Research Vault

Deep research briefs, slide decks, and podcasts generated by Rook and Gambit. Each entry links to all available formats.

August 6, 2026 · 12 sources · Medium-High confidence

Deep Research & Hallucination: The State of AI Research Agents and the Verification Imperative

A talk-prep brief on the responsible use of AI deep research for clinical residents: why the 'hallucination solved' rhetoric faded, the failure modes that matter (fabricated citations, source mismatch, silent failure), what independent evaluation shows about deep-research agents, and the verification-first workflow and clinical consensus (ICMJE, WHO, AMA) for using AI references responsibly.

Deep ResearchHallucinationAI SafetyVerificationClinical AICopilotRAG
📄 Research Brief 📊 Slide Deck
August 2, 2026 · 1 sources · Medium-High confidence

Five Levels of Microsoft 365 Copilot Mastery

David Fortin's five-level framework for Microsoft 365 Copilot mastery, from basic prompting through the GCES framework, app integration, custom agents, and Co-Work multi-step automation — with demonstrated productivity and cost outcomes.

YouTubeCopilotMicrosoft 365PromptingAgentsAutomation
📄 Research Brief 📊 Slide Deck
July 28, 2026 · 1 sources · Medium-High confidence

Copilot 365 Premium as Your Outlook Executive Assistant: A Practical Skills Guide

A practical teaching guide showing how to configure Microsoft 365 Copilot in Outlook as an executive assistant, covering email prioritisation, inbox rules, calendar automation, focus time booking, project summaries, and AI-generated meeting agendas.

Copilot 365Microsoft OutlookAI ProductivityEmail ManagementYouTube
📄 Research Brief 📊 Slide Deck
July 22, 2026 · 1 sources · Medium-High confidence

Intellectual Atrophy: Standing Out in an AI World by Thinking Better

Sol Rashidi, the world's first enterprise Chief AI Officer, warns that over-reliance on AI causes intellectual atrophy and outlines five principles for standing out by thinking better, not faster.

YouTubeAIcritical thinkingintellectual atrophyTEDxStanford
📄 Research Brief 📊 Slide Deck
July 06, 2026 · 1 sources · Medium-High confidence

Dave Blundin: Talent Density, Speed & the Founder's Mindset

Dave Blundin discusses the critical importance of talent density, speed, and trust in founding teams for high-velocity environments.

YouTubetalent densitystartup advicefounder mindsetteam building
📄 Research Brief 📊 Slide Deck
July 3, 2026 · 1 sources · Medium-High confidence

Claude Science: An AI Workbench for Scientists

Anthropic launched Claude Science, an AI workbench integrating 60+ curated scientific skills, automated compute management, and reproducible artifact generation.

AnthropicAI WorkbenchScientific ResearchLife SciencesArticle
📄 Research Brief 📊 Slide Deck
June 29, 2026 · 1 sources · Medium-High confidence

Slow down to speed up: AI and software engineering

Gergely Orosz keynote on AI adoption cautionary tales, token maxing, and the quality crisis in software engineering — with talk-ready quotes and stories.

YouTubeAIsoftware engineeringcode quality
📄 Research Brief 📊 Slide Deck
June 28, 2026 · 1 sources · Medium confidence

Cory Doctorow on the AI Bubble: Reverse Centaurs & the I Love Lucy Analogy

Cory Doctorow argues the AI industry is a $1.4 trillion bubble built on growth narratives, not utility. His reverse centaur framework and I Love Lucy analogy are powerful tools for AI talks.

YouTubeAI BubbleCory DoctorowReverse CentaurTalksCritical AI
📄 Research Brief 📊 Slide Deck
June 28, 2026 · 1 sources · Medium confidence

Hermes Setup Tutorial: Key Insights for Power Users

Matthew Berman's Hermes tutorial analyzed for power users: self-healing skills, task automation, model routing, plugins, and memory workflows.

