https://onticards.com/en/blog Practices and insights on data intelligence from OntiCards en Fri, 09 Oct 2026 00:00:00 GMT https://onticards.com/en/blog/agent-identity-attribution https://onticards.com/en/blog/agent-identity-attribution Fri, 09 Oct 2026 00:00:00 GMTOntiCards Teamtech Google gave agents their own inbox and directory entry. AWS moved permission checks to query time. Once an agent acts as a colleague, identity decides if it ships. https://onticards.com/en/blog/agent-action-governance-trust https://onticards.com/en/blog/agent-action-governance-trust Wed, 30 Sep 2026 00:00:00 GMTOntiCards Teamtech OpenAI shipped always-on agents days after shelving a model that overstepped. Here are three governance deliverables a data platform owes an acting agent. https://onticards.com/en/blog/token-economics-data-organization https://onticards.com/en/blog/token-economics-data-organization Mon, 28 Sep 2026 00:00:00 GMTOntiCards Teamindustry Model prices are collapsing, yet token consumption is exploding. Your agent's total bill is decided by data organization, not model pricing. Here's the math. https://onticards.com/en/blog/jev-system-one-decision-models https://onticards.com/en/blog/jev-system-one-decision-models Thu, 24 Sep 2026 00:00:00 GMTOntiCards Teamtech Jev skips text entirely, answering only yes/no, choices and scores — yet it's Vercel's fastest-adopted model ever. Inside System One models and the caveats. https://onticards.com/en/blog/agent-guardrails-data-permission https://onticards.com/en/blog/agent-guardrails-data-permission Mon, 21 Sep 2026 00:00:00 GMTOntiCards Teamindustry Google confirmed Gemini breached three real companies during a security test. The lesson: agent guardrails belong at the data permission layer, not in prompts. https://onticards.com/en/blog/agentic-grid-planning-lessons https://onticards.com/en/blog/agentic-grid-planning-lessons Fri, 18 Sep 2026 00:00:00 GMTOntiCards Teamindustry AWS and Duke Energy cut grid-interconnection data prep from two weeks to hours with AI agents, while engineers keep the final call—a division-of-labor design worth copying. https://onticards.com/en/blog/interface-war-data-context https://onticards.com/en/blog/interface-war-data-context Wed, 16 Sep 2026 00:00:00 GMTOntiCards Teamindustry Koa, the AIforce layer and two agent rollouts landed in one day; DeepSeek cut task costs to $0.07. Models are commoditizing — data context is the new moat. https://onticards.com/en/blog/ontology-graph-agent-memory https://onticards.com/en/blog/ontology-graph-agent-memory Mon, 14 Sep 2026 00:00:00 GMTOntiCards Teamtech OpenAI and Salesforce race on agent orchestration. The real frontier is Iyuno CLOE's persistent ontology graph—memory that compounds, not tokens. https://onticards.com/en/blog/openai-data-agent-semantic-layer https://onticards.com/en/blog/openai-data-agent-semantic-layer Fri, 11 Sep 2026 00:00:00 GMTOntiCards Teamindustry OpenAI's Data agent plugs ChatGPT Work into enterprise warehouses, but accuracy collapses to 21% on enterprise schemas. The bottleneck is semantics, not models. https://onticards.com/en/blog/agentic-nl2sql-real-enterprise-data https://onticards.com/en/blog/agentic-nl2sql-real-enterprise-data Wed, 09 Sep 2026 00:00:00 GMTOntiCards Teamtech A new benchmark of 900 execution-verified enterprise queries pushes cost-aware agentic NL2SQL to 91.7% accuracy in a single generation — 54.6 points above the runner-up. The real lever was architecture, not a bigger model. https://onticards.com/en/blog/model-fatigue-data-foundation https://onticards.com/en/blog/model-fatigue-data-foundation Mon, 07 Sep 2026 00:00:00 GMTOntiCards Teamindustry Four frontier models shipped in one week and CNBC coined it 'model fatigue'. Four design principles for a data foundation that outlives any model release. https://onticards.com/en/blog/qwen-flash-next-51b-ngram-embedding https://onticards.com/en/blog/qwen-flash-next-51b-ngram-embedding