https://owlai.cloud/blog/Questions we met building AI for workenhttps://owlai.cloud/blog/insight/1/https://owlai.cloud/blog/insight/1/InsightsAsk a general-purpose AI service, "What were sales at each of our branches this month?" and the answer comes back in seconds. The prose is smooth, and it even draws a table.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/insight/2/https://owlai.cloud/blog/insight/2/InsightsA sales rep asks the company's AI chatbot, "How many units of product A do we have in stock right now?" The chatbot finds the inventory report posted at the end of last month and answers with the number in it.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/insight/3/https://owlai.cloud/blog/insight/3/Insights"Pull the accounts more than 90 days overdue this quarter that our policy says go to collections, and group them by account manager." Sales operations teams get requests like this all the time.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/insight/4/https://owlai.cloud/blog/insight/4/InsightsThe demo is impressive. Ask for "the five best-selling products last month," and the AI writes the SQL (the language for querying databases) and returns the right answer at once.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/insight/5/https://owlai.cloud/blog/insight/5/InsightsAt the executive meeting, the sales division reports that revenue grew 12%, and the finance team says 8%. Neither is wrong.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/insight/6/https://owlai.cloud/blog/insight/6/InsightsWhen someone proposes connecting AI to a business database, the DBAs and the security team raise the same three questions. What if the AI deletes data by mistake?Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/insight/7/https://owlai.cloud/blog/insight/7/InsightsEach time you ask an AI for a report draft, you attach the same conditions: "No more than three tables, conclusion first, amounts in millions of won." Ask it to find your tickets in the company issue…Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/insight/8/https://owlai.cloud/blog/insight/8/InsightsEvery company has a veteran who knows the traps in its data. "Amounts in that table were in thousands of won until 2023." "Status code 09 isn't cancelled.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/insight/9/https://owlai.cloud/blog/insight/9/InsightsLast week you spent a long conversation with the AI working out how to look up receivables by customer. Today you need a similar number, and you can't remember where that conversation went.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/insight/10/https://owlai.cloud/blog/insight/10/InsightsA sales rep has left your company.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/insight/11/https://owlai.cloud/blog/insight/11/Insights"Summarize e-payment regulation trends in three Southeast Asian countries and where the major competitors stand in each market." Whoever gets this request spends several days on it.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/insight/12/https://owlai.cloud/blog/insight/12/InsightsYou're about to paste market data the AI summarized into a report when your manager asks, "Where's this number from?" You ask the AI, and it names a plausible institution and a report title.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/insight/13/https://owlai.cloud/blog/insight/13/InsightsEvery Monday morning, someone on your team does the same job. They pull last week's sales, split it by region, work out the change from the week before, build an Excel report and send it around.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/insight/14/https://owlai.cloud/blog/insight/14/InsightsAsk an AI for this month's quote and the content arrives fast. What you get back, though, is text in a chat window or a document the AI styled however it liked.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/insight/15/https://owlai.cloud/blog/insight/15/InsightsYou have spent an hour going through quarterly results with an AI.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/insight/16/https://owlai.cloud/blog/insight/16/InsightsYou send "Put last quarter's sales by region into Excel," and the moment it's gone you remember: online sales should have been left out. A typical AI chat gives you two ways out.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/insight/17/https://owlai.cloud/blog/insight/17/InsightsYou ask an AI to look through this year's orders and find anything unusual.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/insight/18/https://owlai.cloud/blog/insight/18/InsightsA meeting ends and you open the minutes that were written automatically.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/insight/19/https://owlai.cloud/blog/insight/19/InsightsYou recorded an hour-long meeting and got it transcribed. What you have now is dozens of pages of text.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/insight/20/https://owlai.cloud/blog/insight/20/InsightsAI evaluations for work usually end on the same question: the performance is clear, but can we really trust it with this? AI runs on probabilities.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/insight/21/https://owlai.cloud/blog/insight/21/InsightsA sales rep pastes a customer list into an AI and asks it to tidy things up.