YouTubeHermes AgentSelf-HealingTutorialMatthew Berman
📄 Research Brief 📊 Slide Deck
June 28, 2026 · 1 sources · Medium confidence

The Fourth Decade of Panic: Software Engineering Careers in the Age of AI

Scott Hanselman (VP/GitHub) argues AI is the fourth decade of panic. Covers preceptorship model, 'oneshotted Minecraft' story, Tiny Tool Town, and career advice for engineers.

YouTubeSoftware EngineeringAI Coding AgentsCareerScott HanselmanTalks
📄 Research Brief 📊 Slide Deck
June 28, 2026 · 1 sources · Medium confidence

Local AI Infrastructure for Digital Sovereignty

Alex Finn argues that government restrictions on frontier models and rising hardware costs make local AI a strategic necessity, covering hardware tiers, software stack (Tailscale + Hermes), and always-on use cases.

YouTubeObsidianLocal AIDigital SovereigntyHardwareHermes Agent
📄 Research Brief 📊 Slide Deck
June 25, 2026 · 1 sources · Medium confidence

Hermes Agent Update — Feature Analysis

Analysis of 8 major Hermes Agent updates through the lens of Steve's Telegram-native vault pipeline workflow, with actionable adoption recommendations.

HermesYouTubeFeature AnalysisWorkflow Update
📄 Research Brief 📊 Slide Deck
June 25, 2026 · 1 sources · Medium confidence

AI Skills Cheat Codes — Workflow Analysis

Analysis of 9 free AI coding skills/plugins through the lens of Steve's Hermes+OpenClaw Provenance Labs workflow, with actionable recommendations for pipeline integration.

YouTubeObsidianAI SkillsHermesWorkflow Analysis
📄 Research Brief 📊 Slide Deck
June 22, 2026 · 1 sources · Medium-High confidence

Top 8 Microsoft Teams New Features – Summer 2026

AI training session resource covering 8 new Teams features for staff and faculty — PPT Live refresh, flexible panes, shared notes, efficiency mode, chat organization, new webinar UI, 10K attendees, and private presenter chat.

Microsoft TeamsEducationProductivityWebinarsCollaboration
📄 Research Brief 📊 Slide Deck
June 22, 2026 · 1 sources · Medium-High confidence

I Tested GLM 5.2 vs Opus 4.8 vs GPT 5.5

Head-to-head comparison of three leading AI models on real-world agentic coding tasks — browser game development, landing page creation, and DeepSWE Bench performance analysis.

AI ModelsBenchmarksLLM ComparisonOpen SourceYouTube
📄 Research Brief 📊 Slide Deck
June 22, 2026 · 1 sources · Medium-High confidence

Six AI Coding Workflows: Stop Treating AI Like a Slot Machine

Eric Michaud presents six structured prompts for getting consistent results from AI coding agents: Interview Me, Implementation Spec, Parallel Sub-Agents, Verification, Save Context, and the Automation Ladder.

AI CodingPrompt EngineeringWorkflowsCodexClaude CodeCursorYouTubeObsidian
📄 Research Brief 📊 Slide Deck
June 22, 2026 · 1 sources · Medium-High confidence

Ponytail: The Claude Code Plugin That Cuts 94% of Code Through Strategic Laziness

Ponytail is a Claude Code plugin (48K+ GitHub stars) that enforces YAGNI as a disciplined six-rung ladder, cutting ~54% of AI-generated code while maintaining 100% safety on adversarial security tests.

AI CodingClaude CodeDeveloper ToolsYAGNIYouTubeOpen Source
📄 Research Brief 📊 Slide Deck
June 21, 2026 · 3 sources · High confidence

GLM 5.2 in Claude Code: Setup Tutorial

Complete setup tutorial for GLM 5.2 in Claude Code: 5x cheaper than Opus, per-project model switching, VS Code integration, and 80/20 decision framework.

glm-5.2claude-codeopen-sourcesetup-tutorialvscodemodel-switching
📄 Research Brief 📊 Slide Deck
June 21, 2026 · 2 sources · High confidence

Copilot Notebooks Full Tutorial 2026

Complete walkthrough of Copilot Notebooks for workforce training: grounded AI on your files, audio overviews, study tools, content generation, and team sharing.

