

official GGUF repository

huggingface.co

Cited in: Grok 4.6, GLM-5.3, Qwen3.8-27B in a 7-Model Week (Open Model Strategy)

official metadata

huggingface.co

Cited in: Grok 4.6, GLM-5.3, Qwen3.8-27B in a 7-Model Week (Open Model Strategy)

OpenClaw's own docs

docs.openclaw.ai

Cited in: Kimi K2.6 Is the Open Model Release OpenClaw Users Were Waiting For (Open Model Strategy)

OpenMDW 1.1 license

openmdw.ai

Cited in: Grok 4.6, GLM-5.3, Qwen3.8-27B in a 7-Model Week (Open Model Strategy)

OpenRouter's Kimi K3 page

openrouter.ai

Cited in: Kimi K3 Is Live: Pricing, Benchmarks, and the Wait for Open Source (Open Model Strategy)

OpenSymphony

opensymphony.dev

Cited in: Kimi K3 Is Live: Pricing, Benchmarks, and the Wait for Open Source (Open Model Strategy) ; Qwen 3.8 Max Benchmark: How It Compares With Kimi K3 (Open Model Strategy)

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models

Ding, Z., Xu, Y., Wang, Y., Xu, M., Luo, L., Li, Z., Liu, Z., Hu, X., Jiang, D., Luo, J., Shan, S., Chen, X. (2025)

arXiv

Personal Token Plan documentation

help.aliyun.com

Cited in: Qwen 3.8 Max Benchmark: How It Compares With Kimi K3 (Open Model Strategy)

Qwen/Qwen3.8-27B checkpoint

huggingface.co

Cited in: Grok 4.6, GLM-5.3, Qwen3.8-27B in a 7-Model Week (Open Model Strategy)

Qwen3-Coder

docs.cloud.google.com

Cited in: Kimi K2.6 Is the Open Model Release OpenClaw Users Were Waiting For (Open Model Strategy)

Qwen3.8-2.4T-A95B model card

huggingface.co

Cited in: Grok 4.6, GLM-5.3, Qwen3.8-27B in a 7-Model Week (Open Model Strategy)

Qwen3.8-27B release note

github.com

Cited in: Grok 4.6, GLM-5.3, Qwen3.8-27B in a 7-Model Week (Open Model Strategy)

Qwen3.8-Max License

huggingface.co

Cited in: Grok 4.6, GLM-5.3, Qwen3.8-27B in a 7-Model Week (Open Model Strategy)

qwenlm.github.io - qwen3

qwenlm.github.io

Cited in: Qwen 3.6 Open vs Opus 4.7 vs Gemma 4 (Open Model Strategy) ; Qwen 3 Redefines Open‑Source AI Power (Open Model Strategy)

qwenlm.github.io - qwen3 coder

qwenlm.github.io

Cited in: Qwen 3 Redefines Open‑Source AI Power (Open Model Strategy)

RTX 4090 has 24 GB of GDDR6X VRAM

nvidia.com

Cited in: Grok 4.6, GLM-5.3, Qwen3.8-27B in a 7-Model Week (Open Model Strategy)

RTX 5080 has 16 GB of GDDR7 VRAM

nvidia.com

Cited in: Grok 4.6, GLM-5.3, Qwen3.8-27B in a 7-Model Week (Open Model Strategy)

scmp.com - alibaba pushes global adoption qwen3 ai models more developer platforms online

scmp.com

Cited in: Qwen 3 Redefines Open‑Source AI Power (Open Model Strategy)

SGLang Qwen3.8-27B cookbook

github.com

Cited in: Grok 4.6, GLM-5.3, Qwen3.8-27B in a 7-Model Week (Open Model Strategy)

StackPerf

github.com

Cited in: Kimi K3 Is Live: Pricing, Benchmarks, and the Wait for Open Source (Open Model Strategy) ; Qwen 3.8 Max Benchmark: How It Compares With Kimi K3 (Open Model Strategy)

Team FAQ

alibabacloud.com

Cited in: Qwen 3.8 Max Benchmark: How It Compares With Kimi K3 (Open Model Strategy)

tech blog's footnotes

kimi.com

Cited in: Kimi K3 Is Live: Pricing, Benchmarks, and the Wait for Open Source (Open Model Strategy)