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/insight/22/https://owlai.cloud/blog/insight/22/InsightsYou ask the AI to summarize twenty emails from business partners.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/insight/23/https://owlai.cloud/blog/insight/23/InsightsYou ask the AI to analyze customer inquiry data, and its answer prints customer phone numbers verbatim. You add a safeguard that masks personal information, and the chat answers come back clean.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/insight/24/https://owlai.cloud/blog/insight/24/InsightsConnect the AI to your company database and a cloud drive, and you have handed it the database password and access to the drive.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/insight/25/https://owlai.cloud/blog/insight/25/InsightsUpload a sales spreadsheet and ask for regional growth rates on a single PowerPoint slide, and the AI can't answer in words. It has to calculate numbers and produce a file.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/insight/26/https://owlai.cloud/blog/insight/26/InsightsSay you ask the AI to "let everyone from last week's meeting know the schedule changed," and it misreads the attendee list and adds people from another team to the recipients.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/insight/27/https://owlai.cloud/blog/insight/27/Insights"File last week's meeting action items as issues." "Find open slots in the team's calendar next week." Once email, calendars, and issue trackers are connected, the AI handles requests like these in one go.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/insight/28/https://owlai.cloud/blog/insight/28/InsightsA sales rep who has no access to HR data asks the AI, "What's the average salary increase this year?" If the AI can reach the entire company database, a door that is closed to the person opens through the AI.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/insight/29/https://owlai.cloud/blog/insight/29/InsightsWhen a company evaluates business AI, the discussion tends to drag once someone asks, "Can we actually put this in the cloud?" The cloud is the fast way to start, but the data makes people want to keep everything in-house.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/insight/30/https://owlai.cloud/blog/insight/30/InsightsType the ChatGPT address on a PC on your business network, and the page doesn't load.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/insight/31/https://owlai.cloud/blog/insight/31/InsightsAt the first meeting after your company decides to bring in business AI, IT asks which server to prepare, security asks what will leave the company, and the business teams ask when they can start trying it.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/insight/32/https://owlai.cloud/blog/insight/32/InsightsThe notice says a new version is out, yet the server is still sitting several versions back. That is a familiar picture at companies running on-premises software.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/insight/33/https://owlai.cloud/blog/insight/33/InsightsOn an average weekday, 152 questions reach the company's internal OwlAI.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/insight/34/https://owlai.cloud/blog/insight/34/InsightsAsk any product a short question in a demo, such as "Who were our top customers by revenue last month?", and you get a plausible answer.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/insight/35/https://owlai.cloud/blog/insight/35/InsightsAn administrator opens the business database to the sales role. When a sales rep asks for order totals by customer, the AI finds the answer in that database.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/insight/36/https://owlai.cloud/blog/insight/36/InsightsWhen the AI starts scanning a table of hundreds of millions of rows on your production database with no filter, the order screen and the settlement batch that share that database slow down from that moment on.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/insight/37/https://owlai.cloud/blog/insight/37/InsightsAsk for "sales by region last month," and the AI doesn't pull the answer right away. It checks table structures, confirms a few values and looks at the execution plan before it sends the main query.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/insight/38/https://owlai.cloud/blog/insight/38/InsightsOver the weekend, the database server moved to new hardware.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/insight/39/https://owlai.cloud/blog/insight/39/InsightsIn a meeting to review an AI rollout, the IT team gets a request: "Open the database port so the AI server can connect." That database sits deep inside the internal network, behind the firewall, and t…Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/insight/40/https://owlai.cloud/blog/insight/40/InsightsYour customer database runs on Amazon RDS.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/insight/41/https://owlai.cloud/blog/insight/41/InsightsYour product data lives in Supabase. To connect it to an AI, someone opens the Supabase dashboard and finds three addresses for the same database. They copy one and try to register it.