copilot-notebooksm365-copilottrainingworkforcedaily-workflowsgrounded-ai
📄 Research Brief 📊 Slide Deck
June 19, 2026 · 6 sources · High confidence

Copilot Cowork Is GA: Here's What Actually Changed

Hands-on walkthrough of Copilot Cowork GA: Copilot Credits, Skills/Plugins/MCP, enterprise security, and when Cowork beats M365 Copilot or Anthropic Cowork. Health system implications included.

copilot-coworkmicrosoft-365gaagentic-aipricingsecurityupskilling
📄 Research Brief 📊 Slide Deck
June 19, 2026 · 10 sources · Medium-High confidence

Your Company Doesn't Need an AI Strategy — It Needs an AI Learning System

Why health systems should reframe AI from vendor strategy to institutional learning system. Based on Satya Nadella's token capital framework and The AI Daily Brief episode.

ai-strategylearning-systemstoken-capitalworkforce-developmenthealth-systemsmicrosoft-copilotupskilling
📄 Research Brief 📊 Slide Deck
May 26, 2026 · 10 sources · High confidence

Process Provenance in AI: Defending Academic Authenticity in Hybrid Human-AI Scientific Writing

How process provenance — cryptographically verifiable records of a document's analytical trajectory — defends academic authenticity in the age of hybrid human-AI writing, powered by Karpathy's LLM Wiki pattern and Condrey's Witnessd framework.

provenancellm-wikiwitnessdacademic-integrityprocess-provenancec2paeu-ai-actadversarial-collapse
📄 Research Brief 📊 Slide Deck 🎙 Deep Dive
May 24, 2026 · 10 sources · High confidence

Assessment of AutoResearchClaw: Autonomous Research Pipeline for Workforce Development Intelligence

Deep-research evaluation of AutoResearchClaw v0.5.0 — the multi-agent autonomous research pipeline — its competitive landscape, and recommendation for adoption within the Grambow Scholarly OS.

AI-scientistAutoResearchClawworkforce-developmentautonomous-researchHITLresearch-tools
📄 Research Brief 📊 Slide Deck 🎙 Deep Dive
May 24, 2026 · 17 sources · High confidence

Process Provenance Research Gap Assessment

Assesses the research gap for a 'Process Provenance' standard documenting AI-augmented scientific ideation. Examines Karpathy's LLM Wiki as a viable implementation pathway for a Science Flight Recorder, against the backdrop of NIH NOT-OD-25-132 and the Genesis Mission Executive Order.

Process ProvenanceResearch IntegrityAI in ScienceReproducibilityLLM WikiScience Policy
📄 Research Brief 📊 Slide Deck 🎙 Deep Dive
May 22, 2026 · 13 sources · Medium-High confidence

Triangle Region Workforce Intelligence Portals & Data Sources

Survey of labor-market data portals, job-posting feeds, and workforce analytics sources for the Raleigh–Durham Triangle region.

workforcetriangle-regionlabor-market
📄 Research Brief 📊 Slide Deck
May 22, 2026 · 9 sources · Medium-High confidence

Synthetic Data for Workflow Utility in Clinical Trials

Literature gap analysis for JCTS special issue — synthetic data as PHI-avoiding substrate for pre-data-lock pipeline validation.

synthetic-dataclinical-trialsJCTS
📄 Research Brief 📊 Slide Deck 🎙 Deep Dive
May 20, 2026 · 7 sources · Medium-High confidence

Briya–Luminate Collaboration Opportunities

Rapid research brief for tomorrow's meeting with Brian Creighton — partnership model, Briya's U.S. growth strategy, Luminate's RWD/RWE differentiators.

partnershipRWDhealthcare-data
📄 Research Brief 📊 Slide Deck
May 20, 2026 · 5 sources · High confidence

Clinical Leader Venue Assessment

Publication strategy for the From Evidence to Impact RWE series — audience analysis, editorial landscape, pitch guidance.

RWEpublication-strategyluminate
📄 Research Brief 📊 Slide Deck 🎙 Deep Dive