Analysis
217 articles
Analysis and opinion on where AI is going and what it means for a business that has to make decisions now.
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Showing 61 to 80 of 217
OpenAI Dots vs Local AI Agents: Which Should Run Your Business Workflows?
OpenAI's Dots put always-on agents behind a subscription. AJ Awan compares cloud agents with self-hosted stacks on cost, control and data, from dual DGX Sparks running DeepSeek V4 Flash.
Can AI Agents Fix Themselves Without Breaking? What Google's Open-Source RRSI Means for Production Agent Stacks
Google Cloud AI Research open-sourced RRSI, Regularized Recursive Self-Improvement: agents that rewrite their own prompts, tools, memory and sub-agents without overfitting. All six held-out benchmarks improved, and the five governance rules transfer directly to production agent stacks.
OpenAI's Decisions API vs Jev vs Laya: the decision-only model wars heat up
OpenAI entered the decision-only model category at DevDay 2026 with the Decisions API. We compare it with TypeSafe's Jev and open-source Laya across cost, latency, calibration and deployment, and map the three-layer split now forming.
OpenClaw Enterprise: The Free Open Source Control Plane for Persistent Agents
OpenClaw Enterprise (OCE) is a free, MIT licensed control plane for persistent AI agents on your own infrastructure, announced September 29, 2026 by the OpenClaw Foundation with OpenAI, Red Hat and NVIDIA. What it adds, what it costs, the security model, and how it compares to NemoClaw and SaaS platforms.
DeepSeek Harness and NVIDIA's Local AI Bet: the IFA 2026 Stack, One Month Later
NVIDIA's IFA 2026 announcement put DeepSeek Harness, PAIR and DGX Spark at the center of local AI agents. We tested the claims against our own dual-Spark deployment.
Your AI Agent Knows What You Can Afford. That Should Concern You.
The 2026 study 'Et Tu, Brute?' shows personal AI agents steer recommendations by inferred wealth: 8 of 13 models, 325K experiments, gaps up to $198 per flight. We explain adversarial delegation and how to defend against it.
Sonnet 5.5 Lookalike: Does Anthropic's Cheaper Model Match Opus 5.5?
We verified the Sonnet 5.5 vs Opus 5.5 parity claim with launch-day data: where the twins tie, where Opus wins, and the token-economics catch.
Claude Can Now Build Your Evals and Hillclimb Your App Against Them
Anthropic's new claude-api skill commands build evals and hillclimb apps against them: four eval properties, overfitting guards, and a support benchmark that cut cost about 5x while accuracy rose.
NVIDIA Open Agent Safety Platform: Security That Lives Outside the Agent
NVIDIA's Open Agent Safety Platform combines the OpenShell open source runtime, NVIDIA Sentry and BlueField-4 in-silicon enforcement to govern what AI agents can actually do. Here's what it is, what shipped on 23 September 2026, and the Monday-morning plan for businesses running agents.
When to Replace a Spreadsheet MVP With a Real Platform
A validated spreadsheet and WhatsApp MVP works until growth makes manual coordination the bottleneck. Here is when to replace it and the one-week thin platform we recommend instead.
Can You Trust Your AI Agents? Lessons From the OpenAI Hugging Face Incident
OpenAI's rogue agents hacked Hugging Face and leaked 53 user images, two months after the initial disclosure. Here is what the incident teaches businesses about AI agent security, governance, and the case for on-prem agents.
Is Your AI Workflow Quietly Removing You From the Loop?
Current AI agent design quietly degrades the human oversight it depends on. What the 2026 arXiv position paper and OpenAI's six disclosures mean for your workflows, plus the oversight design pattern and observability stack that keep humans in the loop where it counts.
Claude Custom Plugin Uploads: What Anthropic's New Plugin Directory Portal Means
Anthropic opened Claude plugin submissions and private plugin uploads on September 25, 2026. Here is what plugins are, how to build one, and why private plugins that query your own product data matter.
Should Your Business Build on Copilot as an AI OS or Own Its AI Stack?
Copilot offers speed and familiarity as an AI OS, but owning your AI stack gives you control, cost predictability, and freedom from vendor lock-in. Here is how to decide which path fits your business.
TensorFold: The Inference Engine That Makes Speculative Decoding Exact
TensorFold serves local LLMs on Apple Silicon and DGX Spark with exact speculative decoding: 1.6-3.1x faster than vLLM in self-reported benchmarks, byte-identical output. Full review.
Laya or Jev: Which Should Your Business Run? A Decision Guide
Laya vs Jev: real costs, capability trade-offs and the managed-platform third option.
Jev-Mem: The Memory Layer for AI Agents Just Got 6.6x Faster
Jev-Mem splits agent memory into a fast System-One controller and a System-Two LLM used only for final reasoning. On LoCoMo: 0.777 overall, 158s build time, 0.93s per query.
Recurrent Looped Transformer: What Survives After the Hype
A deep dive into the Recurrent Looped Transformer: architecture, Zhang's algorithmic results, Empero AI's controlled evaluation, and the honest verdict for teams running local AI.
JEV-as-a-Judge: 99% of GPT-6's Accuracy at 57% of the Cost
A CMU study found TypeSafe AI's JEV judge matches GPT-6 within 3 points on ordinary evals at $0.044 per 1,000 judgments, 277x cheaper. The confidence cascade keeps 99% of GPT-6's accuracy at 57% of the cost.
Qwen3.8-Omni Explained: The First Native Omni-Modal Agent
Qwen3.8-Omni-Flash adds agents to audio and video: a 1M-token MoE that edits video, dubs drama, and writes meeting minutes. What the benchmarks actually show.
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