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/technical/1/https://owlai.cloud/blog/technical/1/Engineering NotesOwlAI's agent reads internal databases and documents, and it also reads web pages and results from connectors (external services such as MCP servers that a company connects to OwlAI).Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/technical/2/https://owlai.cloud/blog/technical/2/Engineering NotesFive features in OwlAI have a model working by calling tools: chat; playbooks, which run a defined procedure with no one watching; schema analysis, which reads the tables of a connected database ahead…Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/technical/3/https://owlai.cloud/blog/technical/3/Engineering NotesAsk "How many orders have gone unprocessed for more than 30 days?" through document search (RAG), and the model counts the orders in the few chunks the search returned, then reports that number as the total.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/technical/4/https://owlai.cloud/blog/technical/4/Engineering NotesA business database with thousands of tables often keeps backup and working copies such as ORDMSTBAK and ORDMST202312 next to the orders table.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/technical/5/https://owlai.cloud/blog/technical/5/Engineering NotesThe order table's STATUSCODE CHAR(1) holds S, D and C. If the model guesses that C means complete, "revenue from orders completed last month" comes back with canceled orders mixed in.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/technical/6/https://owlai.cloud/blog/technical/6/Engineering NotesAsk for "last month's revenue" and sales thinks of booked orders, while finance thinks of invoiced amounts net of returns.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/technical/7/https://owlai.cloud/blog/technical/7/Engineering NotesOwlAI's SQL execution tool runs SQL written by the model against a customer's production database. Some limits set on the client side look like they are in effect but never reach the database server.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/technical/8/https://owlai.cloud/blog/technical/8/Engineering NotesSuppose that after schema analysis (“DDL doesn't say what a column means, so we read its values first”) finishes, someone adds a return flag column, RETURNYN, to the orders table.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/technical/9/https://owlai.cloud/blog/technical/9/Engineering NotesWhen a user says "Give me the result you just queried as a CSV file," the model has to write the rows it already received back out as arguments to a file-writing tool.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/technical/10/https://owlai.cloud/blog/technical/10/Engineering NotesWhen a production database sits in a private network behind a bastion host (an SSH server that leads into that network), OwlAI reaches it through an SSH tunnel over the bastion.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/technical/11/https://owlai.cloud/blog/technical/11/Engineering NotesWhen OwlAI runs on a corporate network and connects over TLS to a cloud LLM or a customer database, certificate errors come from two places.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/technical/12/https://owlai.cloud/blog/technical/12/Engineering NotesTo connect a customer's Amazon RDS or Aurora database from OwlAI SaaS, OwlAI needs the endpoint, port and engine, plus network facts such as whether the database sits in a public subnet and which VPC…Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/technical/13/https://owlai.cloud/blog/technical/13/Engineering NotesThe Supabase dashboard lists three addresses for the same database: the project's direct address, port 6543 on the shared pooler (the connection pooler Supabase runs in front of each project) in trans…Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/technical/14/https://owlai.cloud/blog/technical/14/Engineering NotesTo open a company database to the AI, an administrator enters the host, port, account and password into OwlAI.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/technical/15/https://owlai.cloud/blog/technical/15/Engineering NotesSay an administrator opens only the customer and order tables to the sales role and closes the salary table in the same database.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/technical/16/https://owlai.cloud/blog/technical/16/Engineering NotesWhen AI-written SQL holds a production database for a long time, the order screen and the settlement batch that share that database slow down with it.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/technical/17/https://owlai.cloud/blog/technical/17/Engineering NotesTo keep AI queries off the primary node, you can register the connection with a standby's address.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/technical/18/https://owlai.cloud/blog/technical/18/Engineering NotesOwlAI has two ways to run SQL against a customer database. On a direct connection (one where an administrator typed in the connection details), OwlAI's built-in executor connects to the database.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/technical/19/https://owlai.cloud/blog/technical/19/Engineering NotesA user says, "My account in the issue tracker is this ID.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/technical/20/https://owlai.cloud/blog/technical/20/Engineering NotesThe status column STATCD in a customer table holds 1, 2, and 9.