Technology Scout: Day 15,726 of Building the Future
Wednesday, January 21, 2026 at 03:01 PM
☕ The Curmudgeon's Take
🎓 What's Moving in AI Education
AI in education is gaining ground in Texas classrooms
The Texas Education Agency is using AI to score written answers on the STAAR test, while districts are exploring tools like PowerBuddy and ...
What this means for LVISD: Evaluate relevance to our differentiation strategy and board presentation materials.
Read more →Texas universities deploy AI tools to review and rewrite ...
Records obtained by The Texas Tribune offer a first look at how Texas universities are experimenting with AI to conduct those reviews.
What this means for LVISD: Evaluate relevance to our differentiation strategy and board presentation materials.
Read more →McMahon, Morath visit Austin school using artificial ...
U.S. Secretary of Education Linda McMahon toured an Austin private school on Tuesday, which claims it helps students "Learn 2x in 2 Hours."
What this means for LVISD: Evaluate relevance to our differentiation strategy and board presentation materials.
Read more →AI in education is gaining ground in Texas classrooms
Just a year ago, many Texas school districts were warning teachers and students not to use tools like ChatGPT for school.
What this means for LVISD: Evaluate relevance to our differentiation strategy and board presentation materials.
Read more →Pflugerville counselor, national report warn 'AI companions ...
AUSTIN (KXAN) — Artificial intelligence tools known as “AI companions” could pose a risk to minors if not used carefully, according to a ...
What this means for LVISD: Evaluate relevance to our differentiation strategy and board presentation materials.
Read more →⚡ What Needs Your Attention
How countries can end the capability overhang
Our latest report reveals stark differences in advanced AI adoption across countries and outlines new initiatives to help nations capture productivity gains from AI.
What this means for MSR Research: For our 19-agent system, evaluate whether this improves agent capabilities or cost-effectiveness.
View details →Introducing Edu for Countries
Edu for Countries is a new OpenAI initiative helping governments use AI to modernize education systems and build future-ready workforces.
What this means for MSR Research: For our 19-agent system, evaluate whether this improves agent capabilities or cost-effectiveness.
View details →Horizon 1000: Advancing AI for primary healthcare
OpenAI and the Gates Foundation launch Horizon 1000, a $50M pilot advancing AI capabilities for healthcare in Africa. The initiative aims to reach 1,000 clinics by 2028.
What this means for MSR Research: For our 19-agent system, evaluate whether this improves agent capabilities or cost-effectiveness.
View details →Stargate Community
Stargate Community plans detail a community-first approach to AI infrastructure, using locally tailored plans shaped by community input, energy needs, and workforce priorities.
What this means for MSR Research: For our 19-agent system, evaluate whether this improves agent capabilities or cost-effectiveness.
View details →Cisco and OpenAI redefine enterprise engineering with AI agents
Cisco and OpenAI redefine enterprise engineering with Codex, an AI software agent embedded in workflows to speed builds, automate defect fixes, and enable AI-native development.
What this means for MSR Research: For our 19-agent system, evaluate whether this improves agent capabilities or cost-effectiveness.
View details →📊 Discoveries by Category
🎓 AI Education Intelligence (250)
AI in education is gaining ground in Texas classrooms
criticalThe Texas Education Agency is using AI to score written answers on the STAAR test, while districts are exploring tools like PowerBuddy and ......
Texas universities deploy AI tools to review and rewrite ...
criticalRecords obtained by The Texas Tribune offer a first look at how Texas universities are experimenting with AI to conduct those reviews....
McMahon, Morath visit Austin school using artificial ...
criticalU.S. Secretary of Education Linda McMahon toured an Austin private school on Tuesday, which claims it helps students "Learn 2x in 2 Hours."...
AI in education is gaining ground in Texas classrooms
criticalJust a year ago, many Texas school districts were warning teachers and students not to use tools like ChatGPT for school....
Pflugerville counselor, national report warn 'AI companions ...
criticalAUSTIN (KXAN) — Artificial intelligence tools known as “AI companions” could pose a risk to minors if not used carefully, according to a ......