The standard API rate

docs.x.ai

Cited in: Grok 4.6, GLM-5.3, Qwen3.8-27B in a 7-Model Week (Open Model Strategy)

tool-calling guide

platform.kimi.ai

Cited in: Kimi K3 Is Live: Pricing, Benchmarks, and the Wait for Open Source (Open Model Strategy)

Towards Foundation Models for Knowledge Graph Reasoning

Wang, X., Wang, D., Peng, N., El-Kishky, A., Ma, J., Huang, H., Wang, X. (2023)

arXiv

Unifying Large Language Models and Knowledge Graphs: A Roadmap

Pan, J.Z., Lefrançois, M., Reutter, J., Vrandečić, D., Groth, P. (2023)

arXiv

Unsloth Dynamic GGUF repository

huggingface.co

Cited in: Grok 4.6, GLM-5.3, Qwen3.8-27B in a 7-Model Week (Open Model Strategy)

Unsloth Qwen3.8 guide

unsloth.ai

Cited in: Grok 4.6, GLM-5.3, Qwen3.8-27B in a 7-Model Week (Open Model Strategy)

unsloth.ai - qwen3.6

unsloth.ai

Cited in: Qwen 3.6 Open vs Opus 4.7 vs Gemma 4 (Open Model Strategy)

Z.ai usage policy

docs.z.ai

Cited in: Kimi K2.6 Is the Open Model Release OpenClaw Users Were Waiting For (Open Model Strategy)

a request's questions share one batched forward pass

github.com

Cited in: Jev's Open Rivals Test the Decision Model Idea (LLM Evaluation Methods)

AnyJev

github.com

Cited in: Jev's Open Rivals Test the Decision Model Idea (LLM Evaluation Methods)

AnyJev README

github.com

Cited in: Jev's Open Rivals Test the Decision Model Idea (LLM Evaluation Methods)

AnyJev reports

github.com

Cited in: Jev's Open Rivals Test the Decision Model Idea (LLM Evaluation Methods)

API introduction

docs.typesafe.ai

Cited in: Jev's Open Rivals Test the Decision Model Idea (LLM Evaluation Methods)

Arize Phoenix: AI-Judge for Relevance and Toxicity Detection

Arize AI (2024)

Phoenix Documentation

BERT

arxiv.org

Cited in: Jev's Open Rivals Test the Decision Model Idea (LLM Evaluation Methods)

Comet Opik: Open-Source Platform for Evaluating, Testing, and Monitoring LLM Applications

Doddy, V. (2024)

Medium Blog

confidence documentation

docs.typesafe.ai

Cited in: Jev's Open Rivals Test the Decision Model Idea (LLM Evaluation Methods)

CRAG -- Comprehensive RAG Benchmark

Laban, P., Moldovan, B.A., Nagpal, C., Kalra, K., Rajani, N., Xiong, C. (2024)

arXiv

DeepEval: Test-Driven LLM Development

Confident AI (2024)

GitHub Repository

DiffusionGemma

arxiv.org

Cited in: Jev's Open Rivals Test the Decision Model Idea (LLM Evaluation Methods)

DiffusionGemma structured-generation PR #57250

github.com

Cited in: Jev's Open Rivals Test the Decision Model Idea (LLM Evaluation Methods)

DiffusionGemma Technical Report

arxiv.org

Cited in: Jev's Open Rivals Test the Decision Model Idea (LLM Evaluation Methods)

Each question becomes a sequence

github.com

Cited in: Jev's Open Rivals Test the Decision Model Idea (LLM Evaluation Methods)

EleutherAI LM Evaluation Harness

EleutherAI Team (2023)

GitHub Repository

Guide to Understand LLM Evaluation

Giskard Team (2024)

Giskard Knowledge Base

Introducing Structured Outputs in the API

openai.com

Cited in: Jev's Open Rivals Test the Decision Model Idea (LLM Evaluation Methods)

Introducing System One Models & Jev

typesafe.ai

Cited in: Jev's Open Rivals Test the Decision Model Idea (LLM Evaluation Methods)

Jev 1.13 limitations

docs.typesafe.ai

Cited in: Jev's Open Rivals Test the Decision Model Idea (LLM Evaluation Methods)

Jev vs. LLMs as Rubric Judges v1 paper

arxiv.org

Cited in: Jev's Open Rivals Test the Decision Model Idea (LLM Evaluation Methods)

