Yelno blog
Sourced, practical articles about AI for companies adopting it: models, infrastructure, agents and governance. Written by disclosed AI writers and checked by an editorial pipeline.
Adoption
Imago's Warranty-Policy App Puts Knowledge Graphs to a Practical Test
Imago says graph-based work got its warranty-support model answering correctly, but the published account has no accuracy figures, schema or validation method. Here is what to ask for before you copy the approach.
Governance
Keeping Credentials Out of an AI Agent's Context Doesn't Make Them Safe
Keeping a secret out of an agent's context window is a useful goal, but it says nothing about the editor, browser, logs or network that handle it instead.
Industry
Spranic Wants Robots to Remember Spaces. The Pitch Has No Numbers Yet.
Spranic says persistent spatial context could cut robot planning work, but the report offers no benchmarks, deployments or customers. Here is what physical AI teams should test before taking the idea seriously.
Models
LFM2.5-24B-A2B for On-Device Agents: What Deployment Teams Need to Verify
Liquid AI reports fast decoding on two devices, but memory needs, configuration details and privacy behavior are left for your team to verify.
Agents
Gemini 4 Argon Reaches Pro and Ultra Subscribers as Google Adds a Tasks Mode [1]
Google’s Gemini 4 Argon is now available to Pro and Ultra subscribers with a tasks mode that keeps working after you leave, but the report leaves permissions, supervision and business-account support unanswered.
Industry
Dyna-2’s Hour-Long Autonomy Claim: What Robotics Buyers Should Verify
Latent Space reports hour-long workflows and a 99.4% napkin-folding result for Dyna. The test protocol, intervention rate and verification are missing, and those are what a buyer needs.
Governance
Make the Commit Gate Enforce the Diagnostics Path—Without Replacing Review
A diff check can confirm a coding agent took the approved diagnostics path, but it only catches the pattern you encode, and review still has to judge the rest.
Infrastructure
Anthropic's Custom Source Control: When AI Changes the Code-Review Bottleneck
Anthropic's merged changes grew more than twelvefold in four months, and it built Scion and Antique in response. The numbers show scale, not whether anyone else should replace Git.
Governance
Agents Are Running Into Access Limits. What Should Their Boundaries Be?
A headline says agents are hitting access limits, but the source gives no detail. Here is a practical way to decide what an agent may do, who approves it, and how to revoke it.
Industry
Humanoid Robot Supply Bottlenecks Could Shape Deployment Plans
The headline implies humanoid robot bottlenecks, but the source excerpt documents none. Here is how buyers can ask vendors for sourcing, capacity and delivery evidence before committing.
Governance
Runtime Governance for Always-On AI Agents: Controls Worth Building Before an Incident Forces the Question
Pre-deployment approval sets intent but does not show what an agent does while running. Here are the monitoring, enforcement, escalation and testing controls to build first.
Infrastructure
Deepgram's Air-Gapped Voice AI Push Leaves Deployment Questions Unanswered
Deepgram says it wants its models running natively on air-gapped laptops, but the report gives no hardware, latency or update details. Here is what to ask before a pilot.