...and 245 more discoveries
🤖 AI Model Releases (24)
How countries can end the capability overhang
highOur latest report reveals stark differences in advanced AI adoption across countries and outlines new initiatives to help nations capture productivity...
Introducing Edu for Countries
highEdu for Countries is a new OpenAI initiative helping governments use AI to modernize education systems and build future-ready workforces....
Horizon 1000: Advancing AI for primary healthcare
highOpenAI and the Gates Foundation launch Horizon 1000, a $50M pilot advancing AI capabilities for healthcare in Africa. The initiative aims to reach 1,0...
Stargate Community
highStargate Community plans detail a community-first approach to AI infrastructure, using locally tailored plans shaped by community input, energy needs,...
Cisco and OpenAI redefine enterprise engineering with AI agents
highCisco and OpenAI redefine enterprise engineering with Codex, an AI software agent embedded in workflows to speed builds, automate defect fixes, and en...
...and 19 more discoveries
🔗 Agent Technology Stack (16)
anthropics/anthropic-sdk-python: v0.76.0
critical## 0.76.0 (2026-01-13) Full Changelog: [v0.75.0...v0.76.0](https://github.com/anthropics/anthropic-sdk-python/compare/v0.75.0...v0.76.0) ### Feature...
anthropics/anthropic-sdk-python: v0.75.0
critical## 0.75.0 (2025-11-24) Full Changelog: [v0.74.1...v0.75.0](https://github.com/anthropics/anthropic-sdk-python/compare/v0.74.1...v0.75.0) ### Feature...
anthropics/anthropic-sdk-python: v0.74.1
critical## 0.74.1 (2025-11-19) Full Changelog: [v0.74.0...v0.74.1](https://github.com/anthropics/anthropic-sdk-python/compare/v0.74.0...v0.74.1) ### Bug Fix...
CLI: Claude Code CLI
criticaljoaomdmoura/crewai: 1.8.1
high## What's Changed ### Features - Add A2A task execution utilities - Add A2A server configuration and agent card generation - Add additional A2A trans...
...and 11 more discoveries
💰 Grant News & Funding (15)
Advancements in Artificial Intelligence for Science
criticalSearch grants, applicants, grant applications, how to apply for grants, track my application, applicant resources, workspace overview....
View Grant Opportunity Forecast
criticalAI-driven innovations in assistive and rehabilitation technology can shift them from static tools to dynamic, intelligent systems that continuously le...
Search Funding Opportunities | Simpler.Grants.gov
criticalAdministration for Children and Families - ACYF/CB. Posted date: Jan 14, 2025. Expected awards: 1. Award min. $1,250,000. Award max. $1,250,000. Close...
View Grant Opportunity
criticalThe PCL Test Bed will be available to researchers in academia as well as industry, including current and former awardees from the Small Business Innov...
ed-grants-111225-001
criticalThe Department intends to award $50 million to advance AI in Education, $60 million to promote civil discourse on college and university campuses, $7 ...
...and 10 more discoveries
⚖️ AI Policy News (25)
Ensuring a National Policy Framework for Artificial ...
criticalPursuant to Executive Order 14179 of January 23, 2025 (Removing Barriers to American Leadership in Artificial Intelligence), I revoked my ......
AI.Gov | President Trump's AI Strategy and Action Plan
criticalAmerica's AI Action Plan has three policy pillars – Accelerating Innovation, Building AI Infrastructure, and Leading International Diplomacy and Secur...
Fact Sheet: President Donald J. Trump Ensures a National ...
criticalIn July 2025, he signed an Executive Order preventing the federal government from using AI models that include ideological biases or social ......
Unpacking the December 11, 2025 Executive Order
criticalOn December 11, 2025, President Trump issued a new Executive Order (EO) to protect American Artificial Intelligence (AI) innovation from “the ......
President Trump Issues Executive Order on “Ensuring a ...
criticalThe EO directs the Attorney General to establish an AI Litigation Task Force within 30 days to challenge state AI laws inconsistent with federal ......
...and 20 more discoveries
💻 Code Generation Tools (14)
Context windows, Plan agent, and TDD: What I learned building a countdown app with GitHub Copilot
criticalLearn how I managed context to keep Copilot focused, used the Plan agent to sharpen vague requirements, and required Test Driven Development practi...
