Blog
AI Agents
Building, deploying, and managing autonomous AI agents for workflow automation, customer support, internal operations, and more.
711 articles in this category
Model-Agnostic Is Table Stakes. Source Code Isn't.
Microsoft Foundry has documented model-agnostic agents for months, and Microsoft even ships a disconnected on-premises agent path. Both are real, and neither is the thing enterprises should be buying on. The question a managed service still cannot answer is whether you receive the source code.
Six Decision Models in Three Weeks. Three You Can Own.
Six decision models shipped between 15 September and 6 October 2026: TypeSafe's Jev, Convai's Laya, Fastino's GLiNER2.5-Decide, Nace AI's Drex 1.5, vLLM Semantic Router's Decision 2.0 family, and OpenAI's Decisions API. Three carry Apache 2.0 weights, one is commercially fenced, two are hosted. The licence is the real difference — and the widely-quoted 33 ms belongs to Laya's 322M multilingual checkpoint on a Tesla T4, not to a flagship.
Letting a K-12 AI Agent Run Code Without Letting Data Out
An AI tutor that can actually run a student's Python is worth far more than one that can only talk about it — but only if the district can say where that code ran and what it could reach. Agent sandboxes answer that with a Linux VM that starts with no network at all.
Why PII Redaction Breaks Enterprise AI — and What Fixes It
Redaction removes the relationships that made enterprise data worth training on. Transformation models keep them by swapping real identities for consistent synthetic ones — and runtime filtering catches the PII that arrives after training, in chat, in uploads, in screenshots.
Who Audits the AI Writing Into the Nurse's Flowsheet?
Oracle Health made its Clinical AI Agent for nurses available in the US on September 14, 2026, for structured documentation at the bedside, in fields that sit outside FDA device oversight.
An Agent That Moves Money Needs Row-Level Permissions
AWS open-sourced TOLAP on 22 September 2026 under Apache-2.0: row filtering and column masking enforced inside agent tools, across three SDKs and fourteen framework integrations. Updated 19 October 2026 with Mercury's approval-gated money movement and JPMorgan's decision to block outside agents entirely.
Whose Agents Run Your Operations? The Managed Agent War
Five vendors now sell managed enterprise agent platforms, from AWS Bedrock AgentCore in October 2025 to Google's Gemini Enterprise Agent Platform in April 2026. All of them operate the agents for you, and that is the whole buying decision.
Agent Infrastructure Went Open Source. The Record Didn't.
Chutes and researchers at Harvard and Chicago released 6,122,413,756 production LLM requests across 9,174 models — in twelve metadata fields that hold no prompts, no responses and no tool calls.
Distributing Your Agent Platform Changes What You Own
Pine Labs and Google Cloud announced Gemini-powered merchant agents on 24 September 2026, serving over 1 million merchants on ₹17.15 trillion of FY26 transaction value, and distribution is what changes the ownership question.
Hospitals Buy the Charting Bot, Not the Early Warning
Documentation AI sells because its benefit is visible on day one; sepsis early warning saves more lives but the saved death is a counterfactual. Medicare now pays up to $61.84 per eligible case for it.
YC Open-Sourced QM: The Harness Became Infrastructure
Y Combinator open-sourced QM on 31 July 2026 under an MIT license, and says it runs the harness internally across four departments — not across its portfolio. The substance is scoping.
Agent Memory Fails at State Transitions, Not Retrieval
On StateMemBench, released August 2026, leading agent memory systems answered with the current state only 13–20% of the time. The failure is not retrieval quality — nothing marks a fact as superseded.
NYT v. OpenAI Discovery and the Law Firm AI Checklist
The unsealed filings reported on September 17, 2026 in NYT v. OpenAI are about training data, not client files. The user-log question was decided earlier on the same docket: 20 million ChatGPT logs, affirmed January 5, 2026.
94% of the Mid-Market Uses GenAI. 2% Have Scaled It
Kaufman Rossin found 94% of mid-market companies use generative AI tools and 2% have AI embedded across the business — and in the same sample only 33% run integration or API management.
Beijing's AI Eye Clinic Hit 3.8% Clinician Adoption
A Nature Medicine Comment published 10 September 2026 reports that Beijing Tsinghua Changgung Hospital's AI-TEC agent clinic was used in 41 of 1,113 examinations — 3.8% — before workflow changes lifted it to 23%.
When Your Software Vendor Applies for a Bank Charter
Block applied on 8 September 2026 for an uninsured national trust bank that cannot take deposits or lend, and the OCC has taken 40 de novo charter applications in 18 months against 48 in the 14 years to 2024.
Generation Is Commoditized. Judgment Is the New Frontier
TypeSafe announced Jev on September 15, 2026 — a decision model priced at $0.042 per million input tokens with output unmetered. It is not the first model built to judge: CriticGPT and Prometheus 2 both shipped in 2024.
Spain Logged the First Breach Executed by an AI Agent
On 14 September 2026 Spain's AEPD published the first breach notification it has received in which the attack was executed through an AI agent — an attacker's agent, not a rogue corporate one.
Finance AI With No Audit Trail Is Evidence, Not Speed
Gartner reports 93% of audit leaders and auditors using AI, while a May 2026 poll found only 38% of chief audit executives have any AI strategy, and PCAOB AS 1105 makes an untraceable entry a rework bill.
Full-Duplex Voice AI Is a Deployment Decision, Not Latency
OpenAI shipped GPT-Live-1 on September 10, 2026 at $0.05 per minute. Full-duplex voice is not new — Kyutai's open-weight Moshi shipped in September 2024 — and the hard question is where the call audio runs.
India Is Building Public AI Rails the Way It Built UPI
India's 7th Global Fintech Fest ran 8-11 September 2026 in Mumbai. NPCI shipped AiNxt as Apache-2.0 agent tooling, and RBI's FREE-AI report puts shared AI infrastructure in its first pillar.
The Alpha Is in Inference Engineering, Not Architecture
A 2021 Google study found most Transformer modifications do not meaningfully improve performance. The lever financial firms actually control is inference: a cache hit costs 10% of the uncached input price.
Expiring Agent Memory: What a K-12 AI Agent Should Forget
ibl.ai shipped a long-term memory toolkit on September 11, 2026: agents save, update, forget and search their own memories, temporary facts carry an expiry, and a nightly task purges the expired ones at 04:20 UTC.
Prior-Auth Automation Optimizes a Queue, Not the Patient
Vendors advertise prior-auth automation across 600-plus payers, yet the AMA's 2025 survey still puts prior authorization at 13 hours of physician and staff time a week. The clinical half is a data problem.
About AI Agents
AI agents represent the next evolution in enterprise automation—intelligent systems that can reason, plan, and take action autonomously. Unlike simple chatbots, AI agents handle complex multi-step tasks across customer support, internal operations, data analysis, and specialized workflows. Discover how agentic AI is transforming how organizations operate.