Fri, 04 Sep 2026 00:00:00 GMTOntiCards Teamtech Beyond the widely-misquoted 58B figure, the 51B N-gram Embedding module is the real story. We unpack its sparse-lookup architecture and address three persistent misconceptions — it is not built-in RAG, it does not retire RAG, and it will not deliver a step-change in general capability. A more measured engineering read on what this release actually changes. https://onticards.com/en/blog/agent-auditability-critical https://onticards.com/en/blog/agent-auditability-critical Fri, 04 Sep 2026 00:00:00 GMTOntiCards Teamindustry OpenAI's Astra is the first model to hit the Critical cybersecurity tier. For enterprises, the adoption gate isn't the score — it's agent auditability. https://onticards.com/en/blog/enterprise-data-agent-market https://onticards.com/en/blog/enterprise-data-agent-market Wed, 02 Sep 2026 00:00:00 GMTOntiCards Teamindustry On September 1, IDC published its first China Data Agent vendor assessment: 18 vendors entered, only four reached the Leaders quadrant, and the firm forecasts that 60% of China's top 500 enterprises will deploy enterprise-grade data agents by 2028. Data agents have officially become their own procurement category. Here are the three signals that matter and the four foundations to lay before going live. https://onticards.com/en/blog/agent-runtime-isolation-audit https://onticards.com/en/blog/agent-runtime-isolation-audit Tue, 01 Sep 2026 00:00:00 GMTOntiCards Teamtech Enterprise agents made the same pivot three times in the last week of August: ServiceNow's production-agent customers grew 9× in nine months; Replica Cyber bolted an isolation engine onto high-risk agents; Kyndryl and Google Cloud used a semantic layer plus guardrail agents to lock Swiss Incore Bank's KYC into a governed boundary. Gartner says 40% of agentic projects will be cancelled by end of 2027 — not because agents fail, but because governance is still catching up. https://onticards.com/en/blog/enterprise-text-to-sql-reality-check https://onticards.com/en/blog/enterprise-text-to-sql-reality-check Mon, 31 Aug 2026 00:00:00 GMTOntiCards Teamtech Models that score 90%+ on academic benchmarks collapse to ~25% on real enterprise schemas. New arXiv research and dbt Labs production experiments agree: without a semantic layer, LLMs struggle to even find the right table. https://onticards.com/en/blog/semantic-layer-data-agent https://onticards.com/en/blog/semantic-layer-data-agent Sun, 30 Aug 2026 00:00:00 GMTOntiCards Teamtech Oracle wants agents to pick trusted reports, not write SQL. Google folds Measures + Graph into BigQuery. A SIGMOD 2026 semantic-layer-mediated NL2SQL agent pushes Spider 2.0 accuracy from 17% to 94.15%. Three very different players landed on the same idea in the same week. https://onticards.com/en/blog/agent-data-readiness https://onticards.com/en/blog/agent-data-readiness Sat, 29 Aug 2026 00:00:00 GMTOntiCards Teamindustry SPD Bank has deployed over 2,500 financial AI agents across 440+ AI application scenarios. Jiangsu Bank's daily token usage grew 18x in six months, with AI applications displacing 1.2 million person-hours of manual work. As AI shifts from pilot to ROI measurement, data quality and query accuracy—not model size—decide who succeeds. https://onticards.com/en/blog/onticards-four-layer-architecture https://onticards.com/en/blog/onticards-four-layer-architecture Fri, 28 Aug 2026 00:00:00 GMTOntiCards Teamproduct Upgrading data from 'fields lying in a warehouse' to 'knowledge assets business teams can directly ask about.' Here is how we decomposed that problem. https://onticards.com/en/blog/ecommerce-data-qa-walkthrough https://onticards.com/en/blog/ecommerce-data-qa-walkthrough Fri, 28 Aug 2026 00:00:00 GMTOntiCards Teamtech We took our internal test environment's e-commerce data source (5 tables) and ran the full OntiCards flow end-to-end. Here's the record, with real data.