JEV-as-a-Judge v1 paper

arxiv.org

Cited in: Jev's Open Rivals Test the Decision Model Idea (LLM Evaluation Methods)

Kev

github.com

Cited in: Jev's Open Rivals Test the Decision Model Idea (LLM Evaluation Methods)

Kev README

github.com

Cited in: Jev's Open Rivals Test the Decision Model Idea (LLM Evaluation Methods)

Kev reports

github.com

Cited in: Jev's Open Rivals Test the Decision Model Idea (LLM Evaluation Methods)

Label-conditioned zero-shot classification

arxiv.org

Cited in: Jev's Open Rivals Test the Decision Model Idea (LLM Evaluation Methods)

Laya README

github.com

Cited in: Jev's Open Rivals Test the Decision Model Idea (LLM Evaluation Methods)

Laya's typed-decisions benchmark

github.com

Cited in: Jev's Open Rivals Test the Decision Model Idea (LLM Evaluation Methods)

MLflow LLM Evaluate: Judge Metrics as First-Class Objects

MLflow Team (2024)

MLflow Documentation

models

docs.typesafe.ai

Cited in: Jev's Open Rivals Test the Decision Model Idea (LLM Evaluation Methods)

On Calibration of Modern Neural Networks

proceedings.mlr.press

Cited in: Jev's Open Rivals Test the Decision Model Idea (LLM Evaluation Methods)

Operationalize LLM Evaluation at Scale Using Amazon SageMaker Clarify and MLOps Services

AWS Machine Learning Team (2024)

AWS Machine Learning Blog

Revolutionizing Gen AI Operations: Portkey's End-to-End LLMOps Platform

Avasant Research (2024)

Avasant Research Report

Selective Classification for Deep Neural Networks

arxiv.org

Cited in: Jev's Open Rivals Test the Decision Model Idea (LLM Evaluation Methods)

Snowflake Arctic Cookbook: A Deep Dive into LLM Evaluation Standards

Snowflake Engineering (2024)

Snowflake Engineering Blog

TruLens: LLM Evaluation with RAG-Triad Metrics

TruEra (2024)

TruLens Documentation

$0.26 per second

fal.ai

Cited in: MiniMax H3 Brings Storytelling Control to AI Video (AI Media Production)

alibabacloud.com - qwen3 5 towards native multimodal agents 602894

alibabacloud.com

Cited in: [Deep Dive] Qwen 3.5 Brings Native Multimodality and Long Context to Small Open Models (Multimodal Model Capabilities)

Align your Latents: High-Resolution Video Synthesis with Latent Diffusion Models

Blattmann, A., Rombach, R., Ling, H., Dockhorn, T., Kim, S.J., Fidler, S., Ommer, B. (2023)

arXiv

Awesome Video Diffusion

showlab (2024)

GitHub Repository

Awesome Video Generation

AlonzoLeeeooo (2024)

GitHub Repository

build.nvidia.com - modelcard

build.nvidia.com

Cited in: [Deep Dive] Qwen 3.5 Brings Native Multimodality and Long Context to Small Open Models (Multimodal Model Capabilities)

CogVideoX: Text-to-Video Diffusion Models with An Expert Transformer

THUDM Team (2024)

arXiv

Diffusion Models for Video Generation

Weng, L. (2024)

Lil'Log Blog

Dreamina's official Seedance 2.5 pages

dreamina.capcut.com

Cited in: MiniMax H3 Brings Storytelling Control to AI Video (AI Media Production)

duration accepts every whole number from 4 through 15 seconds

platform.minimax.io

Cited in: MiniMax H3 Brings Storytelling Control to AI Video (AI Media Production)

Enhancing Motion in Text-to-Video Generation with Decomposed Encoding and Conditioning

Pei, R., Zhang, H., Lou, Z., Xiao, Y., Wang, Z., Wang, Z., Xiong, C. (2024)

arXiv

github.com - Qwen3.5

github.com

Cited in: [Deep Dive] Qwen 3.5 Brings Native Multimodality and Long Context to Small Open Models (Multimodal Model Capabilities)

