ibl.ai Agentic AI Blog

Insights on building and deploying agentic AI systems. Our blog covers AI agent architectures, LLM infrastructure, MCP servers, enterprise deployment strategies, and real-world implementation guides. Whether you are a developer building AI agents, a CTO evaluating agentic platforms, or a technical leader driving AI adoption, you will find practical guidance here.

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Featured Research and Reports

We analyze key research from leading institutions and labs including Google DeepMind, Anthropic, OpenAI, Meta AI, McKinsey, and the World Economic Forum. Our content includes detailed analysis of reports on AI agents, foundation models, and enterprise AI strategy.

For Technical Leaders

CTOs, engineering leads, and AI architects turn to our blog for guidance on agent orchestration, model evaluation, infrastructure planning, and building production-ready AI systems. We provide frameworks for responsible AI deployment that balance capability with safety and reliability.

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Agentic AI Blog

Field notes on agent architectures, LLM infrastructure, and what it costs to run AI you actually own β€” from the team deploying it for 1.6M+ users across 400+ organizations.

See articles and releases together on News β†’

73–96 of 1059

enterprise AI agentsagentic commerce

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 β‚Ή17.15 trillion of FY26 transaction value, and distribution is what changes the ownership question.

Miguel Amigot7 min read
model migrationmodel-agnostic AI

Four Frontier Models in a Day: The Real Cost Is Migration

Four frontier models shipped on September 22, 2026, and seven Claude models were retired during 2026. AWS puts one production model migration at two days to two weeks β€” the recurring cost is migration, not licensing.

Mikel Amigot8 min read
DoWI 8430.01defense AI procurement

DoWI 8430.01 Bans External AI Hosting, Not Just Training

DoW Instruction 8430.01, signed August 31 and effective September 8, 2026, bars non-public department information from any generative AI service that does not reside on department systems and is not approved β€” with a six-question buyer checklist keyed to the instruction's own clauses.

Mikel Amigot15 min read
clinical AIsepsis early warning

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.

Blanca Amigot7 min read
forward-deployed engineeringenterprise AI go-to-market

105 Forward-Deployed Roles, 5 Sales Roles: AI's Last Mile

On September 21, 2026 the job boards of OpenAI, Anthropic and Palantir list 105 forward-deployed engineering roles against 5 in sales development β€” Palantir posts 77 while carrying about 70 salespeople.

Mikel Amigot8 min read
agent harnessmulti-agent systems

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 β€” not across its portfolio. The substance is scoping.

Miguel Amigot7 min read
agent memorystate tracking

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 β€” nothing marks a fact as superseded.

Miguel Amigot8 min read
clinical AIAI validation

Clinical AI Trials Outlive the Models They Evaluate

Claude Opus 4.1 was retired on 5 August 2026, a year after release, while a 2013 PLOS Medicine study of 600 trials found a median of 21 months from trial completion to publication β€” and only 19.4% of completed AI imaging trials publish at all.

Blanca Amigot7 min read
legal AIattorney-client privilege

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.

Jaione Amigot8 min read
mid-market AIAI adoption

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 β€” and in the same sample only 33% run integration or API management.

Jaione Amigot11 min read
Theory Is All You NeedFelin Holweg

LLMs Can't Invent: What That 2024 Paper Means for Buyers

"Theory Is All You Need" is not new and not a proof: Felin and Holweg published it in Strategy Science 9(4), 346–371, in 2024, arguing that LLMs are backward-looking and imitative rather than originating.

Miguel Amigot9 min read
quantum computingquantum error correction

Backline Is a Control Plane, Not a Quantum Computer

Xanadu and AMD released Backline on September 10, 2026 under Apache 2.0. Its sub-3-microsecond figure is a 2.305 ΞΌs FPGA-to-CPU round trip over RoCE v2 β€” the GPU path is 4.5 ΞΌs, and the quantum side is simulated.

Miguel Amigot7 min read
healthcare AIclinical AI deployment

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 β€” 3.8% β€” before workflow changes lifted it to 23%.

Jaione Amigot7 min read
bank charterembedded finance

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.

Jaione Amigot8 min read
LLM as judgeAI evaluation models

Generation Is Commoditized. Judgment Is the New Frontier

TypeSafe announced Jev on September 15, 2026 β€” 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.

Blanca Amigot9 min read
AI sovereigntydata retention

Claude Pulled From Sensitive Work for Two Unrelated Reasons

The DoD says 90% of classified AI workloads have moved off Anthropic β€” a first-quarter decision finishing this month. The new story is Nvidia, Palantir and Booz Allen restricting Claude over June 9 retention terms.

Mikel Amigot7 min read
pace the frontierDario Amodei

When Three Labs Pace the Frontier, Your Roadmap Slows

Dario Amodei published "We Must Pace the Frontier" on September 12, 2026 and Altman and Musk agreed within a day. He asks for slack rather than a halt, arguing a focused 1-2 year effort on interpretability and evaluation could close the gap; NIST measured open weights trailing by 8 months.

Miguel Amigot8 min read
AI agent governanceAEPD

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 β€” an attacker's agent, not a rogue corporate one.

Mikel Amigot8 min read
finance AI governanceaudit trail

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.

Jaione Amigot8 min read
HBMmemory prices

Memory Is the Constraint on Which Model You Can Run

WSTS puts 2026 memory revenue above $800 billion, up about 250% year over year, and Huawei has raised Ascend 950DT prices 20–50% on HBM costs. The enterprise lever is not supply. It is which model you run, and where.

Miguel Amigot9 min read
AI coding agentsCline

Cline's Desktop App Turns the Coding Agent Into a Service

Cline announced its desktop app on September 14, 2026, but signed macOS builds have been on GitHub since July 22 and it is still at v0.0.28. The real change is that a coding agent now has its own cron table.

Blanca Amigot7 min read
NHS AIAI sovereignty

NHS AI Sovereignty Is Really a Version-Control Problem

On 10 September 2026 the MHRA's National Commission warned that medical AI built on foundation models owned outside the UK creates a sovereignty risk, and recommended version control recorded in the patient record.

Jaione Amigot8 min read
voice AIfull-duplex

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 β€” Kyutai's open-weight Moshi shipped in September 2024 β€” and the hard question is where the call audio runs.

Blanca Amigot8 min read
NPCIFiMI

NPCI's Bank Model Fits in 16 GB. It Is Not Open Source

NPCI unveiled FiMI Banking on 10 September 2026, post-trained from Gemma 4 E4B: 4.5B effective parameters and 16 GB of weights, which NPCI's paper says one 80 GB GPU serves for hundreds of sessions.

Miguel Amigot8 min read

About Agentic AI Blog

Insights on agentic AI, from agent architectures and LLM infrastructure to enterprise deployment and developer tooling. Our team shares practical guides on building AI agents, optimizing model pipelines, and scaling AI systems in production.

Written for CTOs, developers, AI engineers, and technical leaders who are building or deploying agentic AI. Each article includes actionable takeaways grounded in real-world implementation.

Our editorial team publishes new content weekly, drawing on deployment data from 400+ organizations and 1.6M+ users. Every piece is reviewed by practitioners with hands-on experience building AI platforms.