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/technical/21/https://owlai.cloud/blog/technical/21/Engineering NotesA table note says 「반품 주문은 ORDRTN 테이블에 따로 쌓인다」 ("returned orders pile up separately in the ORDRTN table"), and a user asks 「지난달 반품 주문 건수를 알려 줘」 ("tell me how many returned orders we had last month").Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/technical/22/https://owlai.cloud/blog/technical/22/Engineering NotesEvery time an agent calls the model, the request carries the tool definitions, the system prompt, and the conversation so far, in that order.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/technical/23/https://owlai.cloud/blog/technical/23/Engineering NotesIn OwlAI SaaS, many organizations share one PostgreSQL database, and one person can belong to two of them. If each query is left to separate organizations, this setup breaks in two places.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/technical/24/https://owlai.cloud/blog/technical/24/Engineering NotesAsk "How many days of annual leave can I carry over to next year?" against a company's policy documents with embeddings alone, and the leave request procedure, a guide to leave types, and last year's notice come out on top.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/technical/25/https://owlai.cloud/blog/technical/25/Engineering NotesA question like "Summarize last quarter's incident root causes across our three products, and compare how the industry responded to each cause" takes more than one search.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/technical/26/https://owlai.cloud/blog/technical/26/Engineering NotesWhen one answer draws on web pages, internal documents, records queried from a database, and tickets returned by a connector (MCP), deciding how to cite them becomes a real problem.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/technical/27/https://owlai.cloud/blog/technical/27/Engineering NotesUpload a Hangul document with a 300-row price list and ask for "the average unit price by product group," and document search (RAG) returns a few chunks that look like the question.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/technical/28/https://owlai.cloud/blog/technical/28/Engineering NotesA model API remembers nothing between calls. Every time an agent calls the model, it sends the system prompt, the tool definitions, and the whole conversation context so far.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/technical/29/https://owlai.cloud/blog/technical/29/Engineering NotesThe OpenAI Responses API stores every response on the provider's servers unless the request sets store, and the official documentation says a stored response stays for at least 30 days (checked 2026-11-03).Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/technical/30/https://owlai.cloud/blog/technical/30/Engineering NotesSay a user asks for "last month's top 10 customers by revenue," and the model answers from a table that holds only domestic customers.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/technical/31/https://owlai.cloud/blog/technical/31/Engineering NotesA deep research turn runs for up to an hour by default. A turn is one exchange: a question comes in and an answer goes out.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/technical/32/https://owlai.cloud/blog/technical/32/Engineering NotesModel APIs remember nothing between calls, so an agent resends the whole conversation context every round. A round is one model call plus running the tool calls in its response.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/technical/33/https://owlai.cloud/blog/technical/33/Engineering NotesAs a conversation grows, its requests eventually reach the input limit the model will accept. Before that happens, older turns have to be summarized or trimmed; this is called compaction.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/technical/34/https://owlai.cloud/blog/technical/34/Engineering NotesSometimes a single tool result blows past the model's input limit in one go: a query that returns hundreds of thousands of rows, or an MCP server that sends back an enormous JSON blob.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/technical/35/https://owlai.cloud/blog/technical/35/Engineering NotesSometimes every tool an agent calls succeeds and the work still goes nowhere.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/technical/36/https://owlai.cloud/blog/technical/36/Engineering NotesSay a chat once went well: it pulled last week's sales from the database, grouped them by department, and built an Excel file. That conversation holds more than the result.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/technical/37/https://owlai.cloud/blog/technical/37/Engineering NotesTake a request like "For each issue opened last week, look up the customer's contract, and email the owner only on issues whose customer's contract has ended." Each call builds its arguments from the…Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/technical/38/https://owlai.cloud/blog/technical/38/Engineering NotesMaking a quote from a company form takes two steps: copy the form to a new path, then fill in the copy. If copying is a separate tool the model has to call, the model often skips it.