Research
Everything Intel keeps, in one place — every brief we run, every department, readers' own, and every finding behind them. Browse below, or see the same body of work as a connected graph on the live map.
All coverage
Everything Intel has read, newest first. Each title opens at its original publisher.
- AI in Education✓ verified
Microsoft's 2026 AI-in-Education report: adoption is mainstream, support lags
The gap between 'schools use AI' and 'schools use AI well' is exactly the gap a structured learning product is built to close.
- Dev Tooling & Infra✓ verified
GitHub secret scanning adds a Supabase-credential detector that blocks the commit
One of the most common AI-built-app failures is the database key shipped to the browser; free push protection on a public repo catches a class of that at commit time — but know which tier you're on.
- Research
The UK is trying to halve householder planning decision times with a Gemini-built assistant
A paperwork backlog that has throttled British house-building for decades is being attacked as a document-understanding problem — which is the shape a surprising number of 'unsolvable' administrative problems turn out to have. The 50% is a target, not yet a result.
- Open Source & Self-Hostable
Z.ai's GLM-5.2 ships with permissive MIT open weights
An MIT-licensed model you can run and modify on your own hardware is a real self-hosting option — no per-token bill, no access gate.
- Research
Google DeepMind launches a Robotics Accelerator, putting Gemini robotics models in startups' hands
When a frontier lab puts its vision-language-action models directly in startups' hands, embodied AI stops being a lab demo and starts becoming an ecosystem — the same pattern that scaled language-model apps.
- Open Source & Self-Hostable✓ verified
NVIDIA releases Nemotron 3 Ultra — a 550B open-weights model
A frontier-adjacent model you can run yourself narrows the gap between hosted APIs and self-hosted stacks for serious agent work.
- Market & Business✓ verified
Anthropic Partner Network: Services Track + Partner Hub
A distribution channel candidate for AI-Uni-built products (Agent Engine, Classroom) — worth a strategic look.
- Dev Tooling & Infra✓ verified
Anthropic Claude Security / codebase scanning (Project Glasswing)
Security tooling from the platform AI Uni builds on — relevant to the three-skill security-review discipline and to the Anthropic Security Plugin install this session.
- Agent Frameworks & Orchestration✓ verified
Coding-agent market consolidates around parallel orchestration
The "stack 2-3 agents" workflow is now the senior-dev default — validates the multi-terminal model as industry direction, not idiosyncrasy.
- Dev Tooling & Infra✓ verified
Researcher shows one malicious GitHub issue could hijack repos running Claude Code's GitHub Action
CI/CD-embedded coding agents inherit the write access of the workflow they run in — treat any agent-triggering input (issue titles, PR bodies, comments) from an untrusted user as untrusted, patched or not.
- Market & Business✓ verified
Anthropic passes OpenAI at ~$965B; confidential IPO filing
The platform AI Uni's agents run on is scaling fast and heading public — relevant to platform-dependency risk and pricing-stability planning.
- Dev Tooling & Infra✓ verified
GitHub Copilot moves every plan to token-metered 'AI Credits'
Usage-metered agent tooling makes cost track how hard your agents actually work — the same budgeting shift teams hit running their own multi-agent lanes.
- Research
SABER benchmark: leading coding agents violate safety in over half of tasks
Coding agents doing real repo work is exactly AI Uni's build model — a reminder that autonomous edits need guardrails measured on outcomes, not refusals.
- Market & Business✓ verified
Claude pricing: base stable, fast mode down 66%, effort control
Direct input to agent-run token budgets and AI Uni's own unit economics — more throughput per dollar favors the multi-terminal model.
- MCP & Interop✓ verified
MCP goes stateless + 2026-07-28 spec release candidate
The substrate Intel's own agent-facing MCP layer will sit on. Stateless + Apps + Tasks materially simplify hosting a daily-accumulating, agent-queryable KB.
- Frontier Models✓ verified
Claude Opus 4.8 + effort control + 3x cheaper fast mode
A per-call cost-vs-depth lever — dial low-effort for mechanical lanes, max-effort for hard reasoning. Materially changes how agent runs are budgeted.
- Frontier Models✓ verified
Claude Opus 4.8 ships sharper judgment and longer independent runs — same price as before
Same price, real upgrade — the added honesty about its own progress and longer independent runs are exactly the traits agentic workflows need most, with no new pricing tax to get them.
- Agent Frameworks & Orchestration✓ verified
Bun port (Zig to Rust) via dynamic workflows
A concrete existence-proof of large-scale autonomous multi-agent work shipping real code — a teachable case study for AI-economy curriculum.
- Agent Frameworks & Orchestration✓ verified
Claude Code dynamic workflows (research preview)
The productized version of the multi-terminal + subagent pattern an agent-orchestrated org hand-rolls today — direct input to agent-engine design.
- Research
Anthropic publishes a Zero Trust framework for enterprise AI agents
A useful audit checklist even outside Anthropic's own stack — the seven control domains it names are a reasonable starting list for anyone standing up agents with real write access.
- MCP & Interop✓ verified
NSA issues formal security guidance for Model Context Protocol deployments
The first government-issued checklist specifically for MCP deployments — worth a direct read before your next MCP server goes into production, not just a headline.
- Frontier Models✓ verified
Gemini 3 / 3.5 ship; "agentic + vibe coding" framing
A credible second frontier source for any model-portability or fallback strategy.
- Frontier Models✓ verified
DeepSeek V4 Pro / V4 Flash (open weights, MIT, 1M ctx)
Open-weights frontier-adjacent models are a hedge against platform/pricing risk; MIT licensing matters for productization.
- Frontier Models✓ verified
OpenAI ships GPT-5.5 — and makes the low-hallucination Instant variant ChatGPT's new default
GPT-5.5 Instant becoming ChatGPT's default with lower hallucination in law, medicine, and finance raises the reliability bar for the highest-stakes consumer use cases, while 5.5-Codex signals a dedicated agentic-coding line, not just a general-purpose model.