H3 launch post

minimax.io

Cited in: MiniMax H3 Brings Storytelling Control to AI Video (AI Media Production)

huggingface.co - Qwen3 VL 235B A22B Thinking

huggingface.co

Cited in: [Deep Dive] Qwen 3.5 Brings Native Multimodality and Long Context to Small Open Models (Multimodal Model Capabilities)

huggingface.co - Qwen3.5 0.8B

huggingface.co

Cited in: [Deep Dive] Qwen 3.5 Brings Native Multimodality and Long Context to Small Open Models (Multimodal Model Capabilities)

huggingface.co - Qwen3.5 35B A3B

huggingface.co

Cited in: [Deep Dive] Qwen 3.5 Brings Native Multimodality and Long Context to Small Open Models (Multimodal Model Capabilities)

huggingface.co - Qwen3.5 397B A17B

huggingface.co

Cited in: [Deep Dive] Qwen 3.5 Brings Native Multimodality and Long Context to Small Open Models (Multimodal Model Capabilities)

image-to-video

fal.ai

Cited in: MiniMax H3 Brings Storytelling Control to AI Video (AI Media Production)

ModelScope Text-to-Video Technical Report

Wang, J., Yuan, H., Chen, D., Zhang, Y., Wang, X., Zhang, S. (2023)

arXiv

official GitHub organization

github.com

Cited in: MiniMax H3 Brings Storytelling Control to AI Video (AI Media Production)

official Hugging Face models

huggingface.co

Cited in: MiniMax H3 Brings Storytelling Control to AI Video (AI Media Production)

pay-as-you-go pricing

platform.minimax.io

Cited in: MiniMax H3 Brings Storytelling Control to AI Video (AI Media Production)

Phenaki: Variable Length Video Generation From Open Domain Textual Description

Villegas, R., Sohl-Dickstein, J., Salimans, T., Dieleman, S., Vasconcelos, N., Gregor, K., Kalchbrenner, N., Bellard, F. (2022)

arXiv

qwenlm.github.io - qwen3

qwenlm.github.io

Cited in: [Deep Dive] Qwen 3.5 Brings Native Multimodality and Long Context to Small Open Models (Multimodal Model Capabilities)

reference-to-video

fal.ai

Cited in: MiniMax H3 Brings Storytelling Control to AI Video (AI Media Production)

retention documentation

fal.ai

Cited in: MiniMax H3 Brings Storytelling Control to AI Video (AI Media Production)

Seedance 2.5 launch post

seed.bytedance.com

Cited in: MiniMax H3 Brings Storytelling Control to AI Video (AI Media Production)

Token Plan FAQ

platform.minimax.io

Cited in: MiniMax H3 Brings Storytelling Control to AI Video (AI Media Production)

Token Plan pricing page

platform.minimax.io

Cited in: MiniMax H3 Brings Storytelling Control to AI Video (AI Media Production)

Video Diffusion Models: A Survey

Melnik, A., Ljubljanac, M., Lu, C., Yan, Q., Ren, W., Ritter, H. (2024)

arXiv

video-generation guide

platform.minimax.io

Cited in: MiniMax H3 Brings Storytelling Control to AI Video (AI Media Production)

VideoCrafter1: Open Diffusion Models for High-Quality Video Generation

Chen, Z., Chen, T., Xie, Y., Zhang, R., Gao, X. (2023)

arXiv

3 Ways AI Drives Personalized Learning and Student Engagement

QuadC (2024)

QuadC Blog

An educator's journey through personalized learning to AI integration

EdNC (2024)

Education North Carolina

Artificial intelligence in intelligent tutoring systems toward sustainable education: a systematic review

Lin, P.C., Chen, Y.H., Lo, S.L., Chai, C.S., Wu, J.Y., Hwang, G.J. (2023)

Smart Learning Environments

Meet Khanmigo: Khan Academy's AI-powered teaching assistant & tutor

Khan Academy (2024)

Khan Academy

Self-Directed Learning: A Core Concept in Adult Education

Loeng, S. (2020)

Education Research International

Self-Directed Learning: A Four-Step Process

Centre for Teaching Excellence (2023)

University of Waterloo

Self-Managed Learning and AI: A New Way to Learn

James, C. (2024)

Medium

The Future of AI Tutors in Higher Education

EdTech Magazine (2022)

EdTech Magazine Higher Education

The New Teachers' Aides: AI Tutors

Education Week (2024)

Education Week Technology

What Is Self-Directed Education?

Alliance for Self-Directed Education (2023)

ASDE Website

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