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/technical/39/https://owlai.cloud/blog/technical/39/Engineering NotesWhen a model writes code that builds an Excel file, the run can exit with code 0 and the model can answer "Done," while Excel refuses to open the file.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/technical/40/https://owlai.cloud/blog/technical/40/Engineering NotesTo give an agent a tool, you put that tool's definition, its name, description, and argument schema, into the request. The more MCP servers a customer connects, the more of those definitions there are.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/technical/41/https://owlai.cloud/blog/technical/41/Engineering NotesAsk a model to draw a bar chart as SVG and it converts each value to a height on its own scale and writes the coordinates.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/technical/42/https://owlai.cloud/blog/technical/42/Engineering NotesThe usual way to add subagents is to give the parent model a tool that launches them and let it decide the prompt, tools, and model each time. In a business system, that freedom breaks three things.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/technical/43/https://owlai.cloud/blog/technical/43/Engineering NotesWhen a meeting recording is transcribed, internal system names and product names come out as the common word that sounds closest.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/technical/44/https://owlai.cloud/blog/technical/44/Engineering NotesIn an on-premises installation, several meetings share one speech recognition model running on a single GPU.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/technical/45/https://owlai.cloud/blog/technical/45/Engineering NotesWhen a meeting ends, some of its sound has not been transcribed yet.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/technical/46/https://owlai.cloud/blog/technical/46/Engineering NotesA meeting recording runs for an hour or more in a single browser tab.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/technical/47/https://owlai.cloud/blog/technical/47/Engineering NotesChoose a meeting speech recognition service from a single error-rate table and two things go wrong.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/technical/48/https://owlai.cloud/blog/technical/48/Engineering NotesPut a model running inside the customer network and an external API model in one installation, and deciding which models people may use does not keep internal data from leaving.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/technical/49/https://owlai.cloud/blog/technical/49/Engineering NotesTools that read a web page or download a file from a URL only open addresses that appeared earlier in the conversation (“Permissions are enforced in code, judgment is left to the model”).Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/technical/50/https://owlai.cloud/blog/technical/50/Engineering Notes"Find the customers who asked for a refund more than three times last week and summarize what they said" is not a question a single number can answer.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/technical/51/https://owlai.cloud/blog/technical/51/Engineering NotesIn a conversation that analyzes customer inquiries, someone without permission to view originals sees the phone number in the answer as [PHONE-1] (“Scrubbing answers is too late for phone numbers.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/technical/52/https://owlai.cloud/blog/technical/52/Engineering NotesConnectors for cloud file services (external services, such as MCP servers, that a company connects to OwlAI) return download links as pre-authenticated URLs, also called presigned URLs.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/technical/53/https://owlai.cloud/blog/technical/53/Engineering NotesOwlAI's metadata database holds customer database passwords, LLM provider API keys, OAuth tokens for connectors (external services such as MCP servers that a company connects to OwlAI), and SSH privat…Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/technical/54/https://owlai.cloud/blog/technical/54/Engineering NotesIn OwlAI, Excel, Word, PowerPoint and Hangul documents are produced by python and node scripts the model writes, and scripts also post-process query results.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/technical/55/https://owlai.cloud/blog/technical/55/Engineering NotesYou can write "Confirm with the user before sending email" in the system prompt, and the model can still call the email tool without asking (“Permissions are enforced in code, judgment is left to the model”).Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/technical/56/https://owlai.cloud/blog/technical/56/Engineering NotesWhen you attach a connector (an outside service such as an MCP server that a company connects to OwlAI) with OAuth, each user signs in once with their own account, and OwlAI calls tools with the access token it received then.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/technical/57/https://owlai.cloud/blog/technical/57/Engineering NotesOwlAI's per-user connectors (external services such as MCP servers that a company connects to OwlAI) attach through OAuth.