Building an agentic memory system for GitHub Copilot
criticalCopilot’s cross-agent memory system lets agents learn and improve across your development workflow, starting with coding agent, CLI, and code revie...
Want better AI outputs? Try context engineering.
criticalLearn how custom instructions, reusable prompts, and custom agents help GitHub Copilot deliver more accurate results.
The post Source: github-copilot Impact: 50
Windsurf Editor Changelog
criticalDependencies. Updated Code OSS to version 1.105.0 (Electron: 37.6.0, Chromium: 138.0.7204.251). 1.12.21. October 17, 2025. 1.12.21. October 16, 2025. ...
Changelist: February 2025 - Windsurf
criticalCodeium updates from February 2025 ... updates demonstrate Windsurf's ongoing commitment to optimizing your coding environment....
...and 9 more discoveries
🏢 AI-First Workplace (20)
[PDF] The state of enterprise AI - OpenAI
criticalThe state of enterprise AI | 2025 Report. 14. The growing divide in AI adoption ... manual processes, and accelerated product development. These ......
The State of AI: Global Survey 2025 - McKinsey
criticalIn this 2025 edition of the annual McKinsey Global Survey on AI, we look at the current trends that are driving real value from artificial ......
How Companies Can Prepare for an AI-First Future | BCG
criticalThe AI-first operating model rewires how organizations work. Hierarchies will flatten as AI agents—overseen by humans—operate back-office ......
Building an AI-First Enterprise: Proven Roadmap to Intelligent ...
criticalDecember 1, 2025. Framework for building AI-first readiness in enterprises. Why Every Enterprise Needs an AI-First Strategy in the Copilot Era....
2025: The State of Generative AI in the Enterprise | Menlo Ventures
criticalIn 2025, more than half of enterprise AI spend went to AI applications, indicating that modern enterprises are prioritizing immediate ......
...and 15 more discoveries
📦 SDK Package Updates (10)
supabase/supabase: Developer Update - January 2026
criticalHere’s everything that happened with Supabase in the last month:
## Update on security progress and roadmap
supabase/supabase: Developer Update - December 2025
criticalHere’s everything that happened with Supabase in the last month. Be sure to keep reading for a special gift:
## Supabase ETL
supabase/supabase: Developer Update - April 2025
criticalHere’s everything that happened with Supabase in the last month: ## Project scoped roles 
[ISSUE] anthropics/claude-code: [BUG] ENAMETOOLONG when working in deeply nested directories (still reproducible in 2.0.76)
critical## Preflight Checklist - [x] I have searched existing issues and this hasn't been reported yet - [x] This is a single bug report (please file separat...
[ISSUE] anthropics/claude-code: [Feature Request] Claude in Chrome extension multi-profile support
critical**Bug Description** # Bug Report / Feature Request: Claude in Chrome Multi-Profile Support ## Summary Claude in Chrome extension always opens tabs i...
[ISSUE] anthropics/claude-code: [BUG] Unified Bug Report: Claude Code Agent Systematic Failure Patterns
critical### Preflight Checklist - [x] I have searched [existing issues](https://github.com/anthropics/claude-code/issues?q=is%3Aissue%20state%3Aopen%20label%...
[ISSUE] anthropics/claude-code: [Bug] MacWhisper fn key shortcut not working in WebStorm Claude plugin
critical**Bug Description** MacWhisper's fn key dictation shortcut fails to function within the Claude WebStorm plugin interface. The shortcut works correctl...
[ISSUE] anthropics/claude-code: [BUG] Claude Code interactive TUI in Konsole 23.08.5 — overwrites existing screen output instead of starting at current cursor position
critical### Preflight Checklist - [x] I have searched [existing issues](https://github.com/anthropics/claude-code/issues?q=is%3Aissue%20state%3Aopen%20label%...
...and 33 more discoveries
42 years in this business, and the tools just keep getting better.
Here's to another day of building something that matters.
⚔️ CURMUDGEON CERTIFIED ⚔️
— Michael Rinebold, MSR Research (January 21, 2026)
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