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Creuto: AI Technology & Product Insights

Stay informed with practical insights from the Creuto team on artificial intelligence, custom software, mobile applications, SaaS development, product engineering, technology trends, and digital transformation.

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LLM cost optimization: open-weight models run 56% of tokens, 14% of spend
AI & Machine Learning
LLM cost optimization: open-weight models run 56% of tokens, 14% of spend

Vercel's gateway data shows open-weight models ran 56% of tokens in August but took 14 cents of every dollar. Production teams already tier models by task; here is how to do it deliberately.

Akash Mohapatra

Sep 19, 2026

AI code migration: GitHub went incremental, Bun went big bang
Software Architecture & Technical
AI code migration: GitHub went incremental, Bun went big bang

GitHub moved its Copilot runtime to Rust in 128 pull requests while shipping 135 releases. Bun moved 535,496 lines of Zig in eleven days. The difference is what each trusted to prove the new code right.

Akash Mohapatra

Sep 18, 2026

HubSpot API deprecation: v1–v3 unsupported, private apps next
Software Architecture & Technical
HubSpot API deprecation: v1–v3 unsupported, private apps next

HubSpot has stopped supporting its v1–v3 APIs and legacy apps, with enforcement in September 2027. The closer deadline is 28 September, when new accounts lose legacy private app creation.

Nihar Ranjan Rout

Sep 18, 2026

Vulnerability prioritization: why a CVSS 9.8 can wait
Software Architecture & Technical
Vulnerability prioritization: why a CVSS 9.8 can wait

Severity scores describe the flaw, not your exposure. Combine CVSS with CISA's exploited list, FIRST's EPSS and four business questions to turn thousands of findings into a short, defensible list.

Akash Mohapatra

Sep 18, 2026

Reddit Data API: register your app by 30 September
Software Architecture & Technical
Reddit Data API: register your app by 30 September

Reddit plans to gradually restrict its public Data API and move third-party apps onto its Developer Platform. Nothing breaks this month, but Reddit wants apps registered by 30 September.

Akash Mohapatra

Sep 18, 2026

Odoo vs custom ERP: what Odoo really costs in India
Custom Software Development
Odoo vs custom ERP: what Odoo really costs in India

Odoo lists ₹580 a user a month in India, but that is a first-year discount on the Standard plan, and customising Odoo puts you on Custom at ₹1,140. Here is the five-year comparison with a custom ERP.

Nihar Ranjan Rout

Sep 18, 2026

EPF wage ceiling 25000: what payroll must change from 17 September
Business Strategy
EPF wage ceiling 25000: what payroll must change from 17 September

The Cabinet has raised the mandatory EPF wage ceiling to ₹25,000 from 17 September, the first change since 2014. The rule is simple; finding every place your payroll assumed ₹15,000 is the work.

Akash Mohapatra

Sep 18, 2026

WhatsApp Business API integration: what Meta's new MCP server changes
Software Architecture & Technical
WhatsApp Business API integration: what Meta's new MCP server changes

Meta's WhatsApp Business Tools MCP lets Claude, Codex or Cursor set up numbers, templates and webhooks. The 24-hour rule, opt-in and CRM wiring still decide whether the integration works.

Nihar Ranjan Rout

Sep 18, 2026

AI coding agent success rate on private code: 38.8% at best
Custom Software Development
AI coding agent success rate on private code: 38.8% at best

On tasks from licensed private codebases, the best coding agent solved 38.8% of attempts and the eight-agent average was about 27%. Missed requirements and integration errors led the failures.

Akash Mohapatra

Sep 18, 2026

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