Four Decision Models Shipped in Three Weeks. Choose Wisely.
Four typed-decision models launched in three weeks: Jev, Clef, Strands Decider, and OpenAI's Decisions API. Here's a sourced framework for picking one...
Towards AI8 min read
agentic-ai
45 stories
How Cloud-Based Agent Sandboxing Works in Air
Recently, we released a preview of cloud agents in JetBrains Air. Cloud agents let you run AI agents remotely in a JetBrains-managed cloud environment, giving them an isolated place to work without relying on your local machine. Here’s what that looks like in practice.
JetBrains AI Blog5 min read
LLM vs RAG vs AI Agent vs Agentic AI: The Architecture Guide (2026)
Four architectures, one ladder. What each rung adds, what it really costs, how it fails, and how to pick the lowest rung that solves your problem well.
Taskade Blog36 min readClaude Haiku 5.5 Earned a Spot in My Real-World Workflows
Last week I was staring at my AI usage, wondering if $4 was too much to pay to complete my project. Cost-avoidance is a feature and flaw of my personality, and it’s made Anthropic a recurring thorn in my side.
Towards AI11 min read
Microsoft Just Shipped an AI Agent Feature Whose Entire Job Is Not Trusting the Agent
Microsoft Just Shipped an AI Agent Feature Whose Entire Job Is Not Trusting the Agent Copilot Studio’s new “Hooks” are a quiet admission that agent judgment cannot be trusted with anything that …
Towards AI7 min read
Taking a look under your agent’s hood
Ryan is joined by Yanbing Li, Chief Product Officer at Datadog, to talk about applying observability to non-deterministic AI agents, blurring the boundaries between software development and production workflows, and navigating emerging challenges in AI security and tokenomics.
Stack Overflow Blog - AI1 min read
Faster Developers Don’t Make a Faster Team
What engineering teams tell us about working with AI agents. Part 1 in the series. Over the past few months, I’ve spent a lot of time on discovery calls with engineering organizations, from a 16-developer software agency to telcos, game studios, and consultancies with thousands of developers.
JetBrains AI Blog6 min read
What 12 Production AI Agent Deployments Have in Common (2026)
Six patterns from 12 production AI agents at JPMorgan Chase, Airbnb, Apollo.io, Vercel, LinkedIn and more: skills, planners, human review, evals, small teams.
Taskade Blog18 min readWhy GPT Ditched Half the Transformer
How OpenAI stripped down the original encoder-decoder architecture — and why removing half of it made language models better, not worse.Continue reading on Towards AI »
Towards AI1 min read
Attempts to Keep Humans in the AI Loop May Actually Push Them Out
A crucial safeguard against AI agents going rogue—keeping humans in the loop to review and approve their decisions—will fail unless designers and users change their current practices, a trio of leading AI ethics researchers argue.Though most autonomous agents have systems to keep users in the loop…
IEEE Spectrum AI4 min readHow Many Tokens Does an AI Workload Actually Need?
We modeled seven managed services workloads to build sizing ranges that enterprises can actually budget against and found a cost driver…Continue reading on Towards AI »
Towards AI1 min readConstraints that make developers faster
Ryan chats with Julien Verlaguet, CEO at Skip Labs, about finding the balance between human tolerance and tooling constraints, the spectrum of typed programming languages, and building cost-effective tooling for AI agents.
Stack Overflow Blog - AI1 min read
A New Agentic Experience: JetBrains Air in IDEs – EAP Now Open
Last week, we shared our point of view on where we think agentic development is headed and introduced JetBrains’ answer to it: JetBrains Air, an open system of products for agentic development. Today, we’re launching the Early Access Program for Air in JetBrains IDEs.
JetBrains AI Blog8 min read
AgenticSystemCore: a folder of Markdown texts that people and agents can use in multiple ways
AgenticSystemCore: a folder of Markdown texts that people and agents can use in multiple ways Existing technologies for future simpler combined understanding and use An open format that turns plain …
Towards AI7 min readDeprecating a Tool Nobody Calls Directly
API lifecycle management when your only consumer is a model that read the description once and formed an opinion.Continue reading on Towards AI »
Towards AI1 min readMCP’s Biggest Update Made AI Agents Scale. It Also Turned a Prompt Into a Password.
Signing a handle stops forgery. It does not stop theft. Here are the four checks every MCP server now needs.
Towards AI7 min read
Stop Paying Your LLM to Flip Coins
Stop Paying Your LLM to Flip Coins 9 design patterns for System One models like Jev and Laya, and how they make AI agents faster, cheaper, and safer Here’s an uncomfortable exercise. Open your …
Towards AI8 min read
Organizations need decision-grade knowledge. AI makes it urgent.
AI can make the first part remarkably fast. It can find the page, the discussion and the person who might know. The harder work begins when those sources disagree, or when they become stale.
Stack Overflow Blog - AI6 min read
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