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/technical/58/https://owlai.cloud/blog/technical/58/Engineering NotesSay a customer turns its internal e-approval system into an MCP server and attaches it to OwlAI as a connector (an external service, such as an MCP server, that a company connects to OwlAI).Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/technical/59/https://owlai.cloud/blog/technical/59/Engineering NotesOpen your internal databases and documents to an AI agent, and after an incident a security officer will ask: who on the sales team used the AI to query the customer table last month, and did that person have permission to see it?Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/technical/60/https://owlai.cloud/blog/technical/60/Engineering NotesOn-premises OwlAI runs as a Docker Compose stack on a single host the customer picks. The distribution, kernel, Docker version, security modules and certificates differ from one customer to the next.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/technical/61/https://owlai.cloud/blog/technical/61/Engineering NotesInstall on-premises OwlAI on a host inside a corporate network, wait a few weeks, and one day an internal database or inference server that answered yesterday may be unreachable from your containers.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/technical/62/https://owlai.cloud/blog/technical/62/Engineering NotesWhen you install on-premises OwlAI on a corporate network that can reach the internet only through a proxy, calls to cloud LLMs have to follow HTTPSPROXY out through that proxy.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/technical/63/https://owlai.cloud/blog/technical/63/Engineering NotesOn-premises OwlAI runs on the customer's host as nine container images.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/technical/64/https://owlai.cloud/blog/technical/64/Engineering NotesAn on-premises product keeps the files customers receive and the files that stay in-house in the same repository.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/technical/65/https://owlai.cloud/blog/technical/65/Engineering NotesWhen someone records a meeting, the browser uploads a chunk of the recording to the web backend every 5 seconds, and a worker in a different container transcribes those chunks.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/technical/66/https://owlai.cloud/blog/technical/66/Engineering NotesBenchmark a vLLM server for a self-hosted model with 1.1K-token prompts, and the numbers tell you to raise the number of requests processed at once (maxnumseqs) from 4 to 32, because total throughput rises 92%.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/technical/67/https://owlai.cloud/blog/technical/67/Engineering NotesPut an update button in the admin console of an on-premises product, and something has to stop the containers and start them again on new images after the click.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/technical/68/https://owlai.cloud/blog/technical/68/Engineering NotesWhen an update fails, the operator's first move is to redeploy the previous image. Redeploying an image rolls back the image only; the database schema stays as it is.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/technical/69/https://owlai.cloud/blog/technical/69/Engineering NotesIn OwlAI, workers run chat turns (one question through to its answer), not the web server. The web server only accepts a question and puts it on a job queue.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/technical/70/https://owlai.cloud/blog/technical/70/Engineering NotesA deployment can be broken while /health returns 200 and every container shows healthy. The old version may still be running instead of the one you approved.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/technical/71/https://owlai.cloud/blog/technical/71/Engineering NotesAn on-premises product runs on the customer's servers. When something breaks, the vendor often has nothing to look at but the logs the customer has collected.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/technical/72/https://owlai.cloud/blog/technical/72/Engineering NotesWhen a desktop app's UI lives inside its installer, changing one button label means shipping a new installer. Windows users download it and see a restart prompt on every release.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/technical/73/https://owlai.cloud/blog/technical/73/Engineering NotesPut a boolean field that turns a feature on or off into the settings file of an on-premises product, and every customer server ends up with its own value.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/technical/74/https://owlai.cloud/blog/technical/74/Engineering NotesOwlAI is an on-premises product, so each installation runs in one language. The supported languages are Korean and English.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/technical/75/https://owlai.cloud/blog/technical/75/Engineering NotesIn a product with an LLM inside, an E2E test that compares the answer text with an expected string fails even when nothing is broken.Sat, 31 Oct 2026 00:00:00 +0000https://owlai.cloud/blog/technical/76/https://owlai.cloud/blog/technical/76/Engineering NotesIn OwlAI, administrators can set a usage limit for each user, and OwlAI SaaS draws down a member's credits on every call. Both read the LLM costs the product records itself.Sat, 31 Oct 2026 00:00:00 +0000