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.
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All coverage
Everything Intel has read, newest first. Each title opens at its original publisher.
- Agent Frameworks & Orchestration
Claude Agent SDK 0.2.140 adds MCP 2.x support and a tool-use permission callback
can_use_tool is the hook a host needs to put a real policy in front of an agent’s tool calls instead of trusting the prompt, and MCP 2.x support is the compatibility line anyone pinning an SDK version now has to check.
- Agent Frameworks & Orchestration
LangChain agents can now pay for things, with the budget enforced below the agent
An enforced session budget under the agent is the only spend control that survives a prompt injection — anyone about to let an agent hold a payment credential should copy that boundary regardless of which framework they use.
- Agent Frameworks & Orchestration
One adapter now covers any ACP-compatible coding harness in the AI SDK
Swapping the coding harness under an agent stops being a rewrite and becomes a config change, which is the practical hedge against betting a product on one vendor’s runtime. The caveat is worth reading: going through the protocol can hide behaviour a direct adapter would expose.
- Agent Frameworks & Orchestration
LangChain argues the agent stack is consolidating into managed services — and names the seven things they absorb
Read the seven as an audit list against your own agent: the ones you have not solved are what you would actually be buying, and if you have solved all seven the managed pitch is not for you.
- Agent Frameworks & Orchestration✓ verified
A consumer AI agent found and exploited a gym booking API's missing authorization checks
Any endpoint whose authorization lives only in the user interface is now reachable by a general-purpose assistant that will simply call it directly. This one needed no attacker — only an ordinary customer asking for a better time slot.
- Agent Frameworks & Orchestration
LangChain opens Managed Deep Agents in public beta — one command from local test to hosted runtime
The hard part of shipping an agent has been the plumbing around it — durability, sandboxing, auth, scheduling. A hosted runtime that supplies all of it moves the build-or-buy line for a team without a platform group.
- Agent Frameworks & Orchestration✓ verified
Cloudflare introduces Kitesurf, an agent-first browser that runs in V8 isolates on Workers
Web browsing is the slowest, flakiest part of most agent stacks; a purpose-built sandboxed browser at the edge attacks both the cost and the security problem.
- Agent Frameworks & Orchestration
Meta launches Muse Code, an AI agent for large codebases
Every frontier lab now ships a repo-scale coding agent — if you are evaluating one, the field to compare against just widened again.
- Agent Frameworks & Orchestration
n8n on the “Day 2 problem”: AI workflows break after launch, plan for it
Most AI-automation failures happen after the demo works — maintenance discipline, not model choice, decides whether agent workflows survive.
- Agent Frameworks & Orchestration✓ verified
OpenAI launches Presence — a managed platform for running governed enterprise AI agents
A governed build-vs-buy path for AI-staffed support lines — and a competitive marker for every agent-platform play.
- Agent Frameworks & Orchestration✓ verified
Jack Dorsey's Block launches Buzz — an open-source team chat where AI agents are first-class members
A well-funded challenger is betting that team chat needs re-architecting around agents as accountable peers with real identity and permissions — a question every collaboration-tool buyer and vendor now has to answer.
- Agent Frameworks & Orchestration
A free, open-source textbook on building AI agents is GitHub’s #1 trending repo
A free, code-backed curriculum for agent engineering — usable today by teams standardizing how they build and teach agents.
- Agent Frameworks & Orchestration
Cursor publishes hard numbers on multi-agent economics: expensive planners, cheap workers
The most concrete public data yet for budgeting planner/worker model tiers in multi-agent pipelines.
- Agent Frameworks & Orchestration✓ verified
xAI open-sources Grok Build, its terminal coding agent — 840K+ lines of Rust under Apache 2.0
A complete production agent harness — prompts included — is now readable end to end; it's both a design reference and a cautionary tale about what agent tools quietly send home.
- Agent Frameworks & Orchestration
LangSmith Fleet can now put any agent into Slack in one click
The distance from 'agent that works' to 'agent your team actually uses' keeps shrinking — one-click Slack deployment is exactly that last mile.
- Agent Frameworks & Orchestration
LangChain + NVIDIA launch the NemoClaw "Deep Agents" blueprint
A ready-made, governed blueprint if you're building multi-step agents — plus LangChain's same-week "your coding-agent bill doubled, here's how to fix it" post is directly useful for anyone watching agent token spend.
- Agent Frameworks & Orchestration✓ verified
CISA orders federal agencies to patch a critical Langflow flaw exploited to steal AI-agent credentials
If you're building or self-hosting agent workflows, this is the reminder that agent-orchestration tools carry the same credential-theft risk as any authenticated web app — patch and audit access; don't assume the AI layer is out of scope for basic access-control hygiene.
- Agent Frameworks & Orchestration
Google expands Managed Agents in the Gemini API (background tasks + remote MCP)
A credible non-Anthropic option for hosting agents: if you want a managed (server-side) agent runtime or a second-vendor hedge, Gemini now offers background tasks and speaks remote MCP, so your existing MCP tools plug straight in.
- 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.
- 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.
- Agent Frameworks & Orchestration✓ verified
Four ways to orchestrate agents just quietly became the standard menu
Four orchestration styles stabilizing means picking a framework is now a real architecture decision, not a bet on which project survives — match your agent's actual coordination problem (graph, role, handoff, or hierarchical) before committing to one.
- Agent Frameworks & Orchestration✓ verified
OWASP's agentic security Top 10 turns 'excessive agency' into a least-agency discipline
If your product lets an agent take actions, this is the checklist to threat-model against: give it the least autonomy the job needs, gate the state-changing steps behind a human